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
Practice on your own APIs — free
Apply these ai lessons in Shift-Left API.
The Citizen Developer Edition is free for one user, with no end date — generate tests with AI, mock APIs, and run workflows on your own services. The fastest way to keep growing your testing skills after a lesson.