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Use cases

Built for teams shipping with AI

One tool, read differently by each seat at the table. Everyone gets the same thing in the end: confidence that the build matches the intent.

FOUNDERS Founders

You ship with AI and outsourced teams to move fast. Norma tells you whether what came back matches what you asked for, before it reaches a customer.

  • Verify AI-generated and contractor work against the brief
  • Catch a contradiction before it becomes a refund
  • Get a number you can act on without reading the diff
PRODUCT Product Managers

You wrote the spec. Norma confirms the build honors it, and shows exactly where it drifted, in your language rather than the code's.

  • Catch requirement drift before release
  • See met, partial, missing, and contradicted per requirement
  • Hand engineering a repair prompt instead of a vague bug
ENGINEERING Engineering Managers

You own the merge bar. Norma adds a spec-fidelity gate to CI that stops low-fidelity pull requests automatically.

  • Fail any PR below a threshold you set
  • Sticky PR comment with the score and the drift
  • Reproducible, model-stamped reports for auditability
DEVELOPERS Developers

You want to know your implementation matches intent without hand-writing an eval for every ticket. Norma does the judging and hands back a fix.

  • Run norma check locally in seconds
  • Validate agent output against the requirement
  • Paste the repair prompt back into your coding agent
AGENCIES Agencies

You deliver software to clients. A Spec Fidelity report is proof, in one number, that the deliverable matches the statement of work.

  • Attach a fidelity report to every handoff
  • Settle scope disputes against the written spec
  • Catch drift before the client does
AI-NATIVE TEAMS AI-native teams

Your code is mostly generated. Verification, not generation, is your bottleneck. Norma is the layer that keeps speed from costing correctness.

  • Gate generated code on fidelity, not just tests
  • Close the loop: detect, explain, and repair
  • Works on top of Claude Code, Cursor, Windsurf, Copilot, Bolt
Did the build keep its promises?

AI can write the code.
Who verifies the intent?

Verify a build $ norma check