Why OpenAI and Anthropic Are Becoming Consultants
The AI Daily Brief covers two major stories: a potential White House policy reversal toward AI model vetting, and the launch of enterprise consulting ventures by both OpenAI and Anthropic. The episode argues that the core challenge in AI adoption is not model capability but organizational readiness, supported by Microsoft's Work Trend Index data.
Summary
The episode opens with a breaking policy story: the New York Times reported that the Trump administration was considering a formal government vetting process for powerful AI models before public release. This represents a stark reversal from the administration's earlier anti-regulation stance, which had revoked Biden-era mandatory safety testing and emphasized that overregulation could harm U.S. competitiveness against China. The shift appears driven by concerns over Anthropic's unreleased 'Mythos' model and its potential cybersecurity implications, combined with the departure of AI czar David Sachs. Reactions ranged from strong opposition (citing innovation slowdowns and political bias risks) to cautious support from China hawks. Experts noted that effective AI oversight is complicated by poor benchmarks and the difficulty of defining clear risk thresholds, with some arguing that pre-deployment approval is the wrong mental model since models are continuously updated. The story evolved further when it emerged that the U.S. government had already struck early-access agreements with Google, Microsoft, and XAI through the Commerce Department's Center for AI Standards and Innovation.
The main segment focuses on OpenAI and Anthropic both launching large-scale enterprise AI consulting ventures. OpenAI reportedly raised over $4 billion from PE firms to build a 'Deployment Company' valued at $10 billion, while Anthropic officially announced a joint venture backed by Blackstone, Goldman Sachs, and Hellman & Friedman totaling $1.5 billion. Both efforts are modeled on forward-deployed engineering, embedding AI specialists directly within client organizations to build customized solutions. Anthropic specifically targets mid-sized companies and frames engagements as partnerships between its applied AI engineers and clients' internal teams, with a focus on workflow-level transformation rather than just tool deployment.
The host connects these announcements to a broader thesis: there is no AI transformation without organizational transformation. Microsoft's 2025 Work Trend Index is cited extensively, revealing that only 19% of organizations qualify as 'frontier' in both individual AI capability and organizational readiness. A full 50% remain in an 'emergent' state, and the host argues that many of these likely belong in the 'blocked agency' category, where individual AI adoption is high but organizational conditions are lagging. Organizational factors — including culture, manager behavior, and talent practices — account for more than twice the AI impact of individual mindset alone. The episode also highlights three common but ineffective AI adoption shortcuts: 'buy-in hope' (paying for licenses and hoping for transformation), 'contain and delegate' (handing AI goals solely to an AI team), and 'outsourcing of knowledge' (expecting external consultants to figure it out independently). The host notes a potential business model tension for these new consulting ventures, as helping clients be maximally efficient with AI may conflict with the parent companies' goal of maximizing token consumption.
About this episode
<p>OpenAI and Anthropic are moving deeper into enterprise AI services, but NLW argues the real story is organizational readiness. The episode explores why “buy and hope” AI adoption keeps failing, why power users get blocked by company structures, and why the next phase of AI deployment requires leaders to redesign how work gets done. In the headlines: White House AI model review, new lab access agreements, and AI safety oversight.</p><p><br /></p><p>Check out the new <strong>AI Executive Catch-Up Program </strong>from <strong>AIDB Training: </strong><a href="https://aiexecutivecatchup.com/" rel="ugc noopener noreferrer" target="_blank">https://aiexecutivecatchup.com/</a></p><p><strong>April AI Usage Pulse Survey: </strong><a href="https://tally.so/r/LZEyGy" rel="ugc noopener noreferrer" target="_blank">https://tally.so/r/LZEyGy</a></p><p><strong>Brought to you by:</strong></p><p><strong>KPMG</strong> – Agentic AI is powering a potential $3 trillion productivity shift, and KPMG’s new paper, <em>Agentic AI Untangled</em>, gives leaders a clear framework to decide whether to build, buy, or borrow—download it at <a href="http://www.kpmg.us/Navigate" rel="ugc noopener noreferrer" target="_blank">www.kpmg.us/Navigate</a></p><p><strong>Rackspace Technology</strong> – Run Palantir Foundry and AIP in production with a governed managed operating model <a href="https://www.rackspace.com/palantir" rel="noopener noreferer" target="_blank">https://www.rackspace.com/palantir</a></p><p><strong>Granola - </strong>The AI notepad for people in back-to-back meetings. 100% off your first 3 months with code AIDAILY at <a href="http://granola.ai/aidaily" rel="ugc noopener noreferrer" target="_blank">http://granola.ai/aidaily</a></p><p><strong>Mercury</strong> - Modern banking for business and now personal accounts. Learn more at <a href="https://mercury.com/personal-banking" rel="ugc noopener noreferrer" target="_blank">https://mercury.com/personal-banking</a></p><p><strong>Zenflow Work</strong> - Agents for knowledge work - <a href="https://zenflow.free/" rel="ugc noopener noreferrer" target="_blank">https://zenflow.free/</a></p><p><strong>Drata - </strong>The agentic trust management platform - <a href="https://drata.com/" rel="ugc noopener noreferrer" target="_blank">https://drata.com/</a></p><p><strong>Blitzy - </strong>Want to accelerate enterprise software development velocity by 5x? <a href="https://blitzy.com/" rel="ugc noopener noreferrer" target="_blank">https://blitzy.com/</a><strong></strong></p><p><strong>AssemblyAI</strong> - The best way to build Voice AI apps - <a href="https://www.assemblyai.com/brief" rel="ugc noopener noreferrer" target="_blank">https://www.assemblyai.com/brief</a></p><p><strong>Robots & Pencils</strong> - Cloud-native AI solutions that power results <a href="https://robotsandpencils.com/" rel="ugc noopener noreferrer" target="_blank">https://robotsandpencils.com/</a></p><p>The AI Daily Brief helps you understand the most important news and discussions in AI. Subscribe to the podcast version of The AI Daily Brief wherever you listen: <a href="https://pod.link/1680633614" rel="ugc noopener noreferrer" target="_blank">https://pod.link/1680633614</a></p><p><strong>Our Newsletter is BACK: </strong><a href="https://aidailybrief.beehiiv.com/" rel="ugc noopener noreferrer" target="_blank">https://aidailybrief.beehiiv.com/</a></p><p><strong>Interested in sponsoring the show? </strong>[email protected]</p><p><br /></p><p><br /></p><p><br /></p><p><br /></p><p><br /></p><p><br /></p><p><br /></p>
Key Insights
- The Trump administration's consideration of formal AI model vetting represents a sharp reversal from its earlier anti-regulation stance, apparently triggered by concerns over Anthropic's unreleased 'Mythos' model and fears of political blowback from an AI-enabled cyberattack.
- Microsoft's Work Trend Index found that organizational factors — culture, manager support, and talent practices — account for more than twice the AI impact of individual mindset and behavior, meaning org structure matters more than individual capability.
- Only 19% of organizations surveyed by Microsoft qualify as 'frontier' in both individual AI capability and organizational readiness, while 50% remain in an undefined 'emergent' state the host believes skews heavily toward 'blocked agency.'
- Both OpenAI and Anthropic are structuring their consulting ventures around the forward-deployed engineering model popularized by Palantir, embedding AI specialists alongside client engineering teams rather than delivering external recommendations.
- The host identifies an inherent business model tension in these consulting ventures: helping enterprises achieve maximum AI efficiency may conflict with the parent companies' financial interest in selling as many tokens as possible.
Topics
Transcript
Today on the AI Daily Brief, as Anthropic and OpenAI both launch consulting ventures, we talk about why there is no AI transformation without org transformation. Before that, in the headlines, is the White House about to make a major reversal in its AI policy? The AI Daily Brief is a daily podcast and video about the most important news and discussions in AI. All right, friends, quick announcements before we dive in. First of all, thank you to today's sponsors, KPMG, Granola, Super Intelligent, and Rackspace. To get an ad-free version of the show, go to patreon.com slash ai-dailybrief, or you can subscribe on Apple Podcasts. To learn more about sponsoring the show, send us a note at sponsors…
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