Stay ahead of AI.

Audit a change-data-capture pipeline for gaps, duplicates, reordering, and recovery risks.

Plan a backward-compatible schema change across producers, pipelines, and consumers, with an expand-migrate-contract order and a rollback path.

Turn incident evidence into a blameless RCA with a causal chain, contributing factors, and corrective actions that owners can actually execute.

Audit a retrieval-augmented generation stack for recall, ranking, chunking, and silent misses so generator quality is not blamed for a retrieval failure.