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v=t.memoizedProps,x=Pa(a,v);u.props=x;var j=u.context,I=a.contextType;f=hi,typeof I=="object"&&I!==null&&(f=dt(I));var G=a.getDerivedStateFromProps;I=typeof G=="function"||typeof u.getSnapshotBeforeUpdate=="function",v=t.pendingProps!==v,I||typeof u.UNSAFE_componentWillReceiveProps!="function"&&typeof u.componentWillReceiveProps!="function"||(v||j!==f)&&wh(t,u,s,f),Qn=!1;var L=t.memoizedState;u.state=L,bs(t,s,u,l),vs(),j=t.memoizedState,v||L!==j||Qn?(typeof G=="function"&&(Au(t,a,G,s),j=t.memoizedState),(x=Qn||bh(t,a,x,s,L,j,f))?(I||typeof u.UNSAFE_componentWillMount!="function"&&typeof u.componentWillMount!="function"||(typeof u.componentWillMount=="function"&&u.componentWillMount(),typeof u.UNSAFE_componentWillMount=="function"&&u.UNSAFE_componentWillMount()),typeof u.componentDidMount=="function"&&(t.flags|=4194308)):(typeof u.componentDidMount=="function"&&(t.flags|=4194308),t.memoizedProps=s,t.memoizedState=j),u.props=s,u.state=j,u.context=f,s=x):(typeof 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f=t.memoizedState;if(s=f.cache,Fn(t,$e,s),s!==u.cache&&Fl(t,[$e],a,!0),vs(),s=f.element,u.isDehydrated)if(u={element:s,isDehydrated:!1,cache:f.cache},t.updateQueue.baseState=u,t.memoizedState=u,t.flags&256){t=Lh(e,t,s,a);break e}else if(s!==l){l=Wt(Error(r(424)),t),fs(l),t=Lh(e,t,s,a);break e}else for(e=t.stateNode.containerInfo,e.nodeType===9?e=e.body:e=e.nodeName==="HTML"?e.ownerDocument.body:e,Ue=Qt(e.firstChild),ct=t,be=!0,Vn=null,Yt=!0,a=Of(t,null,s,a),t.child=a;a;)a.flags=a.flags&-3|4096,a=a.sibling;else{if(Da(),s===l){t=xn(e,t,a);break e}ft(e,t,s,a)}t=t.child}return t;case 26:return er(e,t),e===null?(a=Xp(t.type,null,t.pendingProps,null))?t.memoizedState=a:be||(a=t.type,e=t.pendingProps,s=yr(he.current).createElement(a),s[ut]=t,s[wt]=e,ht(s,a,e),st(s),t.stateNode=s):t.memoizedState=Xp(t.type,e.memoizedProps,t.pendingProps,e.memoizedState),null;case 27:return 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ft(e,t,t.pendingProps.children,a),t.child;case 12:return ft(e,t,t.pendingProps.children,a),t.child;case 10:return s=t.pendingProps,Fn(t,t.type,s.value),ft(e,t,s.children,a),t.child;case 9:return l=t.type._context,s=t.pendingProps.children,ja(t),l=dt(l),s=s(l),t.flags|=1,ft(e,t,s,a),t.child;case 14:return Rh(e,t,t.type,t.pendingProps,a);case 15:return Ch(e,t,t.type,t.pendingProps,a);case 19:return Ih(e,t,a);case 31:return hb(e,t,a);case 22:return Oh(e,t,a,t.pendingProps);case 24:return ja(t),s=dt($e),e===null?(l=Xl(),l===null&&(l=Ne,u=Ql(),l.pooledCache=u,u.refCount++,u!==null&&(l.pooledCacheLanes|=a),l=u),t.memoizedState={parent:s,cache:l},Jl(t),Fn(t,$e,l)):((e.lanes&a)!==0&&(Zl(e,t),bs(t,null,null,a),vs()),l=e.memoizedState,u=t.memoizedState,l.parent!==s?(l={parent:s,cache:s},t.memoizedState=l,t.lanes===0&&(t.memoizedState=t.updateQueue.baseState=l),Fn(t,$e,s)):(s=u.cache,Fn(t,$e,s),s!==l.cache&&Fl(t,[$e],a,!0))),ft(e,t,t.pendingProps.children,a),t.child;case 29:throw t.pendingProps}throw Error(r(156,t.tag))}function Tn(e){e.flags|=4}function ju(e,t,a,s,l){if((t=(e.mode&32)!==0)&&(t=!1),t){if(e.flags|=16777216,(l&335544128)===l)if(e.stateNode.complete)e.flags|=8192;else if(fp())e.flags|=8192;else throw qa=Bo,$l}else e.flags&=-16777217}function Ph(e,t){if(t.type!=="stylesheet"||(t.state.loading&4)!==0)e.flags&=-16777217;else if(e.flags|=16777216,!tm(t))if(fp())e.flags|=8192;else throw qa=Bo,$l}function nr(e,t){t!==null&&(e.flags|=4),e.flags&16384&&(t=e.tag!==22?vd():536870912,e.lanes|=t,Ci|=t)}function Ts(e,t){if(!be)switch(e.tailMode){case"hidden":t=e.tail;for(var a=null;t!==null;)t.alternate!==null&&(a=t),t=t.sibling;a===null?e.tail=null:a.sibling=null;break;case"collapsed":a=e.tail;for(var s=null;a!==null;)a.alternate!==null&&(s=a),a=a.sibling;s===null?t||e.tail===null?e.tail=null:e.tail.sibling=null:s.sibling=null}}function He(e){var t=e.alternate!==null&&e.alternate.child===e.child,a=0,s=0;if(t)for(var l=e.child;l!==null;)a|=l.lanes|l.childLanes,s|=l.subtreeFlags&65011712,s|=l.flags&65011712,l.return=e,l=l.sibling;else for(l=e.child;l!==null;)a|=l.lanes|l.childLanes,s|=l.subtreeFlags,s|=l.flags,l.return=e,l=l.sibling;return e.subtreeFlags|=s,e.childLanes=a,t}function mb(e,t,a){var s=t.pendingProps;switch(Hl(t),t.tag){case 16:case 15:case 0:case 11:case 7:case 8:case 12:case 9:case 14:return He(t),null;case 1:return He(t),null;case 3:return a=t.stateNode,s=null,e!==null&&(s=e.memoizedState.cache),t.memoizedState.cache!==s&&(t.flags|=2048),Sn($e),Le(),a.pendingContext&&(a.context=a.pendingContext,a.pendingContext=null),(e===null||e.child===null)&&(gi(t)?Tn(t):e===null||e.memoizedState.isDehydrated&&(t.flags&256)===0||(t.flags|=1024,Gl

9())),He(t),null;case 26:var l=t.type,u=t.memoizedState;return e===null?(Tn(t),u!==null?(He(t),Ph(t,u)):(He(t),ju(t,l,null,s,a))):u?u!==e.memoizedState?(Tn(t),He(t),Ph(t,u)):(He(t),t.flags&=-16777217):(e=e.memoizedProps,e!==s&&Tn(t),He(t),ju(t,l,e,s,a)),null;case 27:if(hn(t),a=he.current,l=t.type,e!==null&&t.stateNode!=null)e.memoizedProps!==s&&Tn(t);else{if(!s){if(t.stateNode===null)throw Error(r(166));return He(t),null}e=J.current,gi(t)?bf(t):(e=Fp(l,s,a),t.stateNode=e,Tn(t))}return He(t),null;case 5:if(hn(t),l=t.type,e!==null&&t.stateNode!=null)e.memoizedProps!==s&&Tn(t);else{if(!s){if(t.stateNode===null)throw Error(r(166));return He(t),null}if(u=J.current,gi(t))bf(t);else{var f=yr(he.current);switch(u){case 1:u=f.createElementNS("http://www.w3.org/2000/svg",l);break;case 2:u=f.createElementNS("http://www.w3.org/1998/Math/MathML",l);break;default:switch(l){case"svg":u=f.createElementNS("http://www.w3.org/2000/svg",l);break;case"math":u=f.createElementNS("http://www.w3.org/1998/Math/MathML",l);break;case"script":u=f.createElement("div"),u.innerHTML="<script><\/script>",u=u.removeChild(u.firstChild);break;case"select":u=typeof s.is=="string"?f.createElement("select",{is:s.is}):f.createElement("select"),s.multiple?u.multiple=!0:s.size&&(u.size=s.size);break;default:u=typeof s.is=="string"?f.createElement(l,{is:s.is}):f.createElement(l)}}u[ut]=t,u[wt]=s;e:for(f=t.child;f!==null;){if(f.tag===5||f.tag===6)u.appendChild(f.stateNode);else if(f.tag!==4&&f.tag!==27&&f.child!==null){f.child.return=f,f=f.child;continue}if(f===t)break e;for(;f.sibling===null;){if(f.return===null||f.return===t)break e;f=f.return}f.sibling.return=f.return,f=f.sibling}t.stateNode=u;e:switch(ht(u,l,s),l){case"button":case"input":case"select":case"textarea":s=!!s.autoFocus;break e;case"img":s=!0;break e;default:s=!1}s&&Tn(t)}}return He(t),ju(t,t.type,e===null?null:e.memoizedProps,t.pendingProps,a),null;case 6:if(e&&t.stateNode!=null)e.memoizedProps!==s&&Tn(t);else{if(typeof s!="string"&&t.stateNode===null)throw Error(r(166));if(e=he.current,gi(t)){if(e=t.stateNode,a=t.memoizedProps,s=null,l=ct,l!==null)switch(l.tag){case 27:case 5:s=l.memoizedProps}e[ut]=t,e=!!(e.nodeValue===a||s!==null&&s.suppressHydrationWarning===!0||Np(e.nodeValue,a)),e||Yn(t,!0)}else e=yr(e).createTextNode(s),e[ut]=t,t.stateNode=e}return He(t),null;case 31:if(a=t.memoizedState,e===null||e.memoizedState!==null){if(s=gi(t),a!==null){if(e===null){if(!s)throw Error(r(318));if(e=t.memoizedState,e=e!==null?e.dehydrated:null,!e)throw Error(r(557));e[ut]=t}else Da(),(t.flags&128)===0&&(t.memoizedState=null),t.flags|=4;He(t),e=!1}else a=Gl(),e!==null&&e.memoizedState!==null&&(e.memoizedState.hydrationErrors=a),e=!0;if(!e)return t.flags&256?(Lt(t),t):(Lt(t),null);if((t.flags&128)!==0)throw Error(r(558))}return He(t),null;case 13:if(s=t.memoizedState,e===null||e.memoizedState!==null&&e.memoizedState.dehydrated!==null){if(l=gi(t),s!==null&&s.dehydrated!==null){if(e===null){if(!l)throw Error(r(318));if(l=t.memoizedState,l=l!==null?l.dehydrated:null,!l)throw Error(r(317));l[ut]=t}else Da(),(t.flags&128)===0&&(t.memoizedState=null),t.flags|=4;He(t),l=!1}else l=Gl(),e!==null&&e.memoizedState!==null&&(e.memoizedState.hydrationErrors=l),l=!0;if(!l)return t.flags&256?(Lt(t),t):(Lt(t),null)}return Lt(t),(t.flags&128)!==0?(t.lanes=a,t):(a=s!==null,e=e!==null&&e.memoizedState!==null,a&&(s=t.child,l=null,s.alternate!==null&&s.alternate.memoizedState!==null&&s.alternate.memoizedState.cachePool!==null&&(l=s.alternate.memoizedState.cachePool.pool),u=null,s.memoizedState!==null&&s.memoizedState.cachePool!==null&&(u=s.memoizedState.cachePool.pool),u!==l&&(s.flags|=2048)),a!==e&&a&&(t.child.flags|=8192),nr(t,t.updateQueue),He(t),null);case 4:return Le(),e===null&&nc(t.stateNode.containerInfo),He(t),null;case 10:return Sn(t.type),He(t),null;case 19:if(W(Ke),s=t.memoizedState,s===null)return He(t),null;if(l=(t.flags&128)!==0,u=s.rendering,u===null)if(l)Ts(s,!1);else{if(Ye!==0||e!==null&&(e.flags&128)!==0)for(e=t.child;e!==null;){if(u=Wo(e),u!==null){for(t.flags|=128,Ts(s,!1),e=u.updateQueue,t.updateQueue=e,nr(t,e),t.subtreeFlags=0,e=a,a=t.child;a!==null;)pf(a,e),a=a.sibling;

9return Q(Ke,Ke.current&1|2),be&&bn(t,s.treeForkCount),t.child}e=e.sibling}s.tail!==null&&gt()>rr&&(t.flags|=128,l=!0,Ts(s,!1),t.lanes=4194304)}else{if(!l)if(e=Wo(u),e!==null){if(t.flags|=128,l=!0,e=e.updateQueue,t.updateQueue=e,nr(t,e),Ts(s,!0),s.tail===null&&s.tailMode==="hidden"&&!u.alternate&&!be)return He(t),null}else 2*gt()-s.renderingStartTime>rr&&a!==536870912&&(t.flags|=128,l=!0,Ts(s,!1),t.lanes=4194304);s.isBackwards?(u.sibling=t.child,t.child=u):(e=s.last,e!==null?e.sibling=u:t.child=u,s.last=u)}return s.tail!==null?(e=s.tail,s.rendering=e,s.tail=e.sibling,s.renderingStartTime=gt(),e.sibling=null,a=Ke.current,Q(Ke,l?a&1|2:a&1),be&&bn(t,s.treeForkCount),e):(He(t),null);case 22:case 23:return Lt(t),au(),s=t.memoizedState!==null,e!==null?e.memoizedState!==null!==s&&(t.flags|=8192):s&&(t.flags|=8192),s?(a&536870912)!==0&&(t.flags&128)===0&&(He(t),t.subtreeFlags&6&&(t.flags|=8192)):He(t),a=t.updateQueue,a!==null&&nr(t,a.retryQueue),a=null,e!==null&&e.memoizedState!==null&&e.memoizedState.cachePool!==null&&(a=e.memoizedState.cachePool.pool),s=null,t.memoizedState!==null&&t.memoizedState.cachePool!==null&&(s=t.memoizedState.cachePool.pool),s!==a&&(t.flags|=2048),e!==null&&W(La),null;case 24:return a=null,e!==null&&(a=e.memoizedState.cache),t.memoizedState.cache!==a&&(t.flags|=2048),Sn($e),He(t),null;case 25:return null;case 30:return null}throw Error(r(156,t.tag))}function gb(e,t){switch(Hl(t),t.tag){case 1:return e=t.flags,e&65536?(t.flags=e&-65537|128,t):null;case 3:return Sn($e),Le(),e=t.flags,(e&65536)!==0&&(e&128)===0?(t.flags=e&-65537|128,t):null;case 26:case 27:case 5:return hn(t),null;case 31:if(t.memoizedState!==null){if(Lt(t),t.alternate===null)throw Error(r(340));Da()}return e=t.flags,e&65536?(t.flags=e&-65537|128,t):null;case 13:if(Lt(t),e=t.memoizedState,e!==null&&e.dehydrated!==null){if(t.alternate===null)throw Error(r(340));Da()}return e=t.flags,e&65536?(t.flags=e&-65537|128,t):null;case 19:return W(Ke),null;case 4:return Le(),null;case 10:return Sn(t.type),null;case 22:case 23:return Lt(t),au(),e!==null&&W(La),e=t.flags,e&65536?(t.flags=e&-65537|128,t):null;case 24:return Sn($e),null;case 25:return null;default:return null}}function Uh(e,t){switch(Hl(t),t.tag){case 3:Sn($e),Le();break;case 26:case 27:case 5:hn(t);break;case 4:Le();break;case 31:t.memoizedState!==null&&Lt(t);break;case 13:Lt(t);break;case 19:W(Ke);break;case 10:Sn(t.type);break;case 22:case 23:Lt(t),au(),e!==null&&W(La);break;case 24:Sn($e)}}function Es(e,t){try{var a=t.updateQueue,s=a!==null?a.lastEffect:null;if(s!==null){var l=s.next;a=l;do{if((a.tag&e)===e){s=void 0;var u=a.create,f=a.inst;s=u(),f.destroy=s}a=a.next}while(a!==l)}}catch(v){Me(t,t.return,v)}}function Zn(e,t,a){try{var s=t.updateQueue,l=s!==null?s.lastEffect:null;if(l!==null){var u=l.next;s=u;do{if((s.tag&e)===e){var f=s.inst,v=f.destroy;if(v!==void 0){f.destroy=void 0,l=t;var x=a,j=v;try{j()}catch(I){Me(l,x,I)}}}s=s.next}while(s!==u)}}catch(I){Me(t,t.return,I)}}function Hh(e){var t=e.updateQueue;if(t!==null){var a=e.stateNode;try{Df(t,a)}catch(s){Me(e,e.return,s)}}}function Wh(e,t,a){a.props=Pa(e.type,e.memoizedProps),a.state=e.memoizedState;try{a.componentWillUnmount()}catch(s){Me(e,t,s)}}function _s(e,t){try{var a=e.ref;if(a!==null){switch(e.tag){case 26:case 27:case 5:var s=e.stateNode;break;case 30:s=e.stateNode;break;default:s=e.stateNode}typeof a=="function"?e.refCleanup=a(s):a.current=s}}catch(l){Me(e,t,l)}}function rn(e,t){var a=e.ref,s=e.refCleanup;if(a!==null)if(typeof s=="function")try{s()}catch(l){Me(e,t,l)}finally{e.refCleanup=null,e=e.alternate,e!=null&&(e.refCleanup=null)}else if(typeof a=="function")try{a(null)}catch(l){Me(e,t,l)}else a.current=null}function Gh(e){var t=e.type,a=e.memoizedProps,s=e.stateNode;try{e:switch(t){case"button":case"input":case"select":case"textarea":a.autoFocus&&s.focus();break e;case"img":a.src?s.src=a.src:a.srcSet&&(s.srcset=a.srcSet)}}catch(l){Me(e,e.return,l)}}function Lu(e,t,a){try{var s=e.stateNode;Ib(s,e.type,a,t),s[wt]=t}catch(l){Me(e,e.return,l)}}function Vh(e){return e.tag===5||e.tag===3||e.tag===26||e.tag===27&&oa(e.type)||e.tag===4}function Nu(e){e:for(;;){for(;e.sibling===null;){if(e.return===null||Vh(e.return))return null;e=e.return}for(e.sibling.return=e.return,e=e.sibling;e.tag!==5&&e.tag!==6&&e.tag!==18;){if(e.tag===27&&oa(e.type)||e.flags&2||e.child===null||e.tag===4)continue e;e.child.return=e,e=e.child}if(!(e.flags&2))return e.stateNode}}function qu(e,t,a){var s=e.tag;

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10o(),this.update=o=>{const r=this.options,c=this.basepath??r?.basepath??"/",d=this.basepath===void 0,h=r?.rewrite;if(this.options={...r,...o},this.isServer=this.options.isServer??typeof document>"u",this.protocolAllowlist=new Set(this.options.protocolAllowlist),this.options.pathParamsAllowedCharacters&&(this.pathParamsDecoder=e0(this.options.pathParamsAllowedCharacters)),(!this.history||this.options.history&&this.options.history!==this.history)&&(this.options.history?this.history=this.options.history:this.history=k0()),this.origin=this.options.origin,this.origin||(window?.origin&&window.origin!=="null"?this.origin=window.origin:this.origin="http://localhost"),this.history&&this.updateLatestLocation(),this.options.routeTree!==this.routeTree){this.routeTree=this.options.routeTree;let b;this.resolvePathCache=so(1e3),b=this.buildRouteTree(),this.setRoutes(b)}if(!this.stores&&this.latestLocation){const b=this.getStoreConfig(this);this.batch=b.batch,this.stores=m0(R0(this.latestLocation),b),o0(this)}let p=!1;const g=this.options.basepath??"/",m=this.options.rewrite;if(d||c!==g||h!==m){this.basepath=g;const b=[],y=jg(g);y&&y!=="/"&&b.push(p0({basepath:g})),m&&b.push(m),this.rewrite=b.length===0?void 0:b.length===1?b[0]:h0(b),this.history&&this.updateLatestLocation(),p=!0}p&&this.stores&&this.stores.location.set(this.latestLocation),typeof window<"u"&&"CSS"in window&&typeof window.CSS?.supports=="function"&&(this.isViewTransitionTypesSupported=window.CSS.supports("selector(:active-view-transition-type(a)"))},this.updateLatestLocation=()=>{this.latestLocation=this.parseLocation(this.history.location,this.latestLocation)},this.buildRouteTree=()=>{const o=Fw(this.routeTree,this.options.caseSensitive,(r,c)=>{r.init({originalIndex:c})});return this.options.routeMasks&&Hw(this.options.routeMasks,o.processedTree),o},this.subscribe=(o,r)=>{const c={eventType:o,fn:r};return this.subscribers.add(c),()=>{this.subscribers.delete(c)}},this.emit=o=>{this.subscribers.forEach(r=>{r.eventType===o.type&&r.fn(o)})},this.parseLocation=(o,r)=>{const c=({pathname:g,search:m,hash:b,href:y,state:S})=>{if(!this.rewrite&&!/[ \x00-\x1f\x7f\u0080-\uffff]/.test(g)){const C=this.options.parseSearch(m),P=this.options.stringifySearch(C);return{href:g+P+b,publicHref:g+P+b,pathname:Vs(g).path,external:!1,searchStr:P,search:Wa(r?.search,C),hash:Vs(b.slice(1)).path,state:Ga(r?.state,S)}}const A=new URL(y,this.origin),E=Qc(this.rewrite,A),O=this.options.parseSearch(E.search),k=this.options.stringifySearch(O);return E.search=k,{href:E.href.replace(E.origin,""),publicHref:y,pathname:Vs(E.pathname).path,external:!!this.rewrite&&E.origin!==this.origin,searchStr:k,search:Wa(r?.search,O),hash:Vs(E.hash.slice(1)).path,state:Ga(r?.state,S)}},d=c(o),{__tempLocation:h,__tempKey:p}=d.state;if(h&&(!p||p===this.tempLocationKey)){const g=c(h);return g.state.key=d.state.key,g.state.__TSR_key=d.state.__TSR_key,delete g.state.__tempLocation,{...g,maskedLocation:d}}return d},this.resolvePathWithBase=(o,r)=>Zw({base:o,to:rd(r),trailingSlash:this.options.trailingSlash,cache:this.resolvePathCache}),this.matchRoutes=(o,r,c)=>typeof o=="string"?this.matchRoutesInternal({pathname:o,search:r},c):this.matchRoutesInternal(o,r),this.getMatchedRoutes=o=>C0({pathname:o,routesById:this.routesById,processedTree:this.processedTree}),this.cancelMatch=o=>{const r=this.getMatch(o);r&&(r.abortController.abort(),clearTimeout(r._nonReactive.pendingTimeout),r._nonReactive.pendingTimeout=void 0)},this.cancelMatches=()=>{this.stores.pendingIds.get().forEach(o=>{this.cancelMatch(o)}),this.stores.matchesId.get().forEach(o=>{if(this.stores.pendingMatchStores.has(o))return;const r=this.stores.matchStores.get(o)?.get();r&&(r.status==="pending"||r.isFetching==="loader")&&this.cancelMatch(o)})},this.buildLocation=o=>{const r=(d={})=>{const h=d._fromLocation||this.pendingBuiltLocation||this.latestLocation,p=this.matchRoutesLightweight(h);d.from;const g=d.unsafeRelative==="path"?h.pathname:d.from??p.fullPath,m=this.resolvePathWithBase(g,"."),b=p.search,y=Object.assign(Object.create(null),p.params),S=d.to?this.resolvePathWithBase(m,`${d.to}`):this.resolvePathWithBase(m,"."),A=d.params===!1||d.params===null?Ob

10ject.create(null):(d.params??!0)===!0?y:Object.assign(y,pa(d.params,y)),E=this.getMatchedRoutes(S);let O=E.matchedRoutes;if((!E.foundRoute||E.foundRoute.path!=="/"&&E.routeParams["**"])&&this.options.notFoundRoute&&(O=[...O,this.options.notFoundRoute]),Object.keys(A).length>0)for(const oe of O){const ne=oe.options.params?.stringify??oe.options.stringifyParams;if(ne)try{Object.assign(A,ne(A))}catch{}}const k=o.leaveParams?S:Vs(Mm({path:S,params:A,decoder:this.pathParamsDecoder,server:this.isServer}).interpolatedPath).path;let C=b;if(o._includeValidateSearch&&this.options.search?.strict){const oe={};O.forEach(ne=>{if(ne.options.validateSearch)try{Object.assign(oe,Wr(ne.options.validateSearch,{...oe,...C}))}catch{}}),C=oe}C=O0({search:C,dest:d,destRoutes:O,_includeValidateSearch:o._includeValidateSearch}),C=Wa(b,C);const P=this.options.stringifySearch(C),H=d.hash===!0?h.hash:d.hash?pa(d.hash,h.hash):void 0,B=H?`#${H}`:"";let X=d.state===!0?h.state:d.state?pa(d.state,h.state):{};X=Ga(h.state,X);const K=`${k}${P}${B}`;let V,Y,$=!1;if(this.rewrite){const oe=new URL(K,this.origin),ne=qg(this.rewrite,oe);V=oe.href.replace(oe.origin,""),ne.origin!==this.origin?(Y=ne.href,$=!0):Y=ne.pathname+ne.search+ne.hash}else V=Bw(K),Y=V;return{publicHref:Y,href:V,pathname:k,search:C,searchStr:P,state:X,hash:H??"",external:$,unmaskOnReload:d.unmaskOnReload}},c=(d={},h)=>{const p=r(d);let g=h?r(h):void 0;if(!g){const m=Object.create(null);if(this.options.routeMasks){const b=Ww(p.pathname,this.processedTree);if(b){Object.assign(m,b.rawParams);const{from:y,params:S,...A}=b.route,E=S===!1||S===null?Object.create(null):(S??!0)===!0?m:Object.assign(m,pa(S,m));h={from:o.from,...A,params:E},g=r(h)}}}return g&&(p.maskedLocation=g),p};return o.mask?c(o,{from:o.from,...o.mask}):c(o)},this.commitLocation=async({viewTransition:o,ignoreBlocker:r,...c})=>{const d=()=>{const g=["key","__TSR_key","__TSR_index","__hashScrollIntoViewOptions"];g.forEach(b=>{c.state[b]=this.latestLocation.state[b]});const m=_t(c.state,this.latestLocation.state);return g.forEach(b=>{delete c.state[b]}),m},h=ya(this.latestLocation.href)===ya(c.href);let p=this.commitLocationPromise;if(this.commitLocationPromise=Ka(()=>{p?.resolve(),p=void 0}),h&&d())this.load();else{let{maskedLocation:g,hashScrollIntoView:m,...b}=c;g&&(b={...g,state:{...g.state,__tempKey:void 0,__tempLocation:{...b,search:b.searchStr,state:{...b.state,__tempKey:void 0,__tempLocation:void 0,__TSR_key:void 0,key:void 0}}}},(b.unmaskOnReload??this.options.unmaskOnReload??!1)&&(b.state.__tempKey=this.tempLocationKey)),b.state.__hashScrollIntoViewOptions=m??this.options.defaultHashScrollIntoView??!0,this.shouldViewTransition=o,this.history[c.replace?"replace":"push"](b.publicHref,b.state,{ignoreBlocker:r})}return this.resetNextScroll=c.resetScroll??!0,this.history.subscribers.size||this.load(),this.commitLocationPromise},this.buildAndCommitLocation=({replace:o,resetScroll:r,hashScrollIntoView:c,viewTransition:d,ignoreBlocker:h,href:p,...g}={})=>{if(p){const y=this.history.location.state.__TSR_index,S=Qr(p,{__TSR_index:o?y:y+1}),A=new URL(S.pathname,this.origin);g.to=Qc(this.rewrite,A).pathname,g.search=this.options.parseSearch(S.search),g.hash=S.hash.slice(1)}const m=this.buildLocation({...g,_includeValidateSearch:!0});this.pendingBuiltLocation=m;const b=this.commitLocation({...m,viewTransition:d,replace:o,resetScroll:r,hashScrollIntoView:c,ignoreBlocker:h});return Promise.resolve().then(()=>{this.pendingBuiltLocation===m&&(this.pendingBuiltLocation=void 0)}),b},this.navigate=async({to:o,reloadDocument:r,href:c,publicHref:d,...h})=>{let p=!1;if(c)try{new URL(`${c}`),p=!0}catch{}if(p&&!r&&(r=!0),r){if(o!==void 0||!c){const m=this.buildLocation({to:o,...h});c=c??m.publicHref,d=d??m.publicHref}const g=!p&&d?d:c;if(Yr(g,this.protocolAllowlist))return Promise.resolve();if(!h.ignoreBlocker){const m=this.history.getBlockers?.()??[];for(const b of m)if(b?.blockerFn&&await b.blockerFn({currentLocation:this.latestLocation,nextLocation:this.latestLocation,action:"PUSH"}))return Promise.resolve()}return h.replace?window.location.replace(g):window.location.href=g,Promise.resolve()}return this.buildAndCommitLocation({...h,href:c,to:o,_isNavigate:!0})},this.beforeLoad=()=>{this.cancelMatches(),this.updateLatestLocation();const o=this.matchRoutes(this.latestLocation),r=this.stores.cachedMatches.get().filter(c=>!o.some(d=>d.id===c.id));this.batch(()=>{this.stores.status.set("pending"),this.stores.statusCode.set(200),this.stores.isLoading.set(!0),this.stores.location.set(this.latestLocation),this.stores.setPending(o),this.stores.setCached(r)})},this.load=async o=>{let r,c,d;const h=this.stores.resolvedLocation.get()??this.stores.location.get();for(d=new Promise(g=>{this.startTransition(async()=>{try{this.beforeLoad();const m=this.latestLocation,b=Hi(m,this.stores.resolvedLocation.get());

10this.stores.redirect.get()||this.emit({type:"onBeforeNavigate",...b}),this.emit({type:"onBeforeLoad",...b}),await Im({router:this,sync:o?.sync,forceStaleReload:h.href===m.href,matches:this.stores.pendingMatches.get(),location:m,updateMatch:this.updateMatch,onReady:async()=>{this.startTransition(()=>{this.startViewTransition(async()=>{let y=null,S=null,A=null,E=null;this.batch(()=>{const O=this.stores.pendingMatches.get(),k=O.length,C=this.stores.matches.get();y=k?C.filter(B=>!this.stores.pendingMatchStores.has(B.id)):null;const P=new Set;for(const B of this.stores.pendingMatchStores.values())B.routeId&&P.add(B.routeId);const H=new Set;for(const B of this.stores.matchStores.values())B.routeId&&H.add(B.routeId);S=k?C.filter(B=>!P.has(B.routeId)):null,A=k?O.filter(B=>!H.has(B.routeId)):null,E=k?O.filter(B=>H.has(B.routeId)):C,this.stores.isLoading.set(!1),this.stores.loadedAt.set(Date.now()),k&&(this.stores.setMatches(O),this.stores.setPending([]),this.stores.setCached([...this.stores.cachedMatches.get(),...y.filter(B=>B.status!=="error"&&B.status!=="notFound"&&B.status!=="redirected")]),this.clearExpiredCache())});for(const[O,k]of[[S,"onLeave"],[A,"onEnter"],[E,"onStay"]])if(O)for(const C of O)this.looseRoutesById[C.routeId].options[k]?.(C)})})}})}catch(m){Rt(m)?(r=m,this.navigate({...r.options,replace:!0,ignoreBlocker:!0})):rt(m)&&(c=m);const b=r?r.status:c?404:this.stores.matches.get().some(y=>y.status==="error")?500:200;this.batch(()=>{this.stores.statusCode.set(b),this.stores.redirect.set(r)})}this.latestLoadPromise===d&&(this.commitLocationPromise?.resolve(),this.latestLoadPromise=void 0,this.commitLocationPromise=void 0),g()})}),this.latestLoadPromise=d,await d;this.latestLoadPromise&&d!==this.latestLoadPromise;)await this.latestLoadPromise;let p;this.hasNotFoundMatch()?p=404:this.stores.matches.get().some(g=>g.status==="error")&&(p=500),p!==void 0&&this.stores.statusCode.set(p)},this.startViewTransition=o=>{const r=this.shouldViewTransition??this.options.defaultViewTransition;if(this.shouldViewTransition=void 0,r&&typeof document<"u"&&"startViewTransition"in document&&typeof document.startViewTransition=="function"){let c;if(typeof r=="object"&&this.isViewTransitionTypesSupported){const d=this.latestLocation,h=this.stores.resolvedLocation.get(),p=typeof r.types=="function"?r.types(Hi(d,h)):r.types;if(p===!1){o();return}c={update:o,types:p}}else c=o;document.startViewTransition(c)}else o()},this.updateMatch=(o,r)=>{this.startTransition(()=>{const c=this.stores.pendingMatchStores.get(o);if(c){c.set(r);return}const d=this.stores.matchStores.get(o);if(d){d.set(r);return}const h=this.stores.cachedMatchStores.get(o);if(h){const p=r(h.get());p.status==="redirected"?this.stores.cachedMatchStores.delete(o)&&this.stores.cachedIds.set(g=>g.filter(m=>m!==o)):h.set(p)}})},this.getMatch=o=>this.stores.cachedMatchStores.get(o)?.get()??this.stores.pendingMatchStores.get(o)?.get()??this.stores.matchStores.get(o)?.get(),this.invalidate=o=>{const r=c=>o?.filter?.(c)??!0?{...c,invalid:!0,...o?.forcePending||c.status==="error"||c.status==="notFound"?{status:"pending",error:void 0}:void 0}:c;return this.batch(()=>{this.stores.setMatches(this.stores.matches.get().map(r)),this.stores.setCached(this.stores.cachedMatches.get().map(r)),this.stores.setPending(this.stores.pendingMatches.get().map(r))}),this.shouldViewTransition=!1,this.load({sync:o?.sync})},this.getParsedLocationHref=o=>o.publicHref||"/",this.resolveRedirect=o=>{const r=o.headers.get("Location");if(!o.options.href||o.options._builtLocation){const c=o.options._builtLocation??this.buildLocation(o.options),d=this.getParsedLocationHref(c);o.options.href=d,o.headers.set("Location",d)}else if(r)try{const c=new URL(r);if(this.origin&&c.origin===this.origin){const d=c.pathname+c.search+c.hash;o.options.href=d,o.headers.set("Location",d)}}catch{}if(o.options.href&&!o.options._builtLocation&&Yr(o.options.href,this.protocolAllowlist))throw new Error("Redirect blocked: unsafe protocol");return o.headers.get("Location")||o.headers.set("Location",o.options.href),o},this.clearCache=o=>{const r=o?.filter;r!==void 0?this.stores.setCached(this.stores.cachedMatches.get().filter(c=>!r(c))):this.stores.setCached([])},this.clearExpiredCache=()=>{const o=Date.now(),r=c=>{const d=this.looseRoutesById[c.routeId];if(!d.options.loader)return!0;const h=(c.preload?d.options.preloadGcTime??this.options.defaultPreloadGcTime:d.options.gcTime??this.options.defaultGcTime)??300*1e3;return c.status==="error"?!0:o-c.updatedAt>=h};this.clearCache({filter:r})},this.loadRouteChunk=oo,this.preloadRoute=async o=>{const r=o._builtLocation??this.buildLocation(o);let c=this.matchRoutes(r,{throwOnError:!0,preload:!0,dest:o});const d=new Set([...this.stores.matchesId.get(),...this.stores.pe

10ndingIds.get()]),h=new Set([...d,...this.stores.cachedIds.get()]),p=c.filter(g=>!h.has(g.id));if(p.length){const g=this.stores.cachedMatches.get();this.stores.setCached([...g,...p])}try{return c=await Im({router:this,matches:c,location:r,preload:!0,updateMatch:(g,m)=>{d.has(g)?c=c.map(b=>b.id===g?m(b):b):this.updateMatch(g,m)}}),c}catch(g){if(Rt(g))return g.options.reloadDocument?void 0:await this.preloadRoute({...g.options,_fromLocation:r});rt(g)||console.error(g);return}},this.matchRoute=(o,r)=>{const c={...o,to:o.to?this.resolvePathWithBase(o.from||"",o.to):void 0,params:o.params||{},leaveParams:!0},d=this.buildLocation(c);if(r?.pending&&this.stores.status.get()!=="pending")return!1;const h=(r?.pending===void 0?!this.stores.isLoading.get():r.pending)?this.latestLocation:this.stores.resolvedLocation.get()||this.stores.location.get(),p=Gw(d.pathname,r?.caseSensitive??!1,r?.fuzzy??!1,h.pathname,this.processedTree);return!p||o.params&&!_t(p.rawParams,o.params,{partial:!0})?!1:r?.includeSearch??!0?_t(h.search,d.search,{partial:!0})?p.rawParams:!1:p.rawParams},this.hasNotFoundMatch=()=>this.stores.matches.get().some(o=>o.status==="notFound"||o.globalNotFound),this.getStoreConfig=i,this.update({defaultPreloadDelay:50,defaultPendingMs:1e3,defaultPendingMinMs:500,context:void 0,...n,caseSensitive:n.caseSensitive??!1,notFoundMode:n.notFoundMode??"fuzzy",stringifySearch:n.stringifySearch??u0,parseSearch:n.parseSearch??l0,protocolAllowlist:n.protocolAllowlist??Lw}),typeof document<"u"&&(self.__TSR_ROUTER__=this)}isShell(){return!!this.options.isShell}isPrerendering(){return!!this.options.isPrerendering}get state(){return this.stores.__store.get()}setRoutes({routesById:n,routesByPath:i,processedTree:o}){this.routesById=n,this.routesByPath=i,this.processedTree=o;const r=this.options.notFoundRoute;r&&(r.init({originalIndex:99999999999}),this.routesById[r.id]=r)}get looseRoutesById(){return this.routesById}getParentContext(n){return n?.id?n.context??this.options.context??void 0:this.options.context??void 0}matchRoutesInternal(n,i){const o=this.getMatchedRoutes(n.pathname),{foundRoute:r,routeParams:c,parsedParams:d}=o;let{matchedRoutes:h}=o,p=!1;(r?r.path!=="/"&&c["**"]:ya(n.pathname))&&(this.options.notFoundRoute?h=[...h,this.options.notFoundRoute]:p=!0);const g=p?D0(this.options.notFoundMode,h):void 0,m=new Array(h.length),b=new Map;for(const y of this.stores.matchStores.values())y.routeId&&b.set(y.routeId,y.get());for(let y=0;y<h.length;y++){const S=h[y],A=m[y-1];let E,O,k;{const Ce=A?.search??n.search,Fe=A?._strictSearch??void 0;try{const Pe=Wr(S.options.validateSearch,{...Ce})??void 0;E={...Ce,...Pe},O={...Fe,...Pe},k=void 0}catch(Pe){let q=Pe;if(Pe instanceof Kr||(q=new Kr(Pe.message,{cause:Pe})),i?.throwOnError)throw q;E=Ce,O={},k=q}}const C=S.options.loaderDeps?.({search:E})??"",P=C?JSON.stringify(C):"",{interpolatedPath:H,usedParams:B}=Mm({path:S.fullPath,params:c,decoder:this.pathParamsDecoder,server:this.isServer}),X=S.id+H+P,K=this.getMatch(X),V=b.get(S.id),Y=K?._strictParams??B;let $;if(!K)try{Wm(S,B,d,Y)}catch(Ce){if(rt(Ce)||Rt(Ce)?$=Ce:$=new _0(Ce.message,{cause:Ce}),i?.throwOnError)throw $}Object.assign(c,Y);const oe=V?"stay":"enter";let ne;if(K)ne={...K,cause:oe,params:V?.params??c,_strictParams:Y,search:Wa(V?V.search:K.search,E),_strictSearch:O};else{const Ce=S.options.loader||S.options.beforeLoad||S.lazyFn||Ug(S)?"pending":"success";ne={id:X,ssr:S.options.ssr,index:y,routeId:S.id,params:V?.params??c,_strictParams:Y,pathname:H,updatedAt:Date.now(),search:V?Wa(V.search,E):E,_strictSearch:O,searchError:void 0,status:Ce,isFetching:!1,error:void 0,paramsError:$,__routeContext:void 0,_nonReactive:{loadPromise:Ka()},__beforeLoadContext:void 0,context:{},abortController:new AbortController,fetchCount:0,cause:oe,loaderDeps:V?Ga(V.loaderDeps,C):C,invalid:!1,preload:!1,links:void 0,scripts:void 0,headScripts:void 0,meta:void 0,staticData:S.options.staticData||{},fullPath:S.fullPath}}i?.preload||(ne.globalNotFound=g===S.id),ne.searchError=k;const ge=this.getParentContext(A);ne.context={...ge,...ne.__routeContext,...ne.__beforeLoadContext},m[y]=ne}for(let y=0;y<m.length;y++){const S=m[y],A=this.looseRoutesById[S.routeId],E=this.getMatch(S.id),O=b.get(S.routeId);if(S.params=O?Wa(O.params,c):c,!E){const k=m[y-1],C=this.getParentContext(k);if(A.options.context){const P={deps:S.loaderDeps,params:S.params,context:C??{},location:n,navigate:H=>this.navigate({...H,_fromLocation:n}),buildLocation:this.buildLocation,cause:S.cause,abortController:S.abortController,preload:!!S.preload,matches:m,routeId:A.id};

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0?!0:n==="static"?!1:this.state.isInvalidated?!0:!$1(this.state.dataUpdatedAt,n)}onFocus(){this.observers.find(i=>i.shouldFetchOnWindowFocus())?.refetch({cancelRefetch:!1}),this.#a?.continue()}onOnline(){this.observers.find(i=>i.shouldFetchOnReconnect())?.refetch({cancelRefetch:!1}),this.#a?.continue()}addObserver(n){this.observers.includes(n)||(this.observers.push(n),this.clearGcTimeout(),this.#t.notify({type:"observerAdded",query:this,observer:n}))}removeObserver(n){this.observers.includes(n)&&(this.observers=this.observers.filter(i=>i!==n),this.observers.length||(this.#a&&(this.#o||this.#l()?this.#a.cancel({revert:!0}):this.#a.cancelRetry()),this.scheduleGc()),this.#t.notify({type:"observerRemoved",query:this,observer:n}))}getObserversCount(){return this.observers.length}#l(){return this.state.fetchStatus==="paused"&&this.state.status==="pending"}invalidate(){this.state.isInvalidated||this.#r({type:"invalidate"})}async 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E=c==="backward",O=E?fx:wg,k={pages:d,pageParams:h},C=O(r,k);p=await A(k,C,E)}else{const E=n??d.length;do{const O=g===0?h[0]??r.initialPageParam:wg(r,p);if(g>0&&O==null)break;p=await A(p,O),g++}while(g<E)}return p};i.options.persister?i.fetchFn=()=>i.options.persister?.(m,{client:i.client,queryKey:i.queryKey,meta:i.options.meta,signal:i.signal},o):i.fetchFn=m}}}function wg(n,{pages:i,pageParams:o}){const r=i.length-1;return i.length>0?n.getNextPageParam(i[r],i,o[r],o):void 0}function fx(n,{pages:i,pageParams:o}){return i.length>0?n.getPreviousPageParam?.(i[0],i,o[0],o):void 0}var hx=class extends Vy{#e;#n;#t;#i;constructor(n){super(),this.#e=n.client,this.mutationId=n.mutationId,this.#t=n.mutationCache,this.#n=[],this.state=n.state||px(),this.setOptions(n.options),this.scheduleGc()}setOptions(n){this.options=n,this.updateGcTime(this.options.gcTime)}get meta(){return this.options.meta}addObserver(n){this.#n.includes(n)||(this.#n.push(n),this.clearGcTimeout(),this.#t.notify({type:"observerAdded",mutation:this,observer:n}))}removeObserver(n){this.#n=this.#n.filter(i=>i!==n),this.scheduleGc(),this.#t.notify({type:"observerRemoved",mutation:this,observer:n})}optionalRemove(){this.#n.length||(this.state.status==="pending"?this.scheduleGc():this.#t.remove(this))}continue(){return this.#i?.continue()??this.execute(this.state.variables)}async execute(n){const i=()=>{this.#a({type:"continue"})},o={client:this.#e,meta:this.options.meta,mutationKey:this.options.mutationKey};this.#i=Gy({fn:()=>this.options.mutationFn?this.options.mutationFn(n,o):Promise.reject(new Error("No mutationFn found")),onFail:(d,h)=>{this.#a({type:"failed",failureCount:d,error:h})},onPause:()=>{this.#a({type:"pause"})},onContinue:i,retry:this.options.retry??0,retryDelay:this.options.retryDelay,networkMode:this.options.networkMode,canRun:()=>this.#t.canRun(this)});const r=this.state.status==="pending",c=!this.#i.canStart();try{if(r)i();else{this.#a({type:"pending",variables:n,isPaused:c}),this.#t.config.onMutate&&await this.#t.config.onMutate(n,this,o);const h=await this.options.onMutate?.(n,o);h!==this.state.context&&this.#a({type:"pending",context:h,variables:n,isPaused:c})}const d=await this.#i.start();return await this.#t.config.onSuccess?.(d,n,this.state.context,this,o),await this.options.onSuccess?.(d,n,this.state.context,o),await this.#t.config.onSettled?.(d,null,this.state.variables,this.state.context,this,o),await this.options.onSettled?.(d,null,n,this.state.context,o),this.#a({type:"success",data:d}),d}catch(d){try{await this.#t.config.onError?.(d,n,this.state.context,this,o)}catch(h){Promise.reject(h)}try{await this.options.onError?.(d,n,this.state.context,o)}catch(h){Promise.reject(h)}try{await this.#t.config.onSettled?.(void 0,d,this.state.variables,this.state.context,this,o)}catch(h){Promise.reject(h)}try{await 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12chnical?",a:"No. The Workshop focuses on judgment and planning, not code. Engineering links are provided where relevant."},{q:"Will this stay current?",a:"We update the AI Workshop on a rolling basis as practices stabilize."}]},{slug:"marketing",title:"Marketing Workshop",short:"Build SEO, AEO, content, and brand systems that compound.",description:"The Marketing Workshop teaches the systems behind durable demand: search visibility, answer engine optimization, content strategy, email, social, and brand. 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13  KR1: 50 paid pilot conversations completed.
14  KR2: 15 paying customers at $200+/mo.
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16Customers: home brewers spending >$30/mo on beans.
17UVP: a curated bag from a different roaster every month, never repeating.
18Solution: monthly delivery + tasting notes.
19Channels: SEO + Instagram + roaster cross-promo.
20Revenue: $24/mo subscription.
21Cost: bag cost + shipping + 10% fulfillment.
22Key metric: 3-month retention.
23Unfair advantage: relationships with 80 roasters.`},faqs:[{q:"How is Lean Canvas different from Business Model Canvas?",a:"Lean Canvas (Maurya) replaces 'Key Partners', 'Key Activities', 'Key Resources', and 'Customer Relationships' with 'Problem', 'Solution', 'Key Metric', and 'Unfair Advantage'. Better for early-stage startups."},{q:"How long should a Lean Canvas take?",a:"First draft: under an hour. Iteration based on customer evidence: weeks."}

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24W: weak online ordering, no events budget.
25O: post-pandemic appetite for in-person events.
26T: declining foot traffic, Amazon same-day delivery.
27Decision: invest in a monthly author events series (S+O); partner with a local school district to anchor demand (W+T).`},faqs:[{q:"When is SWOT NOT the right tool?",a:"For deep market analysis use Porter's 5 Forces; for product positioning use a positioning canvas; for competitive analysis use a feature/price matrix. SWOT is a generalist tool for early strategic thinking."},{q:"How many items per quadrant?",a:"3-5. More than that and nothing's prioritized. If you have 12 strengths, you don't really know which two matter."},{q:"Internal vs external — what counts?",a:"Strengths and weaknesses are things you control today. Opportunities and threats are external trends or competitor moves you can react to but not change."}],related:[{label:"Business Plan Workshop",href:"/workshops/business-plan-workshop",kind:"Workshop"},{label:"Business Workshop",href:"/workshops/business",kind:"Workshop"}]}};function Fi(n){const i=Fy[n];return i?[{type:"application/ld+json",children:JSON.stringify(Ox({name:i.name,description:i.description,url:i.url}))},{type:"application/ld+json",children:JSON.stringify(Bn(i.faqs))},{type:"application/ld+json",children:JSON.stringify(pt([{to:"/",label:"Home"},{to:"/tools",label:"Tools"},{label:i.name}]))}]:[]}function z_({slug:n}){const i=Fy[n];return i?D.jsxs(D.Fragment,{children:[D.jsx("section",{className:"container-page pb-12",children:D.jsxs("div",{className:"mx-auto max-w-3xl space-y-6",children:[D.jsx("p",{className:"text-lg leading-relaxed text-ink-soft",children:i.intro}),D.jsxs("div",{className:"rounded-2xl border border-rule/70 bg-card p-6",children:[D.jsx("h2",{className:"font-display text-xl text-ink",children:"Why this matters"}),D.jsx("p",{className:"mt-2 text-ink-soft",children:i.whyItMatters})]}),D.jsxs("div",{className:"rounded-2xl border border-rule/70 bg-card p-6",children:[D.jsxs("h2",{className:"font-display text-xl text-ink",children:["Worked example: ",i.example.title]}),D.jsx("p",{className:"mt-2 whitespace-pre-line text-ink-soft",children:i.example.body})]}),D.jsxs("p",{className:"text-xs uppercase tracking-wide text-ink-soft",children:["Last reviewed: ",D.jsx("time",{dateTime:"2026-06-08",className:"font-medium text-ink",children:"June 8, 2026"})]})]})}),D.jsx(nT,{items:i.faqs,heading:`${i.name} - FAQ`}),D.jsx("section",{className:"container-page pb-20",children:D.jsxs("div",{className:"mx-auto max-w-3xl",children:[D.jsx("h2",{className:"font-display text-2xl text-ink",children:"Keep going"}),D.jsx("div",{className:"mt-4 grid gap-3 sm:grid-cols-2",children:i.related.map(o=>D.jsxs("a",{href:o.href,className:"rounded-2xl border border-rule/70 bg-card p-4 transition hover:border-ink/30",children:[D.jsx("span",{className:"eyebrow",children:o.kind}),D.jsx("p",{className:"mt-1 font-display text-base text-ink",children:o.label})]},o.href))})]})})]}):null}const $T=()=>ce(()=>

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It is not a stripped-down version of the eventual product; it is the cheapest experiment that can answer a market question.",example:"Dropbox's first MVP was a 3-minute explainer video that drove 70,000 signups before the product existed.",related:["product-market-fit","smoke-test"]},{slug:"product-market-fit",term:"Product-Market Fit (PMF)",category:"Startup",short:"When a product satisfies a strong market demand, evidenced by retention, referral, and pull.",definition:"Product-market fit describes the state where a product satisfies a strong market demand. It is observable through high retention, organic referral, and demand outrunning supply. Marc Andreessen popularized the term in 2007.",related:["mvp","sean-ellis-test","retention-curve"]},{slug:"sean-ellis-test",term:"Sean Ellis Test",category:"Startup",short:"Survey question used as a leading indicator of product-market fit.",definition:"A survey asking active users: 'How would you feel if you could no longer use this product?' 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It measures intent without requiring you to build the product.",related:["mvp","validation"]},{slug:"validation",term:"Validation",category:"Startup",short:"The discipline of testing whether an idea has real demand before building it.",definition:"Validation is the practice of pressure-testing assumptions about an idea using interviews, smoke tests, and pre-orders before committing significant resources to building.",related:["mvp","smoke-test","customer-discovery"]},{slug:"customer-discovery",term:"Customer Discovery",category:"Startup",short:"Structured interviews to understand customer problems before designing a solution.",definition:"Customer discovery, popularized by Steve Blank, is the process of leaving the building to talk with potential customers about their problems before designing a solution.",related:["validation","jobs-to-be-done"]},{slug:"jobs-to-be-done",term:"Jobs To Be Done (JTBD)",category:"Frameworks",short:"A framework that reframes customers as hiring products to make progress.",definition:"Jobs To Be Done is a framework popularized by Clayton Christensen that explains customer behavior in terms of the 'job' they hire a product to do. It emphasizes circumstance and progress over demographics.",related:["customer-discovery"]},{slug:"lean-canvas",term:"Lean Canvas",category:"Frameworks",short:"A one-page business model template adapted for startups.",definition:"Created by Ash Maurya, the Lean Canvas adapts the Business Model Canvas for high-uncertainty startups by replacing four blocks with Problem, Solution, Key Metrics, and Unfair Advantage.",related:["business-model-canvas"]},{slug:"business-model-canvas",term:"Business Model Canvas",category:"Frameworks",short:"A nine-block visual framework for describing how a business creates value.",definition:"Developed by Alexander Osterwalder, the Business Model Canvas describes how an organization creates, delivers, and captures value across nine building blocks on one page.",related:["lean-canvas"]},{slug:"blue-ocean",term:"Blue Ocean Strategy",category:"Frameworks",short:"Creating uncontested market space rather than competing in existing markets.",definition:"Blue Ocean Strategy, b

27y Kim and Mauborgne, advocates creating uncontested market space ('blue oceans') rather than competing in saturated existing markets ('red oceans').",related:["jobs-to-be-done"]},{slug:"swot",term:"SWOT Analysis",category:"Frameworks",short:"A strategic planning method covering Strengths, Weaknesses, Opportunities, and Threats.",definition:"SWOT is a strategic planning framework that evaluates internal Strengths and Weaknesses alongside external Opportunities and Threats to inform decisions.",related:["porter-five-forces"]},{slug:"porter-five-forces",term:"Porter's Five Forces",category:"Frameworks",short:"A framework for analyzing the competitive intensity of an industry.",definition:"Michael Porter's Five Forces analyzes industry attractiveness through competitive rivalry, supplier power, buyer power, threat of substitution, and threat of new entry.",related:["swot"]},{slug:"okr",term:"Objectives and Key Results (OKRs)",category:"Planning",short:"A goal-setting system pairing qualitative Objectives with measurable Key Results.",definition:"OKRs are a goal-setting framework, originated at Intel and popularized by Google, pairing a qualitative Objective with three to five measurable Key Results per quarter.",related:["smart-goals"]},{slug:"smart-goals",term:"SMART Goals",category:"Planning",short:"Goals that are Specific, Measurable, Achievable, Relevant, and Time-bound.",definition:"SMART is a checklist for writing clear goals: Specific, Measurable, Achievable, Relevant, and Time-bound. 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The ICP guides targeting, messaging, and qualification.",related:["persona","jobs-to-be-done"]},{slug:"persona",term:"Persona",category:"Marketing",short:"A semi-fictional representation of a target customer.",definition:"A persona is a research-based, semi-fictional profile of a target customer used to inform marketing and product decisions.",related:["icp","jobs-to-be-done"]},{slug:"cac",term:"Customer Acquisition Cost (CAC)",category:"Business",short:"The total cost to acquire one paying customer.",definition:"Customer Acquisition Cost is the total sales and marketing spend divided by the number of new customers acquired in the same period.",related:["ltv","payback-period"]},{slug:"ltv",term:"Lifetime Value (LTV)",category:"Business",short:"The total revenue a customer generates over their relationship with the business.",definition:"Lifetime Value estimates the total gross profit a typical customer generates over the full duration of their relationship with a business. 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Modern SEO is built on topical authority and helpful content.",related:["aeo"]},{slug:"aeo",term:"Answer Engine Optimization (AEO)",category:"Marketing",short:"Optimizing content so AI search engines cite and recommend it.",definition:"Answer Engine Optimization structures content for extraction and citation by AI search engines like ChatGPT, Perplexity, and Google's AI Overviews. 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27,component:ue(fE,"component"),notFoundComponent:ue(dE,"notFoundComponent")}),pE=[{slug:"swot-analysis",name:"SWOT Analysis",short:"Map Strengths, Weaknesses, Opportunities, and Threats on one page.",overview:"SWOT Analysis is a simple, durable strategy tool that captures internal Strengths and Weaknesses alongside external Opportunities and Threats. It works as a conversation starter, a planning artifact, and a recurring review.",history:"Popularized in the 1960s by Albert Humphrey and the Stanford Research Institute, SWOT emerged from corporate planning research and remains one of the most widely taught strategy tools in the world.",howItWorks:["Define the subject: a company, product, team, or initiative.","List internal Strengths: capabilities, assets, and advantages you own.","List internal Weaknesses: gaps, fragilities, and dependencies.","List external Opportunities: market shifts, partnerships, and openings.","List external Threats: competitors, regulation, and macro forces.","Cross-reference quadrants to find moves: leverage Strengths for Opportunities, defend Weaknesses against Threats."],advantages:["Fast to run","Shared language","Works at any scale","Good warm-up for deeper analysis"],limitations:["Can stay too abstract","Outputs depend on candor","Not a substitute for evidence"],examples:["A coffee shop using SWOT to plan a second location","A SaaS team scoring a new product line against incumbents","A career SWOT for an individual planning their next role"],implementation:["Reserve 60 to 90 minutes","Invite 3 to 7 people with different perspectives","Use silent brainstorming, then group and rank","End with 3 to 5 concrete next actions"],faqs:[{q:"Is SWOT outdated?",a:"No. It is overused without rigor, but the basic frame remains one of the most useful warmups for strategy work."},{q:"How often should we revisit SWOT?",a:"Quarterly for fast-moving teams, annually for stable ones."}]},{slug:"lean-startup",name:"Lean Startup",short:"Build-Measure-Learn loops that shorten the cost of being wrong.",overview:"Lean Startup is a methodology for building products under extreme uncertainty. It treats every assumption as a hypothesis to test, and uses tight Build-Measure-Learn loops to discover what customers actually want.",history:"Coined by Eric Ries in 2011, Lean Startup combined Steve Blank's customer development with agile software practices and lean manufacturing principles from Toyota.",howItWorks:["Articulate the riskiest assumption in your business idea.","Design the smallest experiment that could disprove it.","Build a minimum viable product to run that experiment.","Measure with actionable metrics, not vanity numbers.","Learn, and decide to persevere or pivot."],advantages:["Reduces wasted work","Forces customer contact","Surfaces bad ideas early"],limitations:["Can fetishize speed","Hard for capital-intensive products","Easy to mistake for an excuse to ship bad work"],examples:["Dropbox validating demand with a video MVP","Zappos selling shoes from local stores before holding inventory"],implementation:["Write hypotheses in a shared doc","Run one experiment per week","Keep a decision log with persevere or pivot calls"],faqs:[{q:"Is Lean Startup only for software?",a:"No. The mindset adapts to hardware, services, and even nonprofit work."}]},{slug:"business-model-canvas",name:"Business Model Canvas",short:"A 9-block visual model for how a business creates and captures value.",overview:"The Business Model Canvas is a single-page template that maps the 9 components of a business: Customer Segments, Value Propositions, Channels, Customer Relationships, Revenue Streams, Key Resources, Key Activities, Key Partnerships, and Cost Structure.",history:"Developed by Alexander Osterwalder and Yves Pigneur, published in the 2010 book Business Model Generation.",howItWorks:["Start with Customer Segments and Value Proposition.","Move outward to Channels and Customer Relationships.","Define how money flows in Revenue Streams.","Document the operational side: Resources, Activities, Partnerships.","Close with Cost Structure to validate the math."],advantages:["Shared, visual language","Forces holistic thinking","Iterable"],limitations:["Lacks competitive dimension","Can hide assumptions"],examples:["Marketplace platforms mapping two-sided economics","Subscription services modeling LTV vs CAC"],implementation:["Print on A1","Use sticky notes so the model can evolve","Pair with Value Proposition Canvas for depth"],faqs:[{q:"Does this replace a business plan?",a:"It replaces the model section. You still need an operating plan and financials."}]},{slug:"blue-ocean-strategy",name:"Blue Ocean Strategy",short:"Compete in uncontested market space instead of fighting in red oceans.",overview:"Blue Ocean Strategy argues that lasting success comes from creating new demand in uncontested market space rather than competing in crowded, profitless industries.",history:"Developed by W. Chan Kim and Renee Mauborgne at INSEAD, published in 2005 after a decade of research across 30 industries.",howItWorks:["Map your industry on a Strategy Canvas to see where everyone competes.","Use the Four Actions framework: Eliminate, Reduce, Raise, Create.","Look across industries, buyer groups, complements, and emotional vs functional appeal.","Reconstruct market boundaries to open new space."],advantages:["Frees you from incumbent comparison","Aims at outsized returns","Encourages cross-industry thinking"],limitations:["Often only obvious in hindsight","Hard to execute if the org is built for red ocean competition"],examples:["Cirque du Soleil reinventing the circus","Nintendo Wii expanding gaming to non-gamers"],implementation:["Build a strategy canvas for your category","Run the Four Actions workshop with leadership"],faqs:[{q:"Is a blue ocean permanent?",a:"No. Successful blue oceans turn red as imitators arrive. Plan to keep moving."}]},{slug:"design-thinking",name:"Design Thinking",short:"Human-centered problem solving across Empathize, Define, Ideate, Prototype, Test.",overview:"Design Thinking is a non-linear, iterative process used to understand users, challenge assumptions, redefine problems, and create innovative solutions to prototype and test.",history:"Roots in the 1960s design methods movement at Stanford and IDEO, popularized by Tim Brown in the late 2000s.",howItWorks:["Empathize with users through direct contact.","Define the right problem to solve.","Ideate broadly without judgment.","Prototype quickly and cheaply.","Test with users and iterate."],advantages:["Reduces solutioneering","Builds shared understanding","Encourages prototyping"],limitations:["Easy to perform without rigor","Can stall in workshops"],examples:["IDEO redesigning the shopping cart","Bank of America's Keep the Change program"],implementation:["Run as a 5-day sprint or as a continuous practice","Always end with a working prototype"],faqs:[{q:"Is Design Thinking only for designers?",a:"No. It is a general problem-solving approach used by engineers, executives, and educators."}]},{slug:"jobs-to-be-done",name:"Jobs To Be Done",short:"People hire products to make progress on a job in their life.",overview:"Jobs To Be Done (JTBD) reframes products as tools that customers 'hire' to make progress in specific circumstances. It shifts focu

27s from demographics to motivations.",history:"Articulated by Clayton Christensen and colleagues in the early 2000s, with roots in the work of Tony Ulwick.",howItWorks:["Identify the job a customer is trying to get done.","Map the functional, emotional, and social dimensions.","Find what is fired and hired when they switch.","Design for the job, not the demographic."],advantages:["Surfaces non-obvious competition","Connects strategy to behavior","Inspires positioning"],limitations:["Interview technique requires practice","Can be misapplied as a vocabulary skin"],examples:["Milkshakes 'hired' for boring commutes","Snickers as hunger relief, not candy"],implementation:["Conduct switch interviews with recent customers","Build a job map","Use it to brief product and marketing"],faqs:[{q:"How is JTBD different from personas?",a:"Personas describe who. JTBD describes why and when, which is usually more actionable."}]},{slug:"porters-five-forces",name:"Porter's Five Forces",short:"Assess industry attractiveness through five competitive pressures.",overview:"Porter's Five Forces analyzes the structural forces shaping competition in an industry: rivalry, supplier power, buyer power, threat of substitutes, and threat of new entrants.",history:"Introduced by Michael Porter in his 1979 Harvard Business Review article and 1980 book Competitive Strategy.",howItWorks:["Define the industry boundary clearly.","Score each force as low, medium, or high.","Identify which force most constrains profitability.","Decide where to position to soften that force."],advantages:["Structural, not anecdotal","Stable over time","Forces honest industry view"],limitations:["Industry boundaries can be fuzzy","Underweights complementors and platforms"],examples:["Airlines as a high-rivalry, high-supplier-power industry","Pharma's high entry barriers"],implementation:["Run annually with leadership","Pair with PESTEL for macro forces"],faqs:[{q:"Is Five Forces still relevant?",a:"Yes, with care. Add complementors and ecosystem effects to keep it current."}]},{slug:"ansoff-matrix",name:"Ansoff Matrix",short:"Four growth strategies plotted across products and markets.",overview:"The Ansoff Matrix is a 2x2 that plots growth options: Market Penetration, Market Development, Product Development, and Diversification.",history:"Devised by Igor Ansoff in 1957, originally for corporate growth planning.",howItWorks:["Map current products and markets.","Identify which quadrant each growth idea sits in.","Weigh risk vs return: penetration is lowest risk, diversification highest."],advantages:["Clear, fast lens","Forces explicit risk awareness"],limitations:["Skips execution detail","Two axes hide nuance"],examples:["A bakery expanding to a new city (Market Development)","Adding catering (Product Development)"],implementation:["Score growth ideas weekly during planning"],faqs:[{q:"Is diversification always risky?",a:"Yes, structurally. It is appropriate when core markets are saturated or threatened."}]},{slug:"value-proposition-canvas",name:"Value Proposition Canvas",short:"Fit your product's pain relievers and gain creators to customer jobs.",overview:"The Value Proposition Canvas zooms into two boxes of the Business Model Canvas: Customer Segment (jobs, pains, gains) and Value Proposition (products, pain relievers, gain creators).",history:"Created by Alex Osterwalder, Yves Pigneur, and colleagues, published in 2014.",howItWorks:["Map customer jobs, pains, and gains based on observation.","List your products, pain relievers, and gain creators.","Check fit: does each item map to a real job, pain, or gain?"],advantages:["Forces specificity","Pairs with JTBD","Useful for messaging"],limitations:["Can become busy","Best used as a working draft, not a deliverable"],examples:["Defining a B2B SaaS value prop for procurement teams"],implementation:["Update after every batch of customer interviews"],faqs:[{q:"Is this only for new products?",a:"No. Existing products benefit from re-mapping yearly."}]},{slug:"okrs",name:"OKRs",short:"Objectives and Key Results align teams around ambitious, measurable goals.",overview:"OKRs pair a qualitative Objective with 3 to 5 quantitative Key Results. They are typically set quarterly, scored, and made transparent across the organization.",history:"Developed by Andy Grove at Intel in the 1970s, scaled at Google starting in 1999.",howItWorks:["Write a clear, inspiring Ob

27jective.","Add 3 to 5 Key Results with numeric targets.","Track weekly. Score at the end of the quarter.","Reset, do not roll forward by default."],advantages:["Focus","Alignment","Transparency"],limitations:["Easy to confuse Key Results with tasks","Bad OKRs can punish honesty"],examples:["Improve onboarding completion from 42% to 65% by quarter end"],implementation:["Limit to 1 to 3 Objectives per team","Score 0.0 to 1.0; 0.6 to 0.7 is a healthy stretch"],faqs:[{q:"Are OKRs the same as KPIs?",a:"No. KPIs measure ongoing health; OKRs target focused, time-bound change."}]}],mE=Object.fromEntries(pE.map(n=>[n.slug,n])),gE=()=>ce(()=>import("./frameworks._slug-CBkkTj-r.js"),[]),yE=()=>ce(()=>import("./frameworks._slug-CFrYiTCr.js"),[]),vE=Se("/frameworks/$slug")({loader:({params:n})=>{const i=mE[n.slug];if(!i)throw ba();return i},head:({loaderData:n,params:i})=>{if(!n)return{meta:[]};const o=`/frameworks/${i.slug}`;return{meta:[{title:`${n.name} - Guide, Examples and Templates`},{name:"description",content:n.short},{property:"og:title",content:n.name},{property:"og:description",content:n.short},{property:"og:url",content:o},{property:"og:type",content:"article"}],links:[{rel:"canonical",href:o}],scripts:[{type:"application/ld+json",children:JSON.stringify(In({title:n.name,description:n.short,url:o,section:"Framework"}))},{type:"application/ld+json",children:JSON.stringify(Yi({name:`How to use ${n.name}`,description:n.short,steps:n.howItWorks}))},{type:"application/ld+json",children:JSON.stringify(Bn(n.faqs))},{type:"application/ld+json",children:JSON.stringify(pt([{to:"/",label:"Home"},{to:"/frameworks",label:"Frameworks"},{label:n.name}]))}]}},notFoundComponent:ue(yE,"notFoundComponent"),component:ue(gE,"component")}),bE="2026-06-08",wE=[{slug:"how-airbnb-was-built",title:"How Airbnb Was Built",company:"Airbnb",short:"From inflatable mattresses in a San Francisco apartment to a category-defining marketplace.",history:"Brian Chesky and Joe Gebbia rented air mattresses in their apartment during a 2007 design conference. They added Nathan Blecharczyk and spent years iterating before finding repeat demand, famously surviving by selling novelty cereal boxes during the 2008 election.",timeline:[{year:"2007",event:"Air mattresses rented to conference attendees"},{year:"2008",event:"AirBed & Breakfast launched at SXSW"},{year:"2009",event:"Y Combinator; rebrand to Airbnb"},{year:"2011",event:"1 million nights booked"},{year:"2014",event:"New brand identity and 'Belong Anywhere' platform"},{year:"2020",event:"IPO during the pandemic"}],businessModel:"Two-sided marketplace: hosts list space, guests book, Airbnb takes a percentage from both sides.",keyDecisions:["Going door-to-door in New York to photograph host listings","Adding professional photography for free as a growth lever","Investing heavily in brand and trust during scaling years"],challenges:["Regulatory pushback in major cities","Trust and safety at scale","Pandemic-era demand collapse"],lessons:["Do things that do not scale until the model is proven","Trust is the product in marketplaces","Brand is a moat when supply and demand are commoditized"],exercises:["Map your own marketplace using the Business Model Canvas","List 3 unscalable actions that would prove your demand this month"]},{slug:"how-uber-was-built",title:"How Uber Was Built",company:"Uber",short:"A black-car app that rewrote urban transportation through aggressive city-by-city expansion.",history:"Founded in 2009 by Travis Kalanick and Garrett Camp as UberCab, the company expanded ride-hailing from luxury black cars to mass-market UberX in 2012, then to food delivery, freight, and beyond.",timeline:[{year:"2009",event:"UberCab founded"},{year:"2012",event:"UberX launched, opening the platform to non-professional drivers"},{year:"2014",event:"Global expansion accelerates"},{year:"2017",event:"Leadership reset following workplace and regulatory crises"},{year:"2019",event:"IPO on NYSE"}],businessModel:"On-demand marketplace matching riders with drivers, with a commission on each trip.",keyDecisions:["Treating each city as a separate launch with a local playbook","Surge pricing to balance supply and demand","Expanding to adjacent verticals (Eats, Freight)"],challenges:["Driver classification disputes","Regulatory battles","Cultural and leadership crises"],lessons:["Operational excellence is the moat","Network effects are local before they are global","Growth without culture invites crisis"],exercises:["Design a 'launch a city' playbook for your business","Identify your equivalent of surge pricing"]}

27,{slug:"how-shopify-was-built",title:"How Shopify Was Built",company:"Shopify",short:"An online snowboard shop spawned the operating system for independent commerce.",history:"Tobi Lutke could not find a good ecommerce platform for his snowboard store in 2004, so he built one. Shopify launched as a product in 2006 and grew into a platform powering millions of merchants.",timeline:[{year:"2004",event:"Snowdevil online shop built"},{year:"2006",event:"Shopify launched as a product"},{year:"2009",event:"Shopify App Store launched"},{year:"2015",event:"IPO"},{year:"2020",event:"Hyper-growth from pandemic ecommerce shift"}],businessModel:"Subscription plus payments and a marketplace of apps and themes.",keyDecisions:["Opening an app store to extend the platform without growing headcount","Building Shopify Payments to capture more of the transaction","Embracing 'arming the rebels' as a positioning strategy"],challenges:["Competing with Amazon's gravity","Scaling support for millions of merchants"],lessons:["Build the tool you needed","Platforms beat products at scale","Mission and positioning compound"],exercises:["Identify a product you would build today if you had to scratch your own itch","Sketch an extension model for your business"]},{slug:"how-canva-was-built",title:"How Canva Was Built",company:"Canva",short:"A simple online design tool that broke design's professional gatekeeping.",history:"Melanie Perkins and Cliff Obrecht began with Fusion Books for school yearbooks, then launched Canva in 2013 with Cameron Adams. The product made design approachable to non-designers and scaled globally with a freemium model.",timeline:[{year:"2007",event:"Fusion Books for school yearbooks"},{year:"2013",event:"Canva launched publicly"},{year:"2019",event:"Canva for Enterprise"},{year:"2022",event:"Visual Worksuite vision unveiled"}],businessModel:"Freemium SaaS with a Pro tier and team plans; revenue compounded by templates and assets.",keyDecisions:["Hyper-templates first, blank canvas second","Heavy investment in international expansion early","Acquiring stock photo libraries to deepen the moat"],challenges:["Convincing investors freemium would work outside the US","Competing with Adobe's incumbency"],lessons:["Templates lower the activation cliff","Distribution beats UI","A long mission attracts patient capital"],exercises:["Identify the 'blank canvas' problem in your product","Design 5 templates a new user could remix in 60 seconds"]},{slug:"how-netflix-pivoted",title:"How Netflix Pivoted",company:"Netflix",short:"From DVDs by mail to streaming to originals, three pivots in two decades.",history:"Founded in 1997 by Reed Hastings and Marc Randolph as a DVD rental service, Netflix bet on streaming in 2007 and on original content with House of Cards in 2013. Each pivot was contested internally and externally.",timeline:[{year:"1997",event:"DVD rental founded"},{year:"2007",event:"Streaming launched"},{year:"2011",event:"Qwikster split announced and reversed"},{year:"2013",event:"House of Cards launched, originals era begins"},{year:"2022",event:"Ad-supported tier introduced"}],businessModel:"Subscription streaming with proprietary content as the differentiator.",keyDecisions:["Self-disrupting DVDs to lead streaming","Funding originals years before competitors","Releasing entire seasons at once"],challenges:["Studio licensing leverage","Qwikster mistake","Subscriber growth slowdowns"],lessons:["Disrupt yourself before someone else does","Cultural memos can be strategy","Pivots survive when leadership owns them publicly"],exercises:["List 3 things you would not build if you started today","Sketch what a self-disruption would look like for your business"]},{slug:"how-amazon-expanded",title:"How Amazon Expanded",company:"Amazon",short:"From an online bookstore to one of the broadest platform companies in history.",history:"Jeff Bezos launched Amazon in 1995 as an online bookstore. The company expanded category by category, then opened the underlying logistics, computing, and marketplace infrastructure to others.",timeline:[{year:"1995",event:"Amazon.com lau

27nches"},{year:"2002",event:"AWS roots in S3 design"},{year:"2005",event:"Prime introduced"},{year:"2006",event:"AWS launches"},{year:"2017",event:"Whole Foods acquired"}],businessModel:"Multi-engine: retail, marketplace, advertising, AWS, Prime, devices.",keyDecisions:["Opening up Marketplace to third-party sellers","Externalizing infrastructure as AWS","Subsidizing customer experience with Prime"],challenges:["Regulatory scrutiny","Workforce and supply-chain issues","Capital intensity"],lessons:["Long time horizons enable counterintuitive bets","Internal services can become external businesses","Customer obsession compounds"],exercises:["Identify an internal capability that could become a product","Design your 'Prime' bundle"]},{slug:"how-openai-grew",title:"How OpenAI Grew",company:"OpenAI",short:"From a research nonprofit to a commercial AI platform shaping a generation of products.",history:"Founded in 2015 as a nonprofit research lab, OpenAI launched the GPT series, transitioned to a capped-profit structure, and became one of the most influential AI companies after the 2022 release of ChatGPT.",timeline:[{year:"2015",event:"Founded as a nonprofit"},{year:"2019",event:"Capped-profit structure introduced; Microsoft partnership"},{year:"2022",event:"ChatGPT released"},{year:"2023",event:"API platform expansion"}],businessModel:"API platform, ChatGPT subscriptions, enterprise deals, and partnerships.",keyDecisions:["Shipping ChatGPT as a research preview","Pricing the API to bootstrap an ecosystem","Investing in alignment research"],challenges:["Governance crisis","Compute costs","Public trust and safety"],lessons:["Distribution shapes which technology wins","Capped-profit structures are still being learned","Speed plus stewardship is the hardest combination in tech"],exercises:["Map who would build on your platform if you opened it","Define 3 abuse cases for your product and the controls you would ship"]},{slug:"how-stripe-scaled",title:"How Stripe Scaled",company:"Stripe",short:"Developer-first payments rebuilt the internet's commerce layer.",history:"Patrick and John Collison founded Stripe in 2010 to make accepting payments online a few lines of code. Stripe expanded into billing, treasury, identity, and atlas to handle the broader internet economy.",timeline:[{year:"2010",event:"Y Combinator and 7-line integration demo"},{year:"2014",event:"Stripe Connect for marketplaces"},{year:"2018",event:"Atlas, Issuing, Billing, Terminal"},{year:"2023",event:"Topped $1 trillion in annual processing"}],businessModel:"Per-transaction fees on payments, with adjacent SaaS products for billing, identity, and more.",keyDecisions:["Optimizing for developer experience as the wedge","Writing documentation as a product","Expanding from payments to financial infrastructure"],challenges:["Compliance and regulation across geographies","Competition from incumbents and BigTech"],lessons:["Developers are an audie

27nce and a distribution channel","Documentation can be a moat","Infrastructure businesses compound over decades"],exercises:["Score your developer experience against Stripe's docs","Identify one adjacent product your customers already buy elsewhere"]},{slug:"how-dyson-innovated",title:"How Dyson Innovated",company:"Dyson",short:"5,127 prototypes of a bagless vacuum and a refusal to license the idea.",history:"James Dyson spent 15 years and built 5,127 prototypes before launching his cyclonic vacuum cleaner. After established brands declined to license it, he launched his own brand, expanding to fans, hair care, and lighting.",timeline:[{year:"1978",event:"First prototype"},{year:"1983",event:"Final prototype completed"},{year:"1991",event:"DC01 launched in the UK"},{year:"2009",event:"Bladeless fan"},{year:"2016",event:"Supersonic hair dryer"}],businessModel:"Premium consumer hardware sold direct and via retail, with continuous R&D reinvestment.",keyDecisions:["Self-launching after licensing failed","Reinvesting profits into deep R&D","Vertically integrating manufacturing and design"],challenges:["Patent litigation","Capital intensity of hardware","Cancellation of the electric car program"],lessons:["Persistence is a strategy","Owning the supply chain protects the experience","Killing projects honestly preserves the rest"],exercises:["List the 5 hardest assumptions in your idea, then prototype each","Decide one project you should kill this quarter"]},{slug:"how-spanx-disrupted",title:"How Spanx Disrupted",company:"Spanx",short:"A $5,000 personal investment built a billion-dollar shapewear category.",history:"Sara Blakely cut the feet off pantyhose, filed a patent herself, and pitched the product to Neiman Marcus in 2000. She kept full ownership for two decades before her first outside investor.",timeline:[{year:"2000",event:"Spanx founded with $5,000 in savings"},{year:"2000",event:"Launched at Neiman Marcus"},{year:"2012",event:"Sara Blakely becomes youngest self-made female billionaire"},{year:"2021",event:"Blackstone investment values company at $1.2 billion"}],businessModel:"Direct and retail consumer goods built on patented designs.",keyDecisions:["Filing patents personally to save legal fees","Demoing in-store to drive word of mouth","Holding equity until scale was proven"],challenges:["Competing with hosiery incumbents","Operating without outside capital for two decades"],lessons:["Constraints sharpen invention","Sales execution can substitute for marketing budget","Holding equity preserves optionality"],exercises:["Audit your product for a feature you could patent or trademark","List three retail or distribution moves you would make without spending on ads"]}],SE=Object.fromEntries(wE.map(n=>[n.slug,n])),AE=()=>ce(()=>import("./encyclopedia._slug-C0nyq1BW.js"),__vite__mapDeps([31,20])),kE=()=>ce(()=>import("./encyclopedia._slug-5QXnQraU.js"),[]),xE=Se("/encyclopedia/$slug")({loader:({params:n})=>{const i=SE[n.slug];if(!i)throw ba();return i},head:({loaderData:n,params:i})=>{if(!n)return{meta:[]};const o=`/encyclopedia/${i.slug}`;return{meta:[{title:`${n.title} - Workshopping.ai`},{name:"description",content:n.short},{property:"og:title",content:n.title},{property:"og:description",content:n.short},{property:"og:url",content:o},{property:"og:type",content:"article"}],links:[{rel:"canonical",href:o}],scripts:[{type:"application/ld+json",children:JSON.stringify({...In({title:n.title,description:n.short,url:o,section:"Encyclopedia"}),dateModified:bE,author:Nn(Bt["editorial-team"])})},{type:"application/ld+json",children:JSON.stringify(pt([{to:"/",label:"Home"},{to:"/encyclopedia",label:"Encyclopedia"},{label:n.company}]))},{type:"application/ld+json",children:JSON.stringify(Nn(Bt["editorial-team"]))}]}},notFoundComponent:ue(kE,"notFoundComponent"),component:ue(AE,"component")});function Vc(n){return n==="AI"?Bt["r-okafor"]:n==="Marketing"?Bt["m-haddad"]:n==="Startup"||n==="Product"?Bt["j-marsh"]:Bt["editorial-team"]}const TE=[{slug:"how-to-validate-a-startup-idea",title:"How To Validate A Startup Idea Without Building Anything",description:"A step-by-step playbook for testing a startup idea using customer interviews, smoke tests, and pre-orders before writing a single line of code.",category:"Startup",readMinutes:12,updated:"2026-06-01",intro:"Most ideas die from premature building, not bad luck. V

27alidation is the discipline of finding out, as cheaply as possible, whether enough people care enough to pay. This guide walks through the practical steps used by experienced founders to pressure-test an idea in two to four weeks.",sections:[{heading:"Write the idea as a falsifiable hypothesis",body:["An idea you cannot disprove is an idea you cannot test. Restate yours as: 'We believe [audience] will [pay or do action] because [reason], and we will know we are wrong if [signal].' Specificity is the whole point.","If your hypothesis includes 'everyone' or 'better', rewrite it. Pick a narrow audience, a concrete behavior, and a measurable threshold."]},{heading:"Run 10 problem interviews before pitching anything",body:["Problem interviews focus on the customer's world today, not your solution. Ask about the last time they experienced the problem, what they tried, and what they spent.","Listen for unprompted emotion, time spent, and money spent. These are stronger signals than 'that sounds cool'."]},{heading:"Build a smoke test, not a product",body:["A smoke test is a landing page or short video that describes the product as if it already exists, with a single call to action. The goal is to measure intent: email signups, pre-orders, or booked calls.","Drive a small amount of targeted traffic and watch conversion. A 5 to 10 percent conversion to a meaningful action from a relevant audience is a strong early signal."]},{heading:"Charge before you build",body:["Words are cheap, credit cards are honest. Pre-orders, paid pilots, or letters of intent change the entire conversation with yourself and with investors.","Offer a discounted price for early commitment and be transparent about the timeline. Refunds are part of the deal."]},{heading:"Decide before you fall in love",body:["Set the kill criteria up front: how many interviews, how many signups, how many pre-orders, by when. Write them down before you start so excitement does not move the goalposts."]}],takeaways:["Restate every idea as a falsifiable hypothesis","Do problem interviews before solution interviews","Smoke tests measure intent without building a product","Pre-orders are the cleanest form of validation","Pre-commit to kill criteria"],related:["customer-discovery-interview-questions","mvp-vs-prototype-vs-proof-of-concept","testing-business-ideas"],faqs:[{q:"How many interviews are enough?",a:"Most patterns become visible after 10 well-run interviews with the same audience. Stop when you can predict the answers."},{q:"What if people say they would pay but do not?",a:"Treat stated intent as a hypothesis, not data. Convert intent into a paid commitment to validate it."}]},{slug:"customer-discovery-interview-questions",title:"30 Customer Discovery Interview Questions That Actually Work",description:"The exact questions to ask in customer discovery interviews to uncover real problems, current workarounds, and willingness to pay.",category:"Startup",readMinutes:9,updated:"2026-06-01",intro:"Good interview questions get customers talking about their world. Bad ones get them complimenting your idea. The questions below are organized by interview stage and designed to surface evidence, not opinions.",sections:[{heading:"Opening questions",body:["Walk me through your role and what a typical week looks like. Tell me about the last time you ran into [problem area]. What were you trying to get done?","These questions anchor the conversation in concrete, recent events instead of abstractions."]},{heading:"Problem questions",body:["How often does this come up? What did you try? What did you end up doing? What was that worth to you in time or money?","Pay close attention to workarounds. They reveal both pain and budget."]},{heading:"Alternative and substitution questions",body:["What tools, services, or people do you currently use? What do you like and dislike about them? If they disappeared tomorrow, what would you do?"]},{heading:"Closing questions",body:["Who else struggles with this? Can you introduce me to two of them? What would have to be true for you to switch?"]}],takeaways:["Anchor every question in a recent, concrete event","Listen for time spent, money spent, and unprompted emotion","Ask for referrals; warm intros compound","Never pitch your solution in a problem interview"],related:["how-to-validate-a-startup-idea","testing-business-ideas"],faqs:[{q:"How long should an interview be?",a:"Thirty minutes is plenty. Most insight lands in the first 20."},{q:"Should I record?",a:"Yes, with permission. Notes alone miss tone and exact phrasing, which are gold for messaging."}]},{slug:"mvp-vs-prototype-vs-proof-of-concept",title:"MVP vs Prototype vs Proof of Concept: A Plain-English Guide",description:"Three terms, three different jobs. This guide explains when to use a prototype, a proof of concept, or a minimum viable product, with examples.",category:"Product",readMinutes:7,updated:"2026-06-01",intro:"These terms are used interchangeably and shouldn't be. Eac

27h answers a different question, and picking the wrong format wastes weeks. Here is how to choose.",sections:[{heading:"Proof of concept: can it be done?",body:["A proof of concept answers a technical or operational question. It is usually internal, throwaway, and built to retire risk before larger investment."]},{heading:"Prototype: how should it feel?",body:["A prototype answers a design question. It can be paper, clickable, or interactive. The point is to test the experience with users, not to ship."]},{heading:"MVP: will people pay or use it?",body:["A minimum viable product answers a market question. It is the smallest real product that produces a learning loop with paying or active users."]}],takeaways:["Pick the format that matches the question you need answered","POCs are about feasibility, prototypes about experience, MVPs about demand","Most teams skip the POC and the prototype and overbuild the MVP"],related:["how-to-validate-a-startup-idea","testing-business-ideas"],faqs:[{q:"Can one artifact do all three?",a:"Rarely. Trying to do all three at once almost always slows down learning."}]},{slug:"pricing-strategies-for-new-products",title:"Pricing Strategies For New Products: Value, Tiers, and Anchors",description:"How to price a new product when you have no historical data. Covers value-based pricing, tiering, anchoring, and common mistakes.",category:"Business",readMinutes:10,updated:"2026-06-01",intro:"Pricing is the single highest-leverage decision in most businesses. For new products, you almost never have the data you wish you had. This guide gives you a structured way to set a defensible first price.",sections:[{heading:"Start from value, not cost",body:["Estimate the economic value the product creates for a typical customer in a year. Capture 10 to 30 percent of that as price for B2B, less for consumer."]},{heading:"Use three tiers to learn",body:["Three tiers force you to articulate who each plan is for and create natural anchors. The middle tier should be the one most customers pick."]},{heading:"Avoid the common traps",body:["Cost-plus on a new product underprices value. Matching competitors trains customers to ignore your differentiation. Discounting before launch sets the wrong reference price."]}],takeaways:["Anchor pricing in value, not cost","Three tiers create clarity and learning","Never publish a discount before you publish a price"],related:["how-to-validate-a-startup-idea"],faqs:[{q:"Should I show prices on my website?",a:"Yes, unless you sell complex enterprise deals. Hidden prices cost you qualified buyers."}]},{slug:"what-is-aeo-answer-engine-optimization",title:"What Is AEO? Answer Engine Optimization Explained",description:"Answer Engine Optimization is the practice of structuring content so AI search engines cite, recommend, and route users to it. Here is how it works.",category:"Marketing",readMinutes:8,updated:"2026-06-01",intro:"AI search engines like ChatGPT, Perplexity, and Google's AI Overviews increasingly answer questions directly. Being the answer they cite is the new top result. Answer Engine Optimization is how you get there.",sections:[{heading:"How answer engines pick sources",body:["Answer engines extract concise, factual, structured passages from trusted sources. Pages written with clear headings, explicit definitions, and lists are easier to extract."]},{heading:"The AEO checklist",body:["Lead each section with a one-sentence answer. Use semantic HTML and schema markup. Define terms explicitly. Cite primary sources. Keep facts updated and dated."]},{heading:"Where AEO and SEO converge",body:["Most AEO best practices also help classic SEO. Topical authority, internal linking, and well-structured content win in both worlds."]}],takeaways:["Write answers before exposition","Use structured data and clear headings","Treat AEO as an extension of SEO, not a replacement"],related:["how-to-validate-a-startup-idea"],faqs:[{q:"Will AEO replace SEO?",a:"No. Classic search drives most traffic for years to come, and the practices overlap heavily."}]},{slug:"lean-canvas-vs-business-model-canvas",title:"Lean Canvas vs Business Model Canvas: Which Should You Use?",description:"The Lean Canvas and the Business Model Canvas look similar but solve different problems. Here is when to reach for each.",category:"Frameworks",readMinutes:6,updated:"2026-06-01",intro:"Both canvases fit a business on one page. The Business Model Canvas is built for existing operations. The Lean Canvas is built for startups still searching for product-market fit.",sections:[{heading:"The Business Model Canvas",body:["Nine blocks de

27scribing how an established business creates, delivers, and captures value. Excellent for strategy reviews and modeling alternatives."]},{heading:"The Lean Canvas",body:["Replaces four blocks with Problem, Solution, Key Metrics, and Unfair Advantage. Designed for high-uncertainty startups."]},{heading:"When to switch from one to the other",body:["Use the Lean Canvas until you have repeatable revenue and a stable channel. Then graduate to the Business Model Canvas to model expansion."]}],takeaways:["Lean Canvas for search, Business Model Canvas for scale","Both are diagnostic tools, not deliverables","Update them quarterly, not annually"],related:["how-to-validate-a-startup-idea"],faqs:[{q:"Can a single team use both?",a:"Yes. Some teams keep a Lean Canvas per new bet and one Business Model Canvas for the core business."}]},{slug:"how-to-write-an-elevator-pitch",title:"How To Write An Elevator Pitch That Earns A Second Meeting",description:"A four-line template for an elevator pitch that explains what you do, who you serve, why it matters, and what to do next.",category:"Startup",readMinutes:5,updated:"2026-06-01",intro:"An elevator pitch is not a sales script. It is a clarity test. If you cannot say it in 30 seconds, you do not understand it yet.",sections:[{heading:"The four-line template",body:["For [audience] who [problem], [product] is a [category] that [unique value]. Unlike [alternative], we [differentiator]."]},{heading:"Test it on a stranger",body:["Read it out loud to someone who is not in your industry. If they cannot repeat it back roughly, simplify until they can."]}],takeaways:["Clarity beats cleverness","Name the audience, the problem, and the alternative","Practice until it sounds natural"],related:["how-to-validate-a-startup-idea"],faqs:[{q:"Should I memorize it?",a:"Memorize the structure, not the words. Delivery should feel like conversation."}]},{slug:"goal-setting-okrs-for-individuals",title:"OKRs For Individuals: A Quarterly Planning System",description:"How to adapt Objectives and Key Results, originally a company planning tool, to your personal goals and career trajectory.",category:"Personal Development",readMinutes:7,updated:"2026-06-01",intro:"Most personal goals fail because they are wishes, not plans. OKRs turn wishes into measurable outcomes and a small set of focused bets each quarter.",sections:[{heading:"Objectives are directions, Key Results are scoreboards",body:["An Objective describes a meaningful change. Each Key Result is a measurable outcome that proves the change happened."]},{heading:"Limit to three Objectives per quarter",body:["More than three means you have not chosen. Focus is the entire point of the system."]},{heading:"Weekly review, quarterly grade",body:["Spend 20 minutes each week scoring progress on a 0.0 to 1.0 scale. Grade honestly at the end of the quarter."]}],takeaways:["Three Objectives per quarter, no more","Each Objective needs measurable Key Results","Weekly reviews keep OKRs alive"],related:["how-to-write-an-elevator-pitch"],faqs:[{q:"What if I miss a Key Result?",a:"Score it, learn from it, and reset. Missed Key Results are data, not failure."}]},{slug:"finding-product-market-fit",title:"Finding Product-Market Fit: Signals, Tests, and Traps",description:"How to recognize product-market fit using the Sean Ellis test, retention curves, organic pull, and other concrete signals.",category:"Startup",readMinutes:9,updated:"2026-06-02",intro:"Product-market fit is famous, fuzzy, and often misdiagnosed. The good news: there are concrete, observable signals that distinguish a startup with fit from one without.",sections:[{heading:"The Sean Ellis test",body:["Ask your active users: 'How would you feel if you could no longer use this product?' If 40 percent or more answer 'very disappointed', you likely have early fit."]},{heading:"Retention curves that flatten",body:["Plot week-over-week retention by cohort. A curve that flattens above zero means a stable user base. A curve that decays to zero means you do not have fit yet."]},{heading:"Organic pull beats paid push",body:["When customers refer others, journalists write unprompted, and demand outruns supply, you are no longer pushing the rock uphill."]}],takeaways:["Use multiple signals, not one","Retention is the most honest metric","Pull beats push"],related:["how-to-validate-a-startup-idea","customer-discovery-interview-questions","testing-business-ideas"],faqs:[{q:"Can you have partial fit?",a:"Yes. Most startups have fit with a subset of customers before they have it broadly. Double down on the subset."}]},{slug:"first-100-customers",title:"How To Get Your First 100 Customers",description:"Unscalable, hands-on tactics for earning your first 100 customers, from direct outreach to community building and content seeding.",category:"Marketing",readMinutes:10,updated:"2026-06-02",intro:"Your first 100 customers will rarely come from paid ads or SEO. They come from doing things that do not scale. Here is the playbook.",sections:[{heading:"Direct outreach beats funnels",body:["Make a list of 200 people who plausibly need your product. Reach out personally, one by one. Aim for conversations, not conversions."]},{heading:"Be where your audience already is",body:["Communities, podcasts, niche subreddits, and Slack groups outperform broad social channels in the early days. Contribute first, promote second."]},{heading:"Seed content that compounds",body:["Publish a handful of deep, useful posts that solve real problems. They will keep working for months while you focus on conversations."]}],takeaways:["Outreach is leverage in disguise","Show up in niche communities","Seed evergreen content early"],related:["how-to-validate-a-startup-idea"],faqs:[{q:"When should I start running ads?",a:"Usually after you can convert organic traffic. Paid amplifies what works; it does not create what does not."}]},{slug:"jobs-to-be-done-explained",title:"Jobs To Be Done, Explained Without The Jargon",description:"Jobs To Be Done is a lens for understanding why customers hire a product. Here is how to use it in interviews, positioning, and roadmaps.",category:"Frameworks",readMinutes:8,updated:"2026-06-02",intro:"Jobs To Be Done reframes customers as people 'hiring' a product to make progress in their lives. It is less about features and more about progress.",sections:[{heading:"Jobs, not personas",body:["Personas describe who. Jobs describe what they are trying to accomplish and the circumstance they are in. A single person hires different products for different jobs."]},{heading:"Switch interviews",body:["Interview customers who recently switched to or from your product. Map the forces of progress, anxiety, habit, and pull. The patterns are gold for positioning."]}

27,{heading:"Apply it to the roadmap",body:["Prioritize features by how much they help customers complete the job better, faster, or cheaper than alternatives."]}],takeaways:["Customers hire products to make progress","Switch interviews reveal the real job","Roadmaps should serve jobs, not personas"],related:["lean-canvas-vs-business-model-canvas","customer-discovery-interview-questions"],faqs:[{q:"Is JTBD compatible with personas?",a:"Yes. Use personas for marketing reach and JTBD for product decisions."}]},{slug:"ai-product-design-principles",title:"AI Product Design: Five Principles That Hold Up",description:"Practical principles for designing AI products customers trust and use, beyond the prompt-and-pray pattern.",category:"AI",readMinutes:9,updated:"2026-06-02",intro:"AI products fail in predictable ways: opaque output, untrustworthy actions, and friction where there should be flow. These five principles help you avoid the common traps.",sections:[{heading:"Augment, do not replace",body:["Design AI to make a skilled user more effective. Replacing the user removes the judgment that catches errors."]},{heading:"Show your work",body:["Surface sources, intermediate steps, and confidence. Users tolerate imperfect output if they can see the reasoning."]},{heading:"Make undo cheap",body:["AI will be wrong. Easy reversal turns errors into learning instead of damage."]},{heading:"Earn autonomy",body:["Start with suggestions, graduate to drafts, then to actions. Trust is earned across thousands of interactions."]},{heading:"Design for the bad day",body:["Plan for outages, hallucinations, and edge cases. The best AI products degrade gracefully."]}],takeaways:["Augment users, do not replace them","Show reasoning to build trust","Earn autonomy gradually"],related:["what-is-aeo-answer-engine-optimization"],faqs:[{q:"Should every AI product be an agent?",a:"No. Most users want assistance, not autonomy. Agents fit narrow, repeatable workflows."}]},{slug:"competitive-analysis-template",title:"A Competitive Analysis Template That Drives Decisions",description:"A practical competitive analysis template that goes beyond feature checklists to inform pricing, positioning, and roadmap decisions.",category:"Business",readMinutes:8,updated:"2026-06-02",intro:"Most competitive analyses end up as long documents nobody reads. Useful ones answer three questions: where are we different, where are we behind, and what should we do about it.",sections:[{heading:"Pick your competitive set carefully",body:["Include direct competitors, indirect substitutes, and the 'do nothing' option. Customers compare against all three."]},{heading:"Score on dimensions that matter to buyers",body:["Forget feature parity. Score on the criteria your customers use to choose: outcome, price, trust, time to value."]},{heading:"End with three decisions",body:["A good analysis produces three concrete decisions: what to double down on, what to fix, and what to ignore."]}],takeaways:["Customers compare against alternatives, including doing nothing","Score on buyer criteria, not feature lists","Always end with decisions"],related:["pricing-strategies-for-new-products","lean-canvas-vs-business-model-canvas"],faqs:[{q:"How often should I run this?",a:"Quarterly is plenty for most companies. Monthly only if your market is moving fast."}]},{slug:"decision-journals-for-better-thinking",title:"Decision Journals: A Simple System For Better Thinking",description:"A decision journal turns big choices into a learning loop. Here is how to set one up in 15 minutes and use it for life.",category:"Personal Development",readMinutes:6,updated:"2026-06-02",intro:"Memory is a flattering liar. A decision journal captures what you believed at the moment of choice so you can score yourself honestly later.",sections:[{heading:"The five fields",body:["Decision, context, options considered, expected outcome, and confidence. That is the entire system."]},{heading:"Review on a cadence",body:["Revisit older entries quarterly. Look for patterns in where you were over- or under-confident."]},{heading:"Separate process from outcome",body:["Good decisions sometimes have bad outcomes and vice versa. Grade the process you can repeat."]}],takeaways:["Capture the moment of decision","Review quarterly","Grade process, not luck"],related:["goal-setting-okrs-for-individuals"],faqs:[{q:"Paper or digital?",a:"Either works. Pick the one you will actually open again."}]},{slug:"testing-business-ideas",title:"Testing Business Ideas: A Practical Guide To Validation Before You Build",description:"A practical guide to testing business ideas with smoke tests, concierge MVPs, and customer interviews — so you only build what people actually want.",category:"Startup",readMinutes:14,updated:"2026-06-07",intro:"Most business ideas fail not because the execution was wrong but because nobody tested whether the demand was real. Testing a business idea is the discipline of designing the cheapest possible experiment that can prove you wrong. This guide walks through the experiments experienced founders run between the spark of an idea and the first line of code — problem interviews, smoke tests, concierge MVPs, Wizard of Oz prototypes, and paid pilots — and how to sequence them so each one earns the right to the next.",sections:[{heading:"Why testing beats planning",body:["A business plan is a guess written down with confidence. A test is a guess written down with a way to be wrong. The point of testing is not to feel certain — it is to lose your bad ideas quickly and cheaply, so the time and money you have left flows into the ideas that survive contact with reality.","Every test should answer one question: which of my assumptions, if it turned out to be wrong, would kill this business? Start there. The riskiest assumption is almost always demand — that a specific group of people will pay a specific amount to make a specific problem go away."]}

27,{heading:"Map your assumptions before you test anything",body:["Write down everything that has to be true for the business to work. Customer assumptions (who they are, what they want), value assumptions (what they will pay for, how much), and feasibility assumptions (whether you can deliver it for less than they pay).","Rank each one by how risky it is and how much evidence you have. The top-right quadrant — high risk, low evidence — is your test list. Everything else can wait."]},{heading:"Start with problem interviews, not pitches",body:["Before you test a solution, test that the problem exists in the form you imagine. Talk to ten people in your target audience about the last time they ran into the problem. Ask what they tried, what it cost them, and what they would change.","You are listening for unprompted emotion, time spent, and money already spent on workarounds. 'That sounds interesting' is not a signal. 'I paid a contractor $400 to do that last month' is a signal."]},{heading:"Run a smoke test to measure intent",body:["A smoke test is a landing page that describes the product as if it already exists, with one call to action: email signup, pre-order, or booked call. Drive a small amount of targeted traffic — paid ads, a niche community post, a relevant newsletter — and watch what happens.","Set the conversion threshold before you launch so excitement does not move the goalposts. A 5–10 percent conversion to a meaningful action from a relevant audience is a strong early signal. Anything below 1 percent means the message, the audience, or the offer is wrong."]},{heading:"Use a concierge MVP to deliver the outcome by hand",body:["Once intent is real, test whether you can actually deliver the outcome. In a concierge MVP you serve the first handful of customers manually — no product, no automation, just you and a spreadsheet. The customer pays for the outcome; you learn what the product would need to do.","This is where most assumptions about feasibility, pricing, and workflow break in interesting ways. Better to discover it for 10 customers than 1,000."]},{heading:"Try a Wizard of Oz prototype when the experience matters",body:["A Wizard of Oz test shows users a polished interface while a human does the work behind the curtain. Use it when the user experience is the whole product — search results, AI suggestions, matching algorithms — and you want to know if anyone would use it before building it.","If users do not engage with the fake version, they will not engage with the real one. If they do, you now know exactly which parts of the magic are worth automating first."]},{heading:"Charge before you build",body:["Words are cheap, credit cards are honest. Pre-orders, paid pilots, and letters of intent are the cleanest validation you can get. A pre-order says 'I want this enough to risk money on a stranger's promise.' Nothing else comes close.","Offer a discounted price for early commitment, be transparent about timelines, and make refunds part of the deal. The number of people who pay is the number of people you can build for with confidence."]},{heading:"Sequence experiments so each one earns the next",body:["Run experiments from cheapest to most expensive: desk research, interviews, smoke test, concierge, Wizard of Oz, paid pilot. Each one should reduce the biggest remaining risk before you graduate to the next.","Skipping ahead is the most common mistake. Building an MVP before running a smoke test means you spent months testing a question you could have answered in a weekend."]},{heading:"Decide before you fall in love",body:["Write your kill criteria down before each experiment. How many interviews, how many signups, how many paying customers, by when. If the test misses the threshold, the default decision is to stop or pivot — not to rationalize and continue.","The point of testing is to make the decision easier, not to manufacture evidence for a decision you already made."]}],takeaways:["Rank assumptions by risk; test the riskiest first","Problem interviews come before solution pitches","Smoke tests measure intent without a product","Concierge and Wizard of Oz tests prove delivery","Pre-orders are the cleanest signal of demand","Sequence experiments cheapest to most expensive","Pre-commit to kill criteria before each test"],related:["how-to-validate-a-startup-idea","customer-discovery-interview-questions","mvp-vs-prototype-vs-proof-of-concept"],faqs:[{q:"How long should testing a business idea take?",a:"Two to six weeks for most ideas. If a single experiment is taking months, it is probably a build disguised as a test."},{q:"How much should I spend on tests?",a:"Enough to get a clear answer, not a penny more. Most early tests can be run for under $500 in ads plus your own time."}

27,{q:"What if the test results are mixed?",a:"Mixed results almost always mean the audience is too broad. Narrow to a tighter segment and re-run."},{q:"Do I need a working product to test?",a:"No. The whole point of testing is to learn before you build. Landing pages, slide decks, and manual delivery are enough for most early experiments."}]}],EE=Object.fromEntries(TE.map(n=>[n.slug,n])),_E=()=>ce(()=>import("./articles._slug-DqLWKVg1.js"),[]),RE=()=>ce(()=>import("./articles._slug-CJrSoduN.js"),[]),CE=()=>ce(()=>import("./articles._slug-CLRNN8gN.js"),__vite__mapDeps([32,1])),OE=Se("/articles/$slug")({loader:({params:n})=>{const i=EE[n.slug];if(!i)throw ba();return{article:i}},head:({params:n,loaderData:i})=>{const o=i?.article;return o?{meta:[{title:`${o.title} - Workshopping.ai`},{name:"description",content:o.description},{property:"og:title",content:o.title},{property:"og:description",content:o.description},{property:"og:type",content:"article"},{property:"og:url",content:`/articles/${n.slug}`}],links:[{rel:"canonical",href:`/articles/${n.slug}`}],scripts:[{type:"application/ld+json",children:JSON.stringify({...In({title:o.title,description:o.description,url:`/articles/${n.slug}`,section:o.category}),datePublished:o.updated,dateModified:o.updated,author:{"@type":"Person",name:Vc(o.category).name,jobTitle:Vc(o.category).role}})},{type:"application/ld+json",children:JSON.stringify(pt([{to:"/",label:"Home"},{to:"/articles",label:"Articles"},{label:o.title}]))},{type:"application/ld+json",children:JSON.stringify(Bn(o.faqs))},{type:"application/ld+json",children:JSON.stringify(Nn(Vc(o.category)))}]}:{meta:[{title:"Article - Workshopping.ai"}]}},component:ue(CE,"component"),notFoundComponent:ue(RE,"notFoundComponent"),errorComponent:ue(_E,"errorComponent")}),Xt={slug:"the-human-ai-planning-framework",title:"The Human + AI Planning Framework",short:"A six-step methodology for planning with AI without outsourcing your thinking.",description:"The Workshopping.ai flagship guide for using AI in business plans, startup ideas, product development, marketing strategy, content planning, AI implementation, branding, innovation, entrepreneurship, brainstorming, and design thinking.",eyebrow:"Flagship guide",sections:[{heading:"AI should not replace thinking. AI should amplify it.",body:"Every method on this site rests on one belief: the best plans come from humans who think carefully, helped by AI that researches, brainstorms, drafts, and critiques. Use AI to widen the option set and challenge your assumptions — but make every important decision yourself."},{heading:"Step 1 — Define the goal",body:"Be concrete about what you are trying to accomplish.",bullets:["Launch a business","Create a website","Write a book","Plan a marketing campaign","Build a product","Change careers","Grow revenue"]},{heading:"Step 2 — Define constraints",body:"Constraints turn fantasy into a plan.",bullets:["Budget — what cash and capital is available","Time — by when does this need to happen","Skills — what you and your team can do today","Resources — tools, suppliers, network","Competition — what others have already done","Technology — what is technically possible now","Legal — regulations, contracts, intellectual property"]},{heading:"Step 3 — Generate possibilities with AI",body:"AI is fastest and most useful at the divergent stage. Push it to generate more than you need.",bullets:["Brainstorm options across the full search space","Explore alternatives you would have dismissed","Identify opportunities adjacent to your stated goal","Discover risks hidden inside your assumptions","Challenge the assumptions explicitly"]},{heading:"Step 4 — Evaluate alternatives",body:"Define your evaluation criteria before you score. Otherwise you will reward whichever option AI described most vividly.",bullets:["Cost — total, not just upfront","Difficulty — for your specific team","Timeline — realistic, not aspirational","Risk — likelihood and severity","Expected outcome — best, expected, worst","Long-term sustainability — what happens at month 24"]},{heading:"Step 5 — Build action plans",body:"Convert the chosen option into a plan a stranger could execute.",bullets:["Milestones with dates","Tasks with owners","Dependencies between tasks","Timelines with buffers","Resources required","Success metrics with thresholds"]},{heading:"Step 6 — Iterate",body:"Plans go stale. Schedule reviews where AI summarises what changed, you decide what to update, and the plan stays alive."},{heading:"Where to go next",body:"Pick the method that matches your goal: business planning, startup planning, product development, marketing, research, career, financial, project, or creative planning. Each one applies these six steps to a specific domain."}]},Qy=[{slug:"ai-assisted-business-planning",group:"method",groupLabel:"AI Planning Methods",title:"AI-Assisted Business Planning",short:"Use AI to pressure-test the assumptions inside every business plan.",description:"A repeatable method for turning rough business ideas into investor-ready plans using AI as research assistant, critic, and brainstorming partner.",eyebrow:"Method",sections:[{heading:"Why this matters",body:"A business plan is a stack of assumptions about customers, costs, pricing, and competition. AI is uniquely good at surfacing the assumptions you are afraid to look at."},{heading:"What AI does well here",bullets:["Brainstorms market segments you have not considered","Drafts SWOT and Porter Five Forces anal

27yses against your context","Surfaces failure modes from comparable businesses","Stress tests revenue assumptions with sensible ranges"]},{heading:"What AI does badly here",bullets:["It cannot verify primary financial data — always cross-check","It will agree with you unless you instruct it to disagree","It does not know your customers — only patterns from text"]},{heading:"A working sequence",ordered:["Write a one-paragraph description of the business","Ask AI to extract every hidden assumption in that paragraph","Rank assumptions by impact and uncertainty","Use AI to design a 5-question customer interview for the top three","Draft the plan with AI; have AI play a skeptical investor and rebut it","Rewrite, then publish the assumptions log alongside the plan"]}],related:["the-human-ai-planning-framework","first-principles-thinking-with-ai","ai-as-strategic-consultant"]},{slug:"ai-assisted-strategic-planning",group:"method",groupLabel:"AI Planning Methods",title:"AI-Assisted Strategic Planning",short:"Move from annual ritual to continuous strategy with AI in the loop.",description:"How leaders use AI to scan environments, generate options, and stress-test strategy without outsourcing judgement.",eyebrow:"Method",sections:[{heading:"Strategy is about choices",body:"Strategy is choosing what not to do. AI helps by expanding the option set, then helping you narrow it with criteria you defined."},{heading:"A quarterly cadence",ordered:["Environmental scan — ask AI to summarise shifts in your category, then verify against named sources","Capability audit — list strengths and gaps; ask AI to map them to emerging opportunities","Option generation — generate at least seven strategic options, including two contrarian","Trade-off analysis — score options on reach, defensibility, time-to-impact, cost","Commit and communicate — write the one-page strategy memo with AI as editor"]},{heading:"Common traps",bullets:["Letting AI write strategy that sounds confident but says nothing","Generating options without explicit constraints","Skipping the human conversation about trade-offs"]}],related:["scenario-planning-with-ai","ai-as-strategic-consultant"]},{slug:"ai-assisted-product-development",group:"method",groupLabel:"AI Planning Methods",title:"AI-Assisted Product Development",short:"From customer problem to MVP scope using AI as a thinking partner.",description:"A practical method for using AI through product discovery, definition, and prioritisation without replacing real user research.",eyebrow:"Method",sections:[{heading:"Phases that benefit most",bullets:["Discovery — synthesising interview notes and surfacing patterns","Definition — drafting user stories, acceptance criteria, edge cases","Prioritisation — applying RICE, ICE, or Kano scoring with consistent rubrics","Review — generating adversarial QA cases the team would not think of"]},{heading:"The discovery loop",ordered:["Run real customer interviews; never let AI invent users","Feed verbatim transcripts to AI for thematic clustering","Ask AI to list contradictions across interviews","Draft a problem statement; have AI play three customer segments and challenge it","Convert the strongest signal into a one-page MVP brief"]}],related:["decision-trees-with-ai","example-developing-a-saas-product"]},{slug:"ai-assisted-marketing-planning",group:"method",groupLabel:"AI Planning Methods",title:"AI-Assisted Marketing Planning",short:"Plan campaigns that are sharper, faster, and harder to copy.",description:"Use AI for positioning, audience research, channel mix, content planning, and campaign measurement — without losing the brand voice.",eyebrow:"Method",sections:[{heading:"Where AI helps most",bullets:["Audience segmentation and persona drafting","Positioning statements and message testing","Content calendars across channels","Briefing creative with structured inputs","Post-mortems on completed campaigns"]},{heading:"Quarterly marketing plan with AI",ordered:["Audit last quarter — what worked, what did not, with evidence","Restate positioning in one sentence and have AI critique it","Generate three campaign concepts per objective","Score concepts against reach, fit, cost, and originality","Bu

27ild the calendar, brief, and measurement plan in parallel"]}],related:["ai-as-brainstorming-partner","how-to-structure-ai-planning-prompts"]},{slug:"ai-assisted-research-planning",group:"method",groupLabel:"AI Planning Methods",title:"AI-Assisted Research Planning",short:"Design research that produces conclusions, not just data.",description:"Use AI to scope research questions, design instruments, plan literature reviews, and check your reasoning before you collect a single data point.",eyebrow:"Method",sections:[{heading:"Plan before you collect",body:"Most research fails because the question was vague. AI is excellent at forcing question precision."},{heading:"A six-step research plan",ordered:["State the question and the decision it informs","Ask AI to list every prior study or method relevant to it","Draft a methods section; have AI play a peer reviewer","Pre-register predictions before collecting data","Use AI to draft analysis scripts, then verify outputs by hand","Write up with AI as editor, not author"]}],related:["how-to-reduce-ai-hallucinations","how-to-cross-reference-ai-outputs"]},{slug:"ai-assisted-career-planning",group:"method",groupLabel:"AI Planning Methods",title:"AI-Assisted Career Planning",short:"Map your next five years against your values, not the algorithm's.",description:"Use AI to map skills, identify adjacent moves, prepare for interviews, and rehearse career conversations.",eyebrow:"Method",sections:[{heading:"The values-first sequence",ordered:["Write what you want your life to look like in five years","List roles that could deliver that life — generate 20 with AI","For each role, list the skills you need and your gaps","Map a 12-month learning plan with concrete milestones","Use AI to rehearse interviews and challenging conversations"]}],related:["reverse-planning","ai-as-advisor"]},{slug:"ai-assisted-financial-planning",group:"method",groupLabel:"AI Planning Methods",title:"AI-Assisted Financial Planning",short:"Model the futures you can live with, not just the one you hope for.",description:"Apply AI to budgets, scenarios, and trade-offs — while keeping the math, the assumptions, and the decisions firmly in your hands.",eyebrow:"Method",sections:[{heading:"Hard rules",bullets:["Never paste real account numbers into a public model","Always verify formulas AI generates — they hallucinate math","Treat AI projections as hypotheses, not forecasts"]},{heading:"A useful flow",ordered:["List income, expenses, debts, and goals","Ask AI to model best, expected, and worst-case scenarios over 1, 5, and 10 years","Identify the two largest sensitivities and stress-test them","Draft a savings and investment policy in your own words","Review quarterly with AI as devil's advocate"]}],related:["scenario-planning-with-ai"]},{slug:"ai-assisted-project-planning",group:"method",groupLabel:"AI Planning Methods",title:"AI-Assisted Project Planning",short:"From goal to Gantt without losing the why.",description:"How to use AI to draft project plans, surface dependencies, and estimate risk — without producing fictional confidence.",eyebrow:"Method",sections:[{heading:"Where AI saves time",bullets:["Work breakdown structures from a one-paragraph goal","Dependency mapping across workstreams","Risk registers with mitigation drafts","Status updates summarised from raw notes"]},{heading:"A safe planning loop",ordered:["State the outcome and the deadline","Ask AI to decompose into milestones, tasks, and dependencies","Add owners and estimates by hand — never let AI invent capacity","Generate a risk register; rank by likelihood and impact","Set a weekly check-in to update the plan with AI summarising changes"]}],related:["ai-as-project-manager","decision-trees-with-ai"]},{slug:"ai-assisted-startup-planning",group:"method",groupLabel:"AI Planning Methods",title:"AI-Assisted Startup Planning",short:"Go from idea to validated startup faster, with fewer wrong turns.",description:"A practical AI-assisted workflow covering idea validation, market sizing, business model design, MVP scoping, and go-to-market planning.",eyebrow:"Method",sections:[{heading:"The eight-week sketch",ordered:["Week 1 — write the idea in one paragraph; AI extracts assumptions","Week 2 — interview ten potential customers; AI clusters findings","Week 3 — size the market top-down and bottom-up","Week 4 — draft the business model canvas","Week 5 — scope a 4-week MVP with AI as critic","Week 6 — design the go-to-market plan","Week 7 — build the MVP","Week 8 — launch to a real audience and measure"]}],related:["example-launching-a-startup","ai-assisted-business-planning"]},{slug:"ai-assisted-creative-planning",group:"method",groupLabel:"AI Planning Methods",title:"AI-Assisted Creative Planning",short:"Plan creative work without sanding off what makes it yours.",description:"Use AI to outline books, plan brand systems, structure films, and design content series — while protecting voice and originality.",eyebrow:"Method",sections:[{heading:"Use AI for structure, not soul",body:"AI is excellent at generating outlines, beats, and variations. It is terrible at taste. Keep the taste in human hands."},{heading:"Creative planning loop",ordered:["State the form, audience, and ambition in one paragraph","Ask AI for ten structural approaches; pick the two that intrigue you","Outline in your voice; have AI find weak spots","Draft yourself; use AI for line-level alternatives only","Read aloud — if it does not sound like you, rewrite"]}],related:["example-building-a-personal-brand","ai-as-brainstorming-partner"]},{slug:"first-principles-thinking-with-ai",group:"framework",groupLabel:"Educational Frameworks",title:"First Principles Thinking With AI",short:"Break problems into fundamentals — and use AI to refuse the easy answers.",description:"How to apply first principles to business, product, pricing, marketing, and investment decisions using AI as a Socratic counterpart.",eyebrow:"Framework",sections:[{heading:"What first principles thinking is",body:"Decomposing a problem until you reach truths that cannot be reduced further, then reasoning up from those truths instead of by analogy."},{heading:"The AI-assisted method",ordered:["State the claim or design choice you want to examine","Ask AI to list the assumptions baked into that claim","For each assumption, ask AI for evidence for and against","Identify which assumptions are truly fundamental","Rebuild the answer from those fundamentals alone"]},{heading:"Worked examples",bullets:["Business creation — why this category, why this customer, why now","Product design — what physical or economic law makes this possible","Pricing — what is the value created, captured, and left on the table","Marketing — what does the customer actually believe today","Investment — what must be true for this to compound"]}],related:["ai-as-critic","the-human-ai-planning-framework"]},{slug:"swot-analysis-with-ai",group:"framework",groupLabel:"Educational Frameworks",title:"SWOT Analysis With AI",short:"A classic framework, sharpened by AI generating the items you would skip.",description:"How to run a SWOT analysis with AI as a research partner, including worked examples for products, careers, and businesses.",eyebrow:"Framework",sections:[{heading:"The four quadrants",bullets:["Strengths — internal advantages you already have","Weaknesses — internal gaps that limit you","Opportunities — external trends you could ride","Threats — external forces that could damage you"]},{heading:"AI-assisted SWOT in 30 minutes",ordered:["Write a one-paragraph description of the entity","Ask AI to generate ten items per quadrant","Cull to the five truthful items per quadrant","Pair each weakness with a threat to find priority risks","Pair each strength with an opportunity to find priority bets"]},{heading:"Worked example: independent coffee shop",bullets:["Strength — regulars who arrive by name","Weakness — no online ordering","Opportunity — office workers returning to the neighbourhood","Threat — chain coffee opening two doors down"]}],related:["scenario-planning-with-ai"]},{slug:"scenario-planning-with-ai",group:"framework",groupLabel:"Educational Frameworks",title:"Scenario Planning With AI",short:"Plan for futures, not the future.",description:"Build best, expected, worst, and black-swan scenarios with AI so your plans survive contact with reality.",eyebrow:"Framework",sections:[{heading:"The four scenarios",bullets:["Best case — what if your assumptions are right and trends help","Expected case — the boring, most likely path","Worst case — common shocks land at the same time","Black swan case — a rare, severe event you would normally dismiss"]},{heading:"How to build them",ordered:["List the three external drivers that most affect you","For each driver, ask AI for plausible upside and downside ranges","Combine drivers into four coherent stories","Identify which decisions look right in three of four scenarios","Pre-commit triggers that move you between plans"]},{heading:"Worked example: launching a new 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Unit economics modelled in a spreadsheet with AI suggesting edge cases."},{heading:"Marketing plan",body:"Launch on two communities the founder is already trusted in, partner with three creators, ship a weekly newsletter from day one."},{heading:"Action plan",body:"12-week Gantt with weekly milestones, owner is the founder, AI generates the weekly status summary every Friday."},{heading:"Success metrics",bullets:["100 paying users in 30 days","Day-7 retention above 40%","CAC under $20","Customer NPS above 30 by day 60"]}],related:["ai-assisted-startup-planning"]},{slug:"example-buying-a-website",group:"workshop",groupLabel:"Worked Workshops",title:"Workshop: Buying A Website With AI",short:"Due diligence for a content site purchase using AI as a research and risk assistant.",description:"A worked example workshop covering research, valuation, traffic, revenue, risk, and offer strategy.",eyebrow:"Workshop",sections:[{heading:"Research",body:"AI summarises niche dynamics, links to known acquirers, and surfaces seasonality patterns from comparable sales."},{heading:"Valuation",body:"Compute trailing 12-month revenue and SDE. 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