AI Acceptance Criteria Generator

AI AI Test Generation

Produces testable acceptance criteria covering the main flow, alternates, validation, permissions and non-functional needs, in Gherkin or checklist form. Your input is sent to the Mutqan AI service; nothing is stored beyond usage counters.

Privacy: This input is processed securely through the Mutqan AI service. We do not store your prompts or results — only anonymous usage counters for rate limiting.

How to use AI Acceptance Criteria Generator

  1. Open the tool and paste a user story.
  2. Optionally add context (feature description, acceptance criteria, environment) — the more concrete the input, the better the result.
  3. Pick the options (count, output language, focus) and press the action button.
  4. Review the structured result in the table, then copy or download it as Markdown, CSV or JSON.

AI Acceptance Criteria Generator features

  • Given/When/Then criteria plus a one-sentence checklist form of each rule
  • Covers main flow, alternate flows, validation, permissions, error handling and non-functional needs
  • Open questions list for genuinely missing business rules
  • Export as .feature (Gherkin), Markdown, CSV or JSON
  • Choose English, Arabic or Hindi for the generated text — identifiers, HTTP methods and technical tokens always stay in English.

AI Acceptance Criteria Generator example

Story → criteria

Input:

As an Admin I want to delete an individual lookup value so that small fixes take seconds

Output:

AC-1 Given an Admin on the Country lookup page and an unreferenced value, When they delete it and confirm, Then the value disappears from the list without a reload…

Frequently asked questions about AI Acceptance Criteria Generator

Gherkin or checklist — which should I use?

Gherkin (Given/When/Then) suits teams that automate with Cucumber/SpecFlow; the checklist form is easier to review with product owners. Both are always generated; the style option only tunes the wording.

Is my input stored?

No. Your text is sent to the Mutqan AI service and the structured result is returned to your browser. We do not store prompts or outputs — only anonymous usage counters used for daily limits.

How many generations can I run?

Anonymous visitors get a small daily allowance per network address; registered users get a higher daily quota. The remaining count is shown under every result.

Can I get the result in Arabic or Hindi?

Yes — choose the output language. Natural-language fields are written in that language while identifiers, HTTP methods, paths and other technical tokens stay in English.

Technical notes

Your input is sent to the Mutqan AI service over an encrypted connection; prompts and results are never stored — only anonymous usage counters used for rate limiting.

The AI must answer with strict JSON that is validated against a schema on the server before anything is rendered; malformed answers are retried once and then rejected with a clear message.