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Agentic ROI

Prove what your AI agents return for what they cost

  • One scale for humans, AI tools and agents
  • Cost per unit of delivered work
  • Benchmarked against similar organizations

Pensero divides your AI spend by the work that actually shipped, so the return becomes a number.

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Engineering teams already measuring with Pensero

Outcome-based measurement

Measure what AI spend returned

Evidence your CFO can audit

Pensero scores what shipped and prices it in one unit for humans, AI assistants and agents.

How Pensero works

From baseline to the right mix

  1. Step 1

    Pensero AI delivery chart with illustrative data: weekly delivery points split into human-only, AI-assisted, AI-augmented review and agentic work.

    Get a baseline

    Connect your tools and see how much delivery is human-only, AI-assisted or agentic, from day one.

  2. Step 2

    Pensero AI adoption chart with example data: 79.8% of active developers are AI-assisted this week, up from 56% in January.

    Find what moves the number

    See where AI raises output or adds rework, team by team, and what to change next.

  3. Step 3

    Pensero top agents card with example data: Varrow Migration Agent 388 delivery points, Varrow Test Agent 341 delivery points, Varrow Review Agent 276 delivery points, Varrow Triage Agent 228 delivery points.

    Keep improving

    Measure each change, compare agents and models on the same work, and adjust the mix.

  • “What I ask in return is: show me how you’re going faster.”
    Andrew EyeCEO and Founder, ClosedLoopRead story →
  • “I’ll pay for every AI tool you want.”
    Andrew EyeCEO and Founder, ClosedLoopRead story →
  • “Every investment requires a return.”
    Jordi AbadCTO, SEAT CODERead story →
  • “With Pensero we go 4x faster.”
    Andrew EyeCEO and Founder, ClosedLoopRead story →
  • “Automation, standardization, and time savings was our primary goal.”
    Nick TraylorHead of Engineering, StordRead story →

Questions teams ask

What does "return" mean in Pensero?

Cost per unit of delivered work: what your AI and agent spend actually produced, scored in delivery points. Adoption and activity are not part of it.

How is this different from tracking AI spend?

Spend is the input. Pensero measures the output and prices the return, so you see which spend paid off and which produced nothing.

How do you know what good looks like?

Pensero compares your teams with similar organizations, using a benchmark built from the delivered work of 5,000+ contributors.

What does it take to get a baseline?

Connect your tools. The baseline is live from day one, with no instrumentation project and no change to how your teams work.

Does Pensero manage agents or only report on them?

Both. Pensero pinpoints what to keep human and where each agent fits, and in the Agentic Transformation Program our team helps you make those changes.

More on Pensero's platform

Next step

See what your AI spend returns

Your cost per delivery point by type of work: human-only, AI-assisted, AI-augmented review and agentic.

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