Why OpenAI and Anthropic Are Becoming Consultants

What It Covers

OpenAI and Anthropic each launch billion-dollar forward-deployed engineering ventures — OpenAI raising $4B at a $10B valuation, Anthropic securing $1.5B from Blackstone and Goldman Sachs — as both companies recognize that enterprise AI adoption fails not from model limitations but from organizational unreadiness.

Key Questions Answered

• •Organizational vs. Individual Readiness: Microsoft's 2025 Work Trend Index, analyzing a broad enterprise dataset, finds that organizational factors — culture, manager behavior, talent practices — account for more than 2x the AI impact of individual mindset alone. Only 19% of organizations reach "frontier" status with both high individual capability and high organizational readiness simultaneously.
• •The Blocked Agency Trap: Microsoft's transformation paradox quadrant reveals that employees are outpacing their organizations. The "blocked agency" category — high individual AI capability, low organizational readiness — represents a growing segment. Leaders should audit whether their org structure, measurement systems, and management practices actively constrain employees who are already capable AI users.
• •Three Adoption Shortcuts That Fail: Noufar Gaspar identifies three common enterprise AI mistakes: "buy and hope" (purchasing licenses without structured rollout), "contain and delegate" (handing AI goals solely to an AI team), and outsourcing knowledge entirely to consultants. Effective deployment requires leaders to personally engage with AI and diffuse capability across the whole organization.
• •Forward-Deployed Engineering as the New Consulting Model: Both OpenAI and Anthropic are adopting Palantir's forward-deployed engineer model — embedding applied AI engineers directly alongside client engineering teams to co-build custom solutions. Anthropic's venture targets midsize companies specifically, while its existing partner network of Accenture, Deloitte, and PwC continues serving large enterprises separately.
• •Agent Adoption Is Accelerating Faster Than Orgs Can Absorb: Microsoft reports a 15x year-over-year growth in active agents across its ecosystem, rising to 18x inside large enterprises. This widens the capability overhang — the gap between what AI can do and what organizations actually extract from it — making structured org transformation more urgent, not less, as agent complexity increases.