Audit telemetry trace headers and user feedback collection mechanisms — Assesses whether frontend AI interfaces include telemetry correlation headers (traceparent) and qualitative user feedback loops (thumbs up/down).
User feedback loop check — verifies presence of thumbs up/down rating controls on AI outputs.
Telemetry correlation audit — checks for distributed tracing headers on AI network requests.
Evaluation readiness score — measures qualitative and quantitative monitoring signals.
AI Observability Readiness Auditor automatically crawls your website using a real headless browser to inspect: User feedback loop check — verifies presence of thumbs up/down rating controls on AI outputs. Telemetry correlation audit — checks for distributed tracing headers on AI network requests. Evaluation readiness score — measures qualitative and quantitative monitoring signals.
Engineering leads, DevOps teams, SEO specialists, and product managers who need deterministic, evidence-backed inspection reports without generic AI hallucinations.
Our engine launches an isolated browser session, captures exact network requests, response headers, DOM snapshots, and console errors, and maps observable findings to actionable remediation steps.
The free tier audits up to 5 pages instantly (5 free scans/day). Comprehensive full-site reports with deep evidence citations are available for $3.99 per audit.
Prevent runaway LLM token bills and detect unthrottled prompt interfaces
Catch raw JSON leaks, broken tool execution paths, and infinite retry loops
Audit synthetic healthcheck endpoints for sub-300ms DevOps telemetry