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QA for AI startups

QA for AI startups shipping faster than they can test

Agent behaviour, LLM features and the product around them, tested on every prompt, model and code change. Keep your shipping speed without shipping regressions.

AI startups ship at a pace few teams can match, often with much of the code itself written by AI assistants. The result is a product that changes daily, with model behaviour that can shift without a single line of code changing.

QAShift tests both halves: the conventional product journeys and the AI behaviour inside them, with evaluation suites that run whenever a prompt, model or knowledge source changes.

The risks we test for in ai startups

  • Model and prompt regressions

    Scored evaluations catch behaviour changes before a new model or prompt rolls out.

  • Prompt injection

    Agents resist instructions hidden in user input, documents and tool output.

  • AI-written code

    End-to-end tests prove features generated by coding assistants actually work.

  • Tool and action safety

    Agents take the right actions with the right arguments, and refuse the wrong ones.

Journeys we cover

  • Onboarding to first value
  • Core agent workflows
  • Tool and integration actions
  • Usage limits and billing
  • Admin and workspace settings
  • API and SDK

Evidence and controls

  • Prompt-injection testing
  • Evaluation history per model version
  • Security checks
  • Tests stored in your repo

Frequently asked questions

How do you test non-deterministic outputs?

With scored evaluations across multiple samples instead of exact matches, so consistency and accuracy are measured, not guessed.

Can you keep up with daily releases?

Yes. Tests run on every pull request in your CI and self-heal as the interface changes.

Do you test the product as well as the model?

Yes. AI behaviour is tested inside real product journeys, alongside conventional UI and API tests.

Is there a plan for early-stage teams?

Yes. Start on the free self-serve plan, and add a managed engineer from $499/mo when you need one.

Ship without fear.

Start testing free in minutes, or let a QAShift engineer deliver your first morning report within 5 days.