Measure readiness and value

Know whether AI is improving the business.

Move past license counts and anecdotes. Establish where the organization is ready, where adoption is breaking down, and whether AI is improving the work that matters.

Assess AI Maturity Measure AI ROI

Measure what changes

Build an honest picture of AI readiness and value

Start with the assessments and measurement practices that reveal what is working, what is stuck, and where the next investment belongs.

Browse all AI Maturity resources ↓

Ready to act?

Turn AI activity into evidence

Choose the assessment that matches the question in front of you—from organization-wide readiness to engineering impact and financial return.

AEMI Assessment

Measure how AI is affecting engineering speed, quality, flow, and developer experience.

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AI Maturity Assessment

See where your workflows, data, ownership, and controls are ready—and where they are not.

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AI ROI Assessment

Connect adoption and workflow changes to an evidence-backed financial case.

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Explore AI maturity

Measure progress people and the P&L can feel

Explore readiness models, adoption, engineering productivity, governance, baselines, value measurement, and responsible scaling.

Retrieval and knowledge

Data and systems

Readiness

Opportunity selection

Adoption and skills

Teams and ownership

Reliability and operations

Value and ROI

Evaluation and quality

Productivity and measurement

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