#checklist

Audit your agent workflows for failure recovery, timeouts, retries, rollback, and human-in-the-loop coverage with a 70-point severity-ranked scorecard.

Score your RAG pipeline across 80 points — ingestion, chunking, embeddings, retrieval quality, generation grounding, observability — severity-ranked.

Score your brand's visibility in LLM answers across 100 points and 10 query archetypes. Citation surfaces, freshness signals, structured-data lift.

Score your team's AI-assisted coding policy across 50 points — review gates, accountability, IP, redaction, secrets, and approval workflows.

Audit agent observability across 60 points — trace coverage, span depth, eval signals, drift detection, cost tracking, and incident response readiness.

Score your prompt library across 100 points — coverage, versioning, eval suite, regression detection, model-fit testing, governance discipline.

Audit your AI content pipeline end-to-end across 80 points — research, drafting, fact-checking, schema, publication, refresh, and amplification.

Audit MCP servers across 75 security points — auth, secrets handling, tool scoping, audit logs, prompt-injection defense, and abuse-path coverage.

Score your team's Claude Code rollout across 50 points — config, hooks, skills, memory, security, productivity signals, and shared-skill libraries.

Audit your team's agentic AI readiness across 100 points spanning infra, governance, data, ops, and skills with severity ranking and remediation paths.