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 ![Thumba AI](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_eb5c71606e08a73fdd8f5359877e5e00/thumba-thumba-ai.svg "Thumba AI")
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# Thumba AI Discussions

Thumba analyzes your user stories against industry standards like INVEST, identifying gaps such as ambiguity, incompleteness, duplicates and contradictions. Using your project context, it automatically refines existing stories or generates high-quality user stories and acceptance criteria from epics or requirements reducing manual effort by 90% with 85%+ accuracy. It then generates optimized test data covering all relevant scenarios and produces audit-ready, risk-prioritized test cases with estimates, preconditions, test data and detailed steps, providing optimal coverage for both manual and automated testing. It is built for the people accountable for the quality of business-critical software - product owners, business analysts, QA and test engineers, delivery leaders - and for the executives who carry the outcome. It helps leadership de-risk delivery through better quality, control budgets by reducing technical debt and gain a competitive edge through automation.

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