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Abhishek Saikia

Contributing Writer

Abhishek Saikia

Abhishek Saikia is the Co-founder and CEO of KushoAI, an AI-native API testing and software reliability platform used by 30,000+ engineers across 6,000+ organizations. KushoAI introduced APIEval-20, an open benchmark for evaluating AI agents on real-world API bug detection. Prior to KushoAI, Abhishek built and scaled engineering teams across enterprise software. Find him at kusho.ai.

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Why API Test Generation Is a Judgment Problem, Not a Code Generation Problem

When we started using large language models for API test generation at KushoAI, the results were impressive on the surface. Tests appeared in seconds. Coverage breadth went up. The team was excited. Then we looked more carefully at what was being produced. On one endpoint, the model generated 26 tests where a senior QA engineer [โ€ฆ]

Aug 21, 2026 ยท 3 min