Catch an escape once.Regression Bank blocks it everywhere.
Regression Bank records each incident, replays the fix, and ships the guardrail across every environment. Live telemetry powers this page—Prometheus and Grafana all agree on the numbers you see.
Telemetry unavailable — showing marketing snapshot
fetch failed
Incidents become the next firmware release.
Follow the closed loop from detection to immunity—Prometheus alert → Python replay → Guardrail promotion → ISR refresh.
22:19 · Alert trips
System detects the spike. Regression Bank snapshots prompts, payloads, and model deltas in-place.
22:23 · Replay spins
Python bridge reruns the scenario with stored QA traces, guardrail policies, and TrustScore™ annotations.
05:08 · Protection deployed
Guardrails promote through Control Center, marketing updates via ISR, and Grafana reflects the closed loop.
The Bank rewinds, explains, and redeploys.
Engineers, safety leads, and Cleo specialists review the same replay with guardrail notes and prevention telemetry baked in.
See exactly how regressions are detected, triaged, and neutralized.
Every action is recorded for auditability. Teams replay incidents, export to postmortems, and route follow-up tasks automatically.
Production anomaly detected
Latency spike on medical-scorer pipeline; anomaly detector flagged regression signature.
Regression Bank match
Telemetry signature matched failure family `hallucinated-fda-guidance`. Confidence 0.97 streamed to Grafana.
Replay executed
Parallel replay across 104 related test cases. 3 additional failures detected and archived.
Fix merged
Root cause traced to prompt template change. Hotfix merged and retested.
Deploy cleared
Regression Bank signed off. Deployment resumed with verification monitors at elevated sampling.
Understand every failure. Deploy with certainty.
Filter thousands of regression cases by severity, failure family, or impacted model. Replay in minutes, export to incident retros, and block deploys before they ship.
Hallucinated FDA guidance
production-v3
Prompt injection
regression-v3-canary
Reward hacking
rlhf-exp-b12
PII leakage
assistant-v9-hotfix
Quantify the value of failure immunity.
Adjust assumptions and see how the Regression Bank converts reduced regressions into hard ROI. Numbers update instantly and export to finance dashboards.
Annual regressions prevented
182
Based on 0.5% escape rate
Incident remediation avoided
$2.4M
Avg $220K per critical incident
Engineering hours saved
6,720
12 engineers x 14 hours x 40 incidents
ROI summary
Year 1 ROI
Assuming enterprise tier pricing
Export to Google Sheets, Snowflake, or send to finance Slack channel.
Model best, median, and worst-case outcomes instantly.
See which deploys are being blocked right now.
AuraOne watches every deployment, scores confidence in real time, and blocks anything matching historical failures. Status updates stream into Slack, PagerDuty, and CI dashboards simultaneously.
deploy-5824
Regression signature match (PII leakage)
Pipeline github/actions-prod • assistant-v9
deploy-5821
Golden set violation
Pipeline gitlab/canary • internal-v9
Telemetry
Deploys guarded
+12 today
Blocked in last 24h
8 resolved
Golden set breaches
clean
PagerDuty triggered if block persists beyond 12 minutes or if customer impact detected.
Proof that the loop stays closed.
Metrics refresh with every replay. Executives, engineers, and compliance read the same Prometheus-sourced truth.
Replay harness validates model, policy, and workforce layers across every active suite.
Escapes are blocked once the guardrail ships across production, staging, and air-gapped loops.
Alert to sealed guardrail with ISR refresh and Grafana confirmation.