L7 Informatics — SDET
Test-to-requirements traceability automation
- Python
- embeddings
- LLM evaluation
- 21 CFR Part 11
Audited 7,750 test-to-requirement mappings for regulated traceability with a two-stage AI pipeline: embedding-based nearest-neighbor retrieval to cut 3.9 million candidate pairs down to a reviewable set, then GPT evaluation of each mapping with human-in-the-loop validation, caching, and cost controls. Full case study →