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https://www.offshore-mag.com/special-reports/blog/55407375/analysi…eds-authority-limits-before-autonomy-scales

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157gap:var(--client-spacing);padding:0;" data-v-196964cf><!--[--><div style="padding-top:0;padding-bottom:0;" class="column-wrapper" data-v-196964cf><div style="width:100%;" data-v-196964cf><div class="column-1 column block-align-top" data-v-196964cf data-v-beab612a><div class="standard-blocks" style="display:flex;flex:1 0 100%;align-items:stretch;" data-v-beab612a><!--[--><div class="block-wrapper 1787-855f-3dc-24c5 hide-bottom-border" style="margin-bottom:0;padding-top:0;display:flex;flex:1 0 100%;align-items:stretch;" data-v-beab612a><div class="block-1 block" data-v-beab612a data-v-94d9b856><div class="above-cta" style="background-color:white;border:;padding:0;border-radius:0;box-shadow:;" data-v-94d9b856><!----><div class="content" style="border-radius:0;padding:0px;" data-v-94d9b856><div style="min-height:0;" class="gam-slot-builder" block-id="1787-855f-3dc-24c5" data-v-94d9b856><div class="ebm-ad-target__outer" style="min-height:0;min-width:300px;"><span></span></div></div></div></div><!----></div></div><!--]--></div><!----></div></div></div><!--]--></div></div><div class="web-row grid-row always" style="margin-bottom:0;" data-v-17b4f200 data-v-196964cf><!----><div class="row-2 row layout2_1 largest_first site-width" style="border-top:;background-color:#ffffff;color:black;border-radius:0;margin-bottom:0;box-shadow:;
157gap:var(--client-spacing);padding:0;" data-v-196964cf><!--[--><div style="padding-top:0;padding-bottom:0;" class="column-wrapper" data-v-196964cf><div style="width:100%;" data-v-196964cf><div class="column-1 column block-align-top" data-v-196964cf data-v-beab612a><div class="standard-blocks" style="display:block;flex:;align-items:;" data-v-beab612a><!--[--><div class="block-wrapper e584-71c9-8f3-5010" style="margin-bottom:24px;padding-top:0;display:block;flex:;align-items:;" data-v-beab612a><div class="block-1 block" data-v-beab612a data-v-94d9b856><div class="above-cta" style="background-color:white;border:;padding:0;border-radius:0;box-shadow:;" data-v-94d9b856><!----><div class="content" style="border-radius:0;padding:0px;" data-v-94d9b856><div class="web-content-title-new left" style="--link-color:#0000ee;" block-id="e584-71c9-8f3-5010" data-v-94d9b856><div class="above-line" role="region"><div class="section-wrapper left"><div><!--[--><a href="/special-reports" class="section">Special Reports</a><!--]--></div><!----></div><h1 class="title-text">Analysis: Offshore AI needs authority limits before autonomy scales</h1><div class="teaser-text">Clear limits can improve responsible AI adoption; workers are more likely to use these systems when they know which decisions remain theirs. </div><div class="byline-event-group"><!----><div class="author-row"><!----><div class="all-authors"><div class="author-contributor"><!--[--><div class="author"><div><!--[--><a href="/55407366">Gleb Tsipursky</a><!--]--></div><!----></div><!--]--></div><!----></div><div class="dot first"></div><div class="date-read-time"><div class="date">Sept. 23, 2026</div><div class="dot second"></div><div class="read-time">5 min read </div></div></div><div class="ebm-button-wrapper icon hollow google-button" style="--button-text-color:var(--color-white);--button-accent-color:#767676;--hollow-hover-background:#d9d9d9;" data-v-ab2fac35><a href="https://www.google.com/preferences/source?q=offshore-mag.com" class="ebm-button ebm-button--hollow ebm-button--small" target="_blank" style="border-radius:0;" data-v-ab2fac35><div class="content icon-left" data-v-ab2fac35><!--[--><div class="ebm-icon mdi:plus-box-multiple-outline" style="min-width:18px;min-height:18px;color:;" data-v-ab2fac35><span class="iconify i-mdi:plus-box-multiple-outline icon" aria-hidden="true" style="font-size:18px;color:;"></span> </div><span class="ebm-button-label" data-v-ab2fac35>Add Us On Google</span><!--]--><!----></div></a></div></div></div><div class="below-line" role="region"><div class="comment-count"><div tabindex="0" style="display:none;"><span></span></div></div><div class="ebm-share-wrapper" role="region" content-id="55407375" data-v-d359f70d><ul class="ebm-share-list" role="list" data-v-d359f70d><!--[--><li class="ebm-share-item facebook-icon" data-v-d359f70d><a href="javascript:void(0)" aria-label="facebook" data-v-d359f70d><!--[--><div class="ebm-icon mingcute:facebook-line" style="min-width:20px;min-height:20px;color:#767676;" data-v-d359f70d><span class="iconify i-mingcute:facebook-line icon" aria-hidden="true" style="font-size:20px;color:#767676;"></span> </div><!--]--></a></li><li class="ebm-share-item linkedin-icon" data-v-d359f70d><a href="javascript:void(0)" aria-label="linkedin" data-v-d359f70d><!--[--><div class="ebm-icon mingcute:linkedin-line" style="min-width:20px;min-height:20px;color:#767676;" data-v-d359f70d><span class="iconify i-mingcute:linkedin-line icon" aria-hidden="true" style="font-size:20px;color:#767676;"></span> </div><!--]--></a></li><li class="ebm-share-item twitter-icon" data-v-d359f70d><a href="javascript:void(0)" aria-label="twitter" data-v-d359f70d><!--[--><div class="ebm-icon mingcute:social-x-line" style="min-width:20px;min-height:20px;color:#767676;" data-v-d359f70d><span class="iconify i-mingcute:social-x-line icon" aria-hidden="true" style="font-size:20px;color:#767676;"></span> </div><!--]--></a></li><li class="ebm-share-item reddit-icon" data-v-d359f70d><a href="javascript:void(0)" aria-label="reddit" data-v-d359f70d><!--[--><div class="ebm-icon mingcute:reddit-line" style="min-width:20px;min-height:20px;color:#767676;" data-v-d359f70d><span class="iconify i-mingcute:reddit-line icon" aria-hidden="true" style="font-size:20px;color:#767676;"></span> </div><!--]--></a></li>
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157<span class="iconify i-mdi:printer-outline icon" aria-hidden="true" style="font-size:20px;color:#757575;"></span> </div></a><!--]--></div><!----></div></div><div class="highlights"><h2>Key Highlights</h2><div class="text"><ul style="margin-top: 0in;" type="disc">
158<li class="MsoNormal" style="mso-list: l0 level1 lfo1; tab-stops: list .5in;">AI systems are shifting from simple analysis to autonomous action, necessitating clear authority limits to prevent unintended consequences.</li>
159<li class="MsoNormal" style="mso-list: l0 level1 lfo1; tab-stops: list .5in;">Operators should define an authority budget for each AI system based on the potential impact and risk, with higher-risk actions requiring human approval.</li>
160<li class="MsoNormal" style="mso-list: l0 level1 lfo1; tab-stops: list .5in;">Implementing task-specific, time-limited credentials and maintaining comprehensive audit trails enhances accountability and safety in offshore AI deployment.</li>
161<li class="MsoNormal" style="mso-list: l0 level1 lfo1; tab-stops: list .5in;">Safety-critical functions must include reliable pause, fallback, and shutdown mechanisms independent of AI cooperation to ensure operational safety.</li>
162<li class="MsoNormal" style="mso-list: l0 level1 lfo1; tab-stops: list .5in;">Adopting a risk-based, explicit control framework aligns with broader AI risk management principles, fostering responsible and trustworthy AI use offshore.</li>
163</ul>
164<p class="MsoNormal">&nbsp;</p></div></div><!----></div></div></div><!----></div></div><div class="block-wrapper 2d01-2332-aa0-cf33" style="margin-bottom:24px;padding-top:24px;display:block;flex:;align-items:;" data-v-beab612a><div class="block-2 block" data-v-beab612a data-v-94d9b856><div class="above-cta" style="background-color:white;border:;padding:0;border-radius:0;box-shadow:;" data-v-94d9b856><!----><div class="content" style="border-radius:0;padding:0px;" data-v-94d9b856><div class="ebm-content-teaser-image" style="width:100%;" block-id="2d01-2332-aa0-cf33" data-v-94d9b856><span class="ebm-content-teaser-image__small"><div class="web-image" credit-position="top"><figure class="ebm-image-wrapper"><div class="image-credit" data-v-ab10a904><div class="text-wrapper" data-v-ab10a904><div class="text" style="font-family:Inter;" data-v-ab10a904>matejmo/1413990739/iStock/Getty Images Plus</div></div><div class="icon-wrapper" data-v-ab10a904><div class="ebm-icon mdi:image-area icon" style="min-width:16px;min-height:16px;color:;" data-v-ab10a904><span class="iconify i-mdi:image-area icon" aria-hidden="true" style="font-size:16px;color:;"></span> </div></div></div><div href target="_blank" aria-label class="ebm-image -type container" style="padding:0;"><div class="image-content"><span class="web-image-tooltip" data-v-03db02b0><img src="https://img.offshore-mag.com/files/base/ebm/os/image/2026/09/6ab4457a3684bf8679b3928a-ai_gettyimages1413990739.png?auto=format,compress&amp;fit=fill&amp;fill=blur&amp;q=45?w=250&amp;width=250" alt="Offshore AI needs authority limits before autonomy scales" height width="250" loading="lazy" style="border-radius:0;" data-v-03db02b0><span class="web-image-tooltip__content" aria-hidden="true" style="left:12px;top:16px;" data-v-03db02b0>Offshore AI needs authority limits before autonomy scales</span></span></div><!----></div></figure></div></span><!----><!----><!----></div></div></div><!----></div></div><div class="block-wrapper 766fd320-b9de-417c-aff3-7aec24dd1b6a hide-bottom-border" style="margin-bottom:24px;padding-top:24px;display:block;flex:;align-items:;" data-v-beab612a><div class="block-3 block" data-v-beab612a data-v-94d9b856><div class="above-cta" style="background-color:white;border:;padding:0;border-radius:0;box-shadow:;" data-v-94d9b856><!----><div class="content" style="border-radius:0;padding:0px;" data-v-94d9b856><div class="body-block" block-id="766fd320-b9de-417c-aff3-7aec24dd1b6a" data-v-94d9b856><div id="before-content"></div><div class="body-content"><!----><div><!--[--><div type="style"><style>@import url('https://fonts.googleapis.com/css2?family=Inter:[email protected]&display=swap');
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206    </style></div><div id="fb-root"></div><div class="web-body-blocks page-contents__content-body"><!--[--><div class="block text" style="--primary-font:Inter;--secondary-font:Inter;--link-color:#0000ee;--color-primary-main:#c72127;"><!----><!----><div class="embed natural" style="max-width:autopx;"><!----></div><!--[--><div style="width:100%;text-align:left;" class="text"><section style="font-size:1.1rem;line-height:1.8rem;" class="web-html"><!----><div class="html"><p class="MsoNormal" style="margin-bottom: 0in; line-height: normal;">Offshore operations are moving from AI that analyzes information toward systems that can take a sequence of actions with limited supervision. Petronas is adding&nbsp;<a href="https://www.petronas.com/media/media-releases/petronas-advances-malaysias-upstream-data-platform-agentic-ai-accelerate-ep"><span style="color: #0563c1;">agentic AI capabilities to myPROdata</span></a>, its web-based portal for Malaysian exploration and production data. Agentic AI means software that can pursue a goal through multiple steps rather than simply return one answer.</p>
207<p class="MsoNormal" style="margin-bottom: 0in; line-height: normal;">In August, ADNOC and SLB&nbsp;<a href="https://www.adnoc.ae/en/news-and-media/press-releases/2026/adnoc-and-slb-deploy-ai-platform-across-over-120-drilling-rigs-to-strengthen-upstream-performance/"><span style="color: #0563c1;">deployed an AI-enabled real-time operations platform across more than 120 rigs</span></a>. The shift promises substantial operational gains. It also raises a basic engineering question: how much authority should an AI system receive before a human must approve what happens next?</p>
208<p class="MsoNormal" style="margin-bottom: 0in; line-height: normal;">The benefits deserve serious weight. ADNOC says its platform reduces engineering effort by 30 to 40%, allows engineers to support two to three times more rigs, and can help avoid one to two days of downtime. Woodside&rsquo;s&nbsp;<a href="https://www.woodside.com/media-centre/news-stories/story/woodside-enters-new-era-with-its-first-ever-remote-subsea-inspection-in-the-gulf"><span style="color: #0563c1;">remote subsea inspection program at Shenzi</span></a> sends live inspection data to onshore engineers instead of requiring a full team of inspectors, engineers, and support personnel aboard the inspection vessel. That reduces personnel exposure offshore and speeds response to anomalies.</p>
209<p class="MsoNormal" style="margin-bottom: 0in; line-height: normal;">ExxonMobil has also deployed&nbsp;<a href="https://corporate.exxonmobil.com/who-we-are/technology-and-collaborations/digital-technologies"><span style="color: #0563c1;">closed-loop autonomous drilling</span></a>, where software can adjust drilling parameters without continuous human intervention. Used well, these systems can reduce repetitive work, non-productive time, and personnel on board while improving consistency and situational awareness.</p>
210<p class="MsoNormal" style="margin-bottom: 0in; line-height: normal;">Those advantages make the control question more important, because the consequences change when AI moves from recommendation to execution. A poor recommendation can be reviewed and rejected. A system with credentials, access to operational technology, or authority to trigger a workflow can turn an error into an action before anyone intervenes.</p>
211<p class="MsoNormal" style="margin-bottom: 0in; line-height: normal;">Offshore operators should therefore give each AI system an authority budget: the maximum delegated power it receives before human approval is required. The budget should be defined before deployment, just as operators define equipment limits, alarm thresholds, and operating envelopes.</p>
212<p class="MsoNormal" style="margin-bottom: 0in; line-height: normal;">A practical way to set that budget is by consequence. Low-risk systems can receive broad read-only access and freedom to analyze. Medium-risk systems can prepare work orders, maintenance plans, or operational recommendations but hold them for approval. High-risk actions, such as changing setpoints, modifying control logic, initiating shutdowns, deploying software, spending material amounts of money, or sending external instructions, should cross a clear human-approval gate. Operators can widen those limits later as evidence of reliability accumulates. That risk-based approach also fits the broader&nbsp;<a href="https://www.nist.gov/itl/ai-risk-management-framework"><span style="color: #0563c1;">NIST AI Risk Management Framework</span></a>, which emphasizes managing AI risks across deployment and use.</p>
213<p class="MsoNormal" style="margin-bottom: 0in; line-height: normal;">For a reservoir or drilling-data system, the authority budget might allow analysis and recommendations but prohibit changes to drilling parameters. For an inspection robot, it might permit autonomous routing and data collection while requiring approval before it interacts with equipment or initiates maintenance. For production systems, operators can separate permission to detect an abnormal condition from permission to change a setpoint, silence an alarm, modify control logic, or issue a 
213work order. SLB has already demonstrated <a href="https://www.slb.com/resource-library/case-study-with-navigation/dr/autonomous-rig-operations-equinor-cs"><span style="color: #0563c1;">offshore drilling sections controlled almost entirely autonomously</span></a>, which shows why the boundary between observation, recommendation, and action needs to be explicit.</p>
214<p class="MsoNormal" style="margin-bottom: 0in; line-height: normal;">Access should follow the long-established cybersecurity principle of <a href="https://csrc.nist.gov/glossary/term/least_privilege"><span style="color: #0563c1;">least privilege</span></a>: give a user or process only the resources and authorizations needed for its assigned task. An AI agent analyzing maintenance records does not automatically need permission to alter them. A system helping plan a shutdown does not automatically need access to execute one. Credentials can be task-specific and time-limited, with stronger approval requirements as consequences increase.</p>
215<p class="MsoNormal" style="margin-bottom: 0in; line-height: normal;">Operators also need an audit trail. Material AI decisions and tool use should be logged so teams can reconstruct what happened. Unusual behavior should trigger review. Safety-critical functions should have reliable pause, fallback, and shutdown mechanisms that do not depend on the AI system cooperating. NIST is now developing a <a href="https://www.nist.gov/programs-projects/concept-note-ai-rmf-profile-trustworthy-ai-critical-infrastructure"><span style="color: #0563c1;">trustworthy AI profile for critical infrastructure</span></a> that explicitly addresses AI in operational technology, industrial control systems, autonomous robots, fail-safe operation, and human oversight. Offshore operators do not need to wait for that work to finish before applying the same logic.</p>
216<p class="MsoNormal" style="margin-bottom: 0in; line-height: normal;">Clear limits can also improve <a href="https://disasteravoidanceexperts.com/aibook"><span style="color: #0563c1;">responsible AI adoption</span></a>. Workers are more likely to use powerful systems confidently when they know which decisions remain theirs and where the technology must stop. The goal should be to capture AI&rsquo;s efficiency and safety benefits while keeping delegated authority proportional to demonstrated reliability and operational consequence.</p>
217<p class="MsoNormal" style="margin-bottom: 0in; line-height: normal;">As offshore AI moves closer to real-time action, authority can no longer remain an informal assumption. Before an AI system receives credentials to act, operators should decide exactly what it may do on its own, what requires human approval, and how people can stop it when conditions move outside the expected envelope.</p>
218<p class="MsoNormal" style="margin-bottom: 0in; line-height: normal;"><span style="font-size: 10.5pt; mso-bidi-font-size: 11.0pt;">&nbsp;</span></p></div><div class="preview-overlay" style="display:none;"></div></section></div><!--]--></div><!--]--><span></span><span></span><div style="display:block;"><!----></div></div><!--]--></div><div><div><!----></div><!----><!----><div class="below-body"><!----><!----></div></div></div></div></div></div><!----></div></div><div class="block-wrapper 624d-770f-8f1-8aed hide-bottom-border" style="margin-bottom:24px;padding-top:24px;display:block;flex:;align-items:;" data-v-beab612a><div class="block-4 block" data-v-beab612a data-v-94d9b856><div class="above-cta" style="background-color:var(--color-secondary-container);border:1px solid var(--color-line);padding:calc(var(--client-spacing)/2);border-radius:0;box-shadow:;" data-v-94d9b856><!----><div class="content" style="border-radius:0;padding:0px;" data-v-94d9b856><div class="about-author-new" display-all-authors="true" block-id="624d-770f-8f1-8aed" data-v-94d9b856 data-v-290a263d><h2 class="heading" data-v-290a263d> About the Author </h2><div class="web-profiles" style="--background-color:var(--color-secondary-container);" data-v-290a263d><!--[--><div class="profile-item"><div class="left"><div class="profile-image"><span class="web-image-tooltip" data-v-03db02b0><img src="https://img.offshore-mag.com/files/base/ebm/os/image/2026/09/6ab43f9829700e4b8b13c165-gleb_tsipursky.png?w=120&amp;h=120&amp;fit=crop" style="width:100%;border-radius:0;" alt="Gleb Tsipursky" loading="lazy" data-v-03db02b0><span class="web-image-tooltip__content" aria-hidden="true" style="left:12px;top:16px;" data-v-03db02b0>Gleb Tsipursky</span></span></div><!----></div><div class="profile-content"><h3 class="profile-name"><a href="https://www.offshore-mag.com/business-briefs/company-news/contact/55407366/gleb-tsipursky">Gleb Tsipursky</a></h3><!----><!----><div class="profile-bio"><div id="profileText55407366" class="text"><div style="width:100%;text-align:left;"><section style="font-size:1.1rem;line-height:1.8rem;" class="web-html"><!----><div class="html"><p>Dr. Gleb Tsipursky, a behavioral scientist called the &ldquo;Office Whisperer&rdquo; by The New York Times, helps tech-forward leaders stop overpaying for AI while boosting engagement and innovation. He serves as the CEO of the AI consultancy Disaster Avoidance Experts, and has written eight books, including <em>The Psychology of AI Adoption at Work: From Resistance to Results </em>(Georgetown University Press, 2026).</p></div><div class="preview-overlay" style="display:none;"></div></section></div></div><!----></div></div></div><!--]--></div></div></div></div><!----></div></div><div class="block-wrapper e28580cf-07ba-400f-b98d-c31ef1721973 hide-bottom-border" style="margin-bottom:24px;padding-top:24px;display:block;flex:;align-items:;" data-v-beab612a><div class="block-5 block" data-v-beab612a data-v-94d9b856><div class="above-cta" style="background-color:white;border:;padding:0;border-radius:0;box-shadow:;" data-v-94d9b856><!----><div class="content" style="border-radius:0;padding:0px;" data-v-94d9b856><div class="ebm-web-subscribe" block-id="e28580cf-07ba-400f-b98d-c31ef1721973" data-v-94d9b856><div class="web-subscribe-content"><div class="web-subscribe-header">Sign up for our eNewsletters <div class="web-subscribe-subtext">Get the latest news and updates</div></div><div class="ebm-button-wrapper icon solid web-subscribe-button" style="--button-text-color:var(--color-white);--button-accent-color:var(--color-primary-main);
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218<script type="application/json" data-nuxt-data="nuxt-app" data-ssr="true" id="__NUXT_DATA__">[["ShallowReactive",1],{"data":2,"state":475,"once":970,"_errors":972,"serverRendered":90,"path":195},["ShallowReactive",3],{"page":4},{"name":5,"module":6,"type":7,"alias":8,"contentTypes":10,"pageType":6,"isGlobal":11,"tenants":12,"propagate":11,"hideHeader":11,"hideFooter":11,"key":6,"loadMoreType":62,"primaryGrid":64,"secondaryGrid":465,"excludeAds":472,"pageData":104,"cache":6,"created":6,"usedContentIds":473,"usedIssueIds":474,"id":107,"isPopulated":11},"Content - UI\u002FUX",null,"content",[9],"\u002Fold-content-layout",[],false,[13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61],"ebm_asumag","ebm_wwdmag","ebm_ewweb","ebm_archproducts","cygnus_cavc","ebm_isemag","ebm_contractingbusiness","ebm_hpac","ebm_ww","ebm_bulktransporter","ebm_constructionequipment","ebm_energytech","ebm_fenderbender","ebm_fm","ebm_microgridknowledge","ebm_moderntiredealer","ebm_noln","ebm_os","ebm_ogj","ebm_ratchetandwrench","ebm_rermag","ebm_roadsbridges","ebm_trailerbodybuilders","ebm_de","ebm_hci","ebm_hpn","ebm_mlo","cygnus_ll","cygnus_vmw","ebm_americanmachinist","ebm_chemicalprocessing","ebm_foodprocessing","ebm_foundrymag","ebm_mhlnews","ebm_newequipment","ebm_pharmamanufacturing","ebm_plantservices","ebm_pmm","ebm_pcm","ebm_wto","ebm_bdcnetwork","ebm_custombuilderonline","ebm_probuilder","ebm_proremodeler","ebm_protradecraft","ebm_diq","ebm_pia","cygnus_mass","ebm_stw",{"type":63},"page-scroll",{"rows":65},[66,84],{"settings":67,"columns":72,"id":83},{"borderRadius":11,"dropShadow":11,"backgroundColor":68,"textColor":69,"borderTopWidth":70,"borderTopColor":71},"white","black",0,"transparent",[73],{"settings":74,"blocks":75},{},[76],{"id":77,"type":78,"settings":79},"1787-855f-3dc-24c5","gam_ad",{"title":80,"link":80,"titleIcon":80,"keepInView":11,"trackingId":80,"cta":81,"adUnitPattern":82},"",{"text":80,"buttonLink":80,"buttonLabel":80},"66bcf5d10d0c84631aa45ff7","5c60-5832-841-133a",{"settings":85,"columns":91,"id":464},{"layout":86,"verticalPadding":87,"backgroundColor":88,"horizontalPadding":87,"borderTopWidth":70,"borderTopColor":71,"columnPriority":89,"equalizeBlocks":11,"borderRadius":11,"dropShadow":11,"groupBlocks":90,"textColor":69},"2_1","small","#ffffff","largest_first",true,[92,383],{"settings":93,"blocks":94,"id":382},{"horizontalPadding":87},[95,287,295,307,327,336,374],{"id":96,"type":97,"settings":98,"data":103},"e584-71c9-8f3-5010","content_title",{"title":80,"link":80,"titleIcon":80,"keepInView":11,"trackingId":80,"cta":99,"showSummary":90,"showDate":90,"hideSocialLinks":11,"sectionLinkDisplay":100,"textAlign":101,"imagePosition":102},{"text":80,"buttonLink":80,"buttonLabel":80},"primary-section","left","none",{"item":104,"primarySection":187},{"type":105,"contentId":106,"layoutId":107,"__typename":108,"shortName":109,"published":110,"labels":6,"layout":6,"aiAttribution":6,"highlightsHeading":111,"highlightsText":112,"gating":113,"userRegistration":114,"byline":6,"id":106,"name":109,"seoTitle":109,"teaser":116,"explicitTeaser":116,"bodyBlocks":117,"publishedDate":122,"company":6,"contributors":123,"metadata":125,"relatedContent":185,"primarySection":187,"siteContext":194,"websiteSchedules":197,"primaryImage":217,"images":222,"authors":227,"taxonomy":235,"membership":253,"layoutType":7},"Blog",55407375,"66c61a774f8ef9d5852c2caa","ContentBlog","Analysis: Offshore AI needs authority limits before autonomy scales",1790199436000,"Key Highlights","\u003Cul style=\"margin-top: 0in;\" type=\"disc\">\n\u003Cli class=\"MsoNormal\" style=\"mso-list: l0 level1 lfo1; tab-stops: list .5in;\">AI systems are shifting from simple analysis to autonomous action, necessitating clear authority limits to prevent unintended consequences.\u003C\u002Fli>\n\u003Cli class=\"MsoNormal\" style=\"mso-list: l0 level1 lfo1; tab-stops: list .5in;\">Operators should define an authority budget for each AI system based on the potential impact and risk, with higher-risk actions requiring human approval.\u003C\u002Fli>\n\u003Cli class=\"MsoNormal\" style=\"mso-list: l0 level1 lfo1; tab-stops: list .5in;\">
218Implementing task-specific, time-limited credentials and maintaining comprehensive audit trails enhances accountability and safety in offshore AI deployment.\u003C\u002Fli>\n\u003Cli class=\"MsoNormal\" style=\"mso-list: l0 level1 lfo1; tab-stops: list .5in;\">Safety-critical functions must include reliable pause, fallback, and shutdown mechanisms independent of AI cooperation to ensure operational safety.\u003C\u002Fli>\n\u003Cli class=\"MsoNormal\" style=\"mso-list: l0 level1 lfo1; tab-stops: list .5in;\">Adopting a risk-based, explicit control framework aligns with broader AI risk management principles, fostering responsible and trustworthy AI use offshore.\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Cp class=\"MsoNormal\">&nbsp;\u003C\u002Fp>",{"surveyType":6,"surveyId":6},{"isRequired":11,"accessLevels":115},[],"Clear limits can improve responsible AI adoption; workers are more likely to use these systems when they know which decisions remain theirs. ",[118],{"type":119,"settings":120},"text",{"text":121,"blockTitle":80},"\u003Cp class=\"MsoNormal\" style=\"margin-bottom: 0in; line-height: normal;\">Offshore operations are moving from AI that analyzes information toward systems that can take a sequence of actions with limited supervision. Petronas is adding&nbsp;\u003Ca href=\"https:\u002F\u002Fwww.petronas.com\u002Fmedia\u002Fmedia-releases\u002Fpetronas-advances-malaysias-upstream-data-platform-agentic-ai-accelerate-ep\">\u003Cspan style=\"color: #0563c1;\">agentic AI capabilities to myPROdata\u003C\u002Fspan>\u003C\u002Fa>, its web-based portal for Malaysian exploration and production data. Agentic AI means software that can pursue a goal through multiple steps rather than simply return one answer.\u003C\u002Fp>\n\u003Cp class=\"MsoNormal\" style=\"margin-bottom: 0in; line-height: normal;\">In August, ADNOC and SLB&nbsp;\u003Ca href=\"https:\u002F\u002Fwww.adnoc.ae\u002Fen\u002Fnews-and-media\u002Fpress-releases\u002F2026\u002Fadnoc-and-slb-deploy-ai-platform-across-over-120-drilling-rigs-to-strengthen-upstream-performance\u002F\">\u003Cspan style=\"color: #0563c1;\">deployed an AI-enabled real-time operations platform across more than 120 rigs\u003C\u002Fspan>\u003C\u002Fa>. The shift promises substantial operational gains. It also raises a basic engineering question: how much authority should an AI system receive before a human must approve what happens next?\u003C\u002Fp>\n\u003Cp class=\"MsoNormal\" style=\"margin-bottom: 0in; line-height: normal;\">The benefits deserve serious weight. ADNOC says its platform reduces engineering effort by 30 to 40%, allows engineers to support two to three times more rigs, and can help avoid one to two days of downtime. Woodside&rsquo;s&nbsp;\u003Ca href=\"https:\u002F\u002Fwww.woodside.com\u002Fmedia-centre\u002Fnews-stories\u002Fstory\u002Fwoodside-enters-new-era-with-its-first-ever-remote-subsea-inspection-in-the-gulf\">\u003Cspan style=\"color: #0563c1;\">remote subsea inspection program at Shenzi\u003C\u002Fspan>\u003C\u002Fa> sends live inspection data to onshore engineers instead of requiring a full team of inspectors, engineers, and support personnel aboard the inspection vessel. That reduces personnel exposure offshore and speeds response to anomalies.\u003C\u002Fp>\n\u003Cp class=\"MsoNormal\" style=\"margin-bottom: 0in; line-height: normal;\">ExxonMobil has also deployed&nbsp;\u003Ca href=\"https:\u002F\u002Fcorporate.exxonmobil.com\u002Fwho-we-are\u002Ftechnology-and-collaborations\u002Fdigital-technologies\">\u003Cspan style=\"color: #0563c1;\">closed-loop autonomous drilling\u003C\u002Fspan>\u003C\u002Fa>, where software can adjust drilling parameters without continuous human intervention. Used well, these systems can reduce repetitive work, non-productive time, and personnel on board while improving consistency and situational awareness.\u003C\u002Fp>\n\u003Cp class=\"MsoNormal\" style=\"margin-bottom: 0in; line-height: normal;\">Those advantages make the control question more important, because the consequences change when AI moves from recommendation to execution. A poor recommendation can be reviewed and rejected. A system with credentials, access to operational technology, or authority to trigger a workflow can turn an error into an action before anyone intervenes.\u003C\u002Fp>\n\u003Cp class=\"MsoNormal\" style=\"margin-bottom: 0in; line-height: normal;\">Offshore operators should therefore give each AI system an authority budget: the maximum delegated power it receives before human approval is required. The budget should be defined before deployment, just as operators define equipment limits, alarm thresholds, and operating envelopes.\u003C\u002Fp>\n\u003Cp class=\"MsoNormal\" style=\"margin-bottom: 0in; line-height: normal;\">A practical way to set that budget is by consequence. Low-risk systems can receive broad read-only access and freedom to analyze. Medium-risk systems can prepare work orders, maintenance plans, or operational recommendations but hold them for approval. High-risk actions, such as changing setpoints, modifying control logic, initiating shutdowns, deploying software, spending material amounts of money, or sending external instructions, should cross a clear human-approval gate. Operators can widen those limits later as evidence of reliability accumulates. That risk-based approach also fits the broader&nbsp;\u003Ca href=\"https:\u002F\u002Fwww.nist.gov\u002Fitl\u002Fai-risk-management-framework\">\u003Cspan style=\"color: #0563c1;\">NIST AI Risk Management Framework\u003C\u002Fspan>\u003C\u002Fa>, which emphasizes managing AI risks across deployment and use.\u003C\u002Fp>\n\u003Cp class=\"MsoNormal\" style=\"margin-bottom: 0in; line-height: normal;\">For a reservoir or drilling-data system, the authority budget might allow analysis and recommendations but prohibit changes to drilling parameters. For an inspection robot, it might permit autonomous routing and data collection while requiring approval before it interacts with equipment or initiates maintenance. For production systems, operators can separate permission to detect an abnormal condition from permission to change a setpoint, silence an alarm, modify control logic, or issue a 
218work order. SLB has already demonstrated \u003Ca href=\"https:\u002F\u002Fwww.slb.com\u002Fresource-library\u002Fcase-study-with-navigation\u002Fdr\u002Fautonomous-rig-operations-equinor-cs\">\u003Cspan style=\"color: #0563c1;\">offshore drilling sections controlled almost entirely autonomously\u003C\u002Fspan>\u003C\u002Fa>, which shows why the boundary between observation, recommendation, and action needs to be explicit.\u003C\u002Fp>\n\u003Cp class=\"MsoNormal\" style=\"margin-bottom: 0in; line-height: normal;\">Access should follow the long-established cybersecurity principle of \u003Ca href=\"https:\u002F\u002Fcsrc.nist.gov\u002Fglossary\u002Fterm\u002Fleast_privilege\">\u003Cspan style=\"color: #0563c1;\">least privilege\u003C\u002Fspan>\u003C\u002Fa>: give a user or process only the resources and authorizations needed for its assigned task. An AI agent analyzing maintenance records does not automatically need permission to alter them. A system helping plan a shutdown does not automatically need access to execute one. Credentials can be task-specific and time-limited, with stronger approval requirements as consequences increase.\u003C\u002Fp>\n\u003Cp class=\"MsoNormal\" style=\"margin-bottom: 0in; line-height: normal;\">Operators also need an audit trail. Material AI decisions and tool use should be logged so teams can reconstruct what happened. Unusual behavior should trigger review. Safety-critical functions should have reliable pause, fallback, and shutdown mechanisms that do not depend on the AI system cooperating. NIST is now developing a \u003Ca href=\"https:\u002F\u002Fwww.nist.gov\u002Fprograms-projects\u002Fconcept-note-ai-rmf-profile-trustworthy-ai-critical-infrastructure\">\u003Cspan style=\"color: #0563c1;\">trustworthy AI profile for critical infrastructure\u003C\u002Fspan>\u003C\u002Fa> that explicitly addresses AI in operational technology, industrial control systems, autonomous robots, fail-safe operation, and human oversight. Offshore operators do not need to wait for that work to finish before applying the same logic.\u003C\u002Fp>\n\u003Cp class=\"MsoNormal\" style=\"margin-bottom: 0in; line-height: normal;\">Clear limits can also improve \u003Ca href=\"https:\u002F\u002Fdisasteravoidanceexperts.com\u002Faibook\">\u003Cspan style=\"color: #0563c1;\">responsible AI adoption\u003C\u002Fspan>\u003C\u002Fa>. Workers are more likely to use powerful systems confidently when they know which decisions remain theirs and where the technology must stop. The goal should be to capture AI&rsquo;s efficiency and safety benefits while keeping delegated authority proportional to demonstrated reliability and operational consequence.\u003C\u002Fp>\n\u003Cp class=\"MsoNormal\" style=\"margin-bottom: 0in; line-height: normal;\">As offshore AI moves closer to real-time action, authority can no longer remain an informal assumption. Before an AI system receives credentials to act, operators should decide exactly what it may do on its own, what requires human approval, and how people can stop it when conditions move outside the expected envelope.\u003C\u002Fp>\n\u003Cp class=\"MsoNormal\" style=\"margin-bottom: 0in; line-height: normal;\">\u003Cspan style=\"font-size: 10.5pt; mso-bidi-font-size: 11.0pt;\">&nbsp;\u003C\u002Fspan>\u003C\u002Fp>","Sep 23rd 2026",{"edges":124},[],{"aiKeywords":126,"aiIndustries":137,"aiPersonaSummary":143,"aiCategory":144,"aiCompanyType":145,"aiCompanySample":151,"aiIntentSignals":162,"aiRelatedTopics":168,"aiJobFunctions":174,"title":109},[127,128,129,130,131,132,133,134,135,136],"Offshore Oil & Gas","Autonomous Drilling","Operational Technology (OT)","AI Risk Management","Industrial Control Systems","Real-Time Data Analysis","Autonomous Inspection Robots","Safety-Critical AI","Cybersecurity in Oil & Gas","AI Governance and Compliance",[138,139,140,141,142],"Offshore Oil & Gas Exploration and Production","Marine Autonomous Systems and Robotics","Subsea Inspection and Maintenance Services","Offshore Drilling Operations and Equipment","Industrial Cybersecurity and Operational Technology","The target audience for this content includes offshore operations managers, engineers, and safety professionals involved in deploying and managing AI systems in industrial and exploration settings, emphasizing responsible AI use, risk management, and operational safety.","AI Governance and Safety Guidelines",[146,147,148,149,150],"Offshore Oil and Gas Exploration and Production Companies","Marine and Offshore Drilling Service Providers","Autonomous Underwater and Subsea Inspection Firms","Industrial Control System and Automation Technology Providers","Cybersecurity and AI Risk Management Firms",[152,153,154,155,156,157,158,159,160,161],"Schlumberger","Halliburton","BP (British Petroleum)","Shell","ExxonMobil","Petronas","ADNOC (Abu Dhabi National Oil Company)","Woodside Energy","SLB (formerly Schlumberger Limited)","Chevron",[163,164,165,166,167],"Seeking guidelines for responsible AI deployment in offshore operations","Interest in establishing authority limits and approval workflows for AI systems","Focus on risk management and safety protocols for autonomous and agentic AI","Desire to improve operational efficiency and reduce personnel exposure offshore","Intention to implement audit trails and oversight mechanisms for AI decision-making",[169,170,171,172,173],"Implementing AI Authority Limits in Critical Infrastru
218cture","Best Practices for Human Oversight in Autonomous Offshore Operations","Risk Management Frameworks for AI in Industrial Settings","Cybersecurity Principles for AI-Enabled Offshore Systems","Developing Audit Trails and Safety Mechanisms for Autonomous AI",[175,176,177,178,179,180,181,182,183,184],"Offshore Drilling Supervisor","Offshore Operations Manager","Petroleum Engineer","Subsea Engineer","Offshore Project Manager","Marine Operations Manager","Offshore Safety Manager","HSE Manager","Offshore Maintenance Supervisor","Automation Engineer",{"edges":186},[],{"name":188,"fullName":188,"alias":189,"canonicalPath":190,"id":191,"gamAlias":6,"hierarchy":192},"Special Reports","special-reports","\u002Fspecial-reports",31896,[193],{"name":188,"alias":189,"canonicalPath":190,"id":191},{"path":195,"url":196,"canonicalUrl":196},"\u002Fspecial-reports\u002Fblog\u002F55407375\u002Fanalysis-offshore-ai-needs-authority-limits-before-autonomy-scales","https:\u002F\u002Fwww.offshore-mag.com\u002Fspecial-reports\u002Fblog\u002F55407375\u002Fanalysis-offshore-ai-needs-authority-limits-before-autonomy-scales",[198,203,210],{"option":199,"section":200},"Standard",{"name":188,"alias":189,"id":191,"hierarchy":201},[202],{"name":188,"alias":189,"id":191},{"option":199,"section":204},{"name":205,"alias":206,"id":207,"hierarchy":208},"Home","home",31881,[209],{"name":205,"alias":206,"id":207},{"option":199,"section":211},{"name":212,"alias":213,"id":214,"hierarchy":215},"Exclusive Content","exclusive-content",36961,[216],{"name":212,"alias":213,"id":214},{"caption":6,"credit":218,"isLogo":11,"displayName":219,"id":220,"src":221,"alt":219},"matejmo\u002F1413990739\u002FiStock\u002FGetty Images Plus","Offshore AI needs authority limits before autonomy scales","6ab4457a3684bf8679b3928a","https:\u002F\u002Fimg.offshore-mag.com\u002Ffiles\u002Fbase\u002Febm\u002Fos\u002Fimage\u002F2026\u002F09\u002F6ab4457a3684bf8679b3928a-ai_gettyimages1413990739.png?auto=format%2Ccompress&w=320",{"edges":223},[224],{"node":225},{"name":226,"credit":218,"caption":6,"body":6,"isLogo":11,"displayName":219,"id":220,"src":221,"alt":219,"approvedWebsite":90,"approvedMagazine":90},"ai_gettyimages1413990739",{"edges":228},[229],{"node":230},{"title":6,"type":231,"id":232,"name":233,"alias":234},"Contact",55407366,"Gleb Tsipursky","\u002Fbusiness-briefs\u002Fcompany-news\u002Fcontact\u002F55407366\u002Fgleb-tsipursky",{"edges":236},[237,243,248],{"node":238},{"type":239,"name":240,"fullName":241,"id":242},"Tag","Agentic AI system","Tag: Agentic AI system (4174780)",4174780,{"node":244},{"type":239,"name":245,"fullName":246,"id":247},"AI","Tag: AI (2038305)",2038305,{"node":249},{"type":239,"name":250,"fullName":251,"id":252},"Artificial intelligence","Tag: Artificial intelligence (2029893)",2029893,[254],{"additionalUserDemographicFields":255,"alias":258,"completeRegistrationPageText":259,"emailConfirmationReminderText":260,"emailConfirmationText":261,"features":262,"gatedContentPreviewText":266,"isFree":90,"joinButtonLabel":267,"joinButtonText":80,"missingProductMessage":268,"omedaProduct":269,"omedaProductVersion":80,"omedaPromoCode":270,"overviewText":271,"paymentFormURL":6,"payNowButtonLabel":6,"payNowButtonText":6,"requiredUserCommonFields":272,"requiredUserDemographicFields":280,"status":283,"title":284,"id":285,"omedaProductName":286},[256,257],5073088,5073282,"member","\u003Cp>Complete the form below to complete your membership!\u003C\u002Fp>","\u003Cp>Forget something? Complete the form below to complete your membership!\u003C\u002Fp>","\u003Cp>Almost there! Click the link below to complete your membership!\u003C\u002Fp>",[263,264,265],"\u003Cp>\u003Cstrong>Access premium content\u003C\u002Fstrong> on Offshore Magazine!\u003C\u002Fp>","\u003Cp>Bookmark and easily share your \u003Cstrong>favorite articles\u003C\u002Fstrong>!\u003C\u002Fp>","\u003Cp>Manage your newsletter \u003Cstrong>subscriptions\u003C\u002Fstrong>!\u003C\u002Fp>","\u003Cp>\u003Cem>\u003Cstrong>To continue reading, and become an exclusive member of Offshore Magazine, create a free account today!\u003C\u002Fstrong>\u003C\u002Fem>\u003C\u002Fp>","Join today!","You cannot complete registration without submitting payment or else having a valid site license.",20830,"OFF_SiteMembership","\u003Cp>Sign up now to enjoy a host of features tailored to improve your experience. Magazine and newsletter subscribers will still need to register separately here for access to our exclusive content on the website.\u003C\u002Fp>",[273,274,275,276,277,278,279],"firstName","lastName","title","company","street","city","postalCode",[281,282],5073118,5073119,1,"Offshore Member","635ad949af04d7001da34609","OFF Site Membership",{"id":288,"type":289,"settings":290,"data":294},"2d01-2332-aa0-cf33","content_primary_image",{"title":80,"link":80,"titleIcon":80,"keepInView":11,"trackingId":80,"cta":291,"colorScheme":292,"imageShaping":293,"galleryMode":80},{"text":80,"buttonLink":80,"buttonLabel":80},"default","fill-blur",{"primaryImage":217,"images":222},{"type":296,"settings":297,"id":301,"data":302},"content_body",{"title":80,"link":80,"titleIcon":80,"keepInView":11,"trackingId":80,"cta":298,"colorScheme":292,"backgroundColor":80,"contentPadding":90,"usePodStyle":11,"horizontalPadding":87,"showSidebars":90,"logoEmbedLocation":299,"mode":300,"showAllWhenGated":11,"blockAdEmbeds":11},{"text":80,"buttonLink":80,"buttonLabel":80},"right-wrap","auto","766fd320-b9de-417c-aff3-7aec24dd1b6a",{"body":80,"embedUrl":-1,"podcastSeries":-1,"bcRecoData":303,"contentRecoData":304,"aiAttribution":6,"contributors":305,"bodyBlocks":306,"sidebars":-1,"userRegistration":114,"primaryImage":217,"downloadAttachment":-1},{},[],[],[118],{"id":308,"type":309,"settings":310,"data":315},"624d-770f-8f1-8aed","about_author",{"title":80,"link":80,"trackingId":80,"keepInView":11,"titleIcon":80,"cta":311,"backgroundColor":80,"contentPadding":90,"requireImage":11,"requireBio":11,"displayBio":90,"displayAllAuthors":90,"topDivider":90,"bottomDivider":90,"topDividerHeight":312,"topDividerColor":313,"bottomDividerHeight":312,"bottomDividerColor":313,"colorScheme":314},{"text":80,"buttonLink":80,"buttonLabel":80},"2px","line","secondary-container",{"items":316,"ids":326},[317],{"fullName":318,"type":231,"title":6,"phone":6,"website":6,"email":6,"publicEmail":6,"id":232,"name":233,"body":319,"siteContext":320,"primaryImage":322},"Gleb  Tsipursky","\u003Cp>Dr. Gleb Tsipursky, a behavioral scientist called the &ldquo;Office Whisperer&rdquo; by The New York Times, helps tech-forward leaders stop overpaying for AI while boosting engagement and innovation. He serves as the CEO of the AI consultancy Disaster Avoidance Experts, and has written eight books, including \u003Cem>The Psychology of AI Adoption at Work: From Resistance to Results \u003C\u002Fem>(Georgetown University Press, 2026).\u003C\u002Fp>",{"path":234,"canonicalUrl":321},"https:\u002F\u002Fwww.offshore-mag.com\u002Fbusiness-briefs\u002Fcompany-news\u002Fcontact\u002F55407366\u002Fgleb-tsipursky",{"caption":6,"credit":323,"isLogo":11,"id":324,"src":325,"alt":233},".","6ab43f9829700e4b8b13c165","https:\u002F\u002Fimg.offshore-mag.com\u002Ffiles\u002Fbase\u002Febm\u002Fos\u002Fimage\u002F2026\u002F09\u002F6ab43f9829700e4b8b13c165-gleb_tsipursky.png?auto=format%2Ccompress&w=320",[232],{"type":328,"settings":329,"id":335},"subscribe",{"link":80,"title":80,"keepInView":11,"trackingId":80,"titleIcon":80,"cta":330,"backgroundColor":71,"contentPadding":11,"usePodStyle":11,"buttonColor":331,"subscribeText":332,"text":333,"verticalPadding":87,"buttonText":334,"buttonTextColor":88,"buttonBackgroun
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