AI

Generate, maintain, and expand API tests using AI — the next decade of testing.

intermediate·9 min

Generating API Tests from OpenAPI with AI: What's Actually Possible

Turn an OpenAPI spec into hundreds of tests in minutes. Here's what the AI actually does well — and where it still needs you.

ai api test generationopenapi test generationai testing tools

intermediate·8 min

AI-Assisted Negative Testing: Finding Edge Cases Humans Miss

AI is remarkably good at generating weird, hostile, and boundary inputs. Here's how to use it.

ai negative testingai fuzzingadversarial testing

intermediate·8 min

AI Test Maintenance: Keeping Suites Alive as APIs Evolve

Every test suite decays. AI is finally good enough to slow the decay — if you let it.

ai test maintenancetest maintenanceflaky tests