Apollo Finds AI Payoff Missing Outside Tech

The uncomfortable takeaway is that AI’s strongest economics may still belong to its sellers, not the businesses buying it.

• –Tech companies are capturing rising revenue and margins while mainstream enterprises see limited measurable ROI.
• –Token spending is increasingly treated as a cost center when it fails to translate into workflow savings or new revenue.
• –Developers should prioritize deployment economics, accountability, and workflow redesign—not simply model usage.
• –Apollo’s macro evidence is a warning, not proof that AI has no value; task-level productivity gains can precede company-wide margin improvements.