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Video: AI cost and ROI

A 6-minute narrated video about how the AI intelligence page measures AI spend, cost per delivery point, value and AI budgets.

Written by Wayne

This video shows how the AI intelligence page measures what your AI spend returns. It takes about 6 minutes.

What the video explains

  • Agentic maturity: the 5 levels of each pull request, and the headline level weighted by delivery.

  • AI cost: spend reported by each AI tool provider (on-demand plus usage included in the plan), and the estimated Devin spend.

  • Cost per delivery point: AI spend of active people divided by their delivery points. Lower is better.

  • The three views ($/point, $/1M tokens, tokens/point) and the three worlds (All, AI-assisted, Agents).

  • Where the money goes, and who is getting value from AI.

  • AI budgets: rules, people within budget and excess spend.

  • AI leverage hours on the Impact page, when it is enabled for your organization.

All the numbers in the video are examples.

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