Enterprise AI cost and ROI

What survives review

• Google AI Mode restaurant booking: the template for every partner-aggregation vertical — Holding · AM-023
• GPT-5 Pro vs Enterprise AI Agents: What 'Very Hard Problems' Means for Your Business — Holding · AM-003
• The agentic AI success formula: what 171% average ROI actually hides — Holding · AM-022
• The hidden costs of agentic AI: a CFO's guide to true TCO and ROI modeling — Holding · AM-020

What has broken

• Why 73% of Agentic AI Projects Fail (And How the 27% Generate 312% ROI) — Partial · AM-014
• The Mid-Market AI Agent Playbook: Your First 90 Days to 240% ROI (Without Enterprise Resources) — Retired (19 Apr 2026)
• Why 83% of Enterprises See Zero ROI from AI Agents (And How JPMorgan, Target, and McKinsey Cracked the Code) — Retired (19 Apr 2026)
• The $2M AI Bill That Became $200K: The Enterprise Cost Optimization Playbook for Production AI Agents — Retired (19 Apr 2026)

Spoke articles

• Google AI Mode restaurant booking: the template for every partner-aggregation vertical

  Google shipped agentic restaurant booking to eight countries on 10 April 2026. The restaurant vertical is not the story. The story is that eight named SaaS platforms — OpenTable, TheFork, ResDiary and five others — just became API backends rather than destinations. Enterprise IT leaders in any partner-aggregation vertical have 18–24 months to pick their side.

• GPT-5 Pro vs Enterprise AI Agents: What 'Very Hard Problems' Means for Your Business

  Greg Brockman's August 2025 tweet introduced GPT-5 Pro with no specs, no benchmarks, and a $200/month price tag. What that pricing tier actually signals to enterprise IT — and which classes of problem it repays for.

• The agentic AI success formula: what 171% average ROI actually hides

  Enterprise agentic-AI deployments report 171% average ROI. The average obscures a bimodal distribution — roughly 12% of deployments clear 300%+, and 88% break even or below. Aiming for the average is aiming for no specific outcome.

• Why 73% of Agentic AI Projects Fail (And How the 27% Generate 312% ROI)

  Enterprise Agentic AI implementations face a stark reality: 73% fail completely, while the successful 27% achieve remarkable 312% ROI within two years. The difference isn't luck—it's methodology. Our analysis of 500+ deployments reveals that winners start smal

• The hidden costs of agentic AI: a CFO's guide to true TCO and ROI modeling

  Enterprise TCO models underestimate agentic-AI programmes by 40-60%. The surprise is not that the costs are hidden. It is that they are distributed across IT, HR, and Compliance budgets that never reconcile. This piece names where the bill actually lands.

What we're watching next

Forthcoming content and open questions for this pillar will appear here on the next quarterly refresh.

Primary sources we trust for this topic

A curated list of primary research, regulator guidance, and vendor documentation for enterprise ai cost and roi. Populated on the quarterly refresh — not a link dump, not competitors.

This pillar page is refreshed quarterly. Last refresh: 19 Apr 2026. Next refresh: 18 Jul 2026.