Tag: llm-testing

2 articles

AI in Testing
Testing Non-Deterministic AI Systems: Enterprise Patterns for 2026
How enterprises test APIs and applications backed by non-deterministic AI models. Property-based assertions, statistical thresholds, golden-set evaluation, and the governance pattern that satisfies audit without forcing the model to be deterministic.
13 min readTotal Shift Left TeamApr 25, 2026
Guides
Testing Strategy for AI-Powered Applications: Quality in the Age of AI (2026)
Build a testing strategy for AI-powered applications that handles non-deterministic outputs, model drift, prompt engineering, and AI safety. Covers evaluation frameworks, statistical testing, and quality gates for AI features.
17 min readTotal Shift Left TeamDec 24, 2025