GUARDIAN
Release Safety AI System
GUARDIAN evaluates every release across 6 risk dimensions — security, quality, coverage, documentation, architecture, and commit hygiene. It scores readiness, generates rollback plans, and monitors post-deployment health. Your team deploys with data, not hope.
GUARDIAN at a Glance
How GUARDIAN Works
Submit
CI/CD webhook triggers GUARDIAN. It fetches deployment manifests, IaC changes, and recent deployment history automatically.
Assess
Evaluates across 6 risk dimensions using upstream agent data — SENTINEL’s review, SHIELD’s coverage, CHRONICLE’s docs, ARCHITECT’s design.
Score
Release Readiness Score (0–100) with per-dimension breakdown. CRITICAL risk = automatic NO_GO recommendation. Pipeline blocked until human decides.
Monitor
15-minute post-deploy health check. CPU, memory, error rates, latency compared to baseline. Anomaly detected = instant alert with rollback plan.
What GUARDIAN Actually Produces
Every deployment gets a scored assessment, not a binary pass/fail. Your team lead sees exactly where the risk is.
Everything You Need to Ship Safely
Release intelligence, not just feature flags. GUARDIAN evaluates the full picture — from code quality to deployment topology.
Readiness Score
0–100 computed score from 6 weighted risk dimensions. Not binary — nuanced risk quantification per release.
Risk Matrix
Probability × impact scoring for every identified concern. Each risk mapped to the specific component causing it.
Rollback Strategy
Step-by-step rollback procedure generated per release. Which services revert first, data migration reversal, estimated rollback time.
Health Monitoring
15-minute post-deploy health watch. CPU, memory, error rates, P95 latency. Baseline comparison with anomaly detection.
Release Notes
Auto-generated, grouped by type: Features, Fixes, Breaking Changes, Performance, Dependencies. Each item linked to PR.
Breaking Changes
Automatic detection of breaking changes with migration guides. Dependency vulnerability scanning with CVE cross-reference.
Env-Specific Scoring
"Risk to Production: 72" vs "Risk to Staging: 31." Per-environment risk levels with targeted deployment checklists.
Pipeline Aggregation
Ingests data from all 5 upstream agents. Full pipeline health summary with cross-agent finding correlation.
Human Gate
Pipeline blocked until team lead decides. CRITICAL = automatic NO_GO. Timeout = deployment stays blocked. Never auto-approved.
Slack Alerts
Pre-deploy assessment posted to #deployments. Anomaly alerts go to #deployment-alerts. Real-time notifications throughout.
Release Reports
Release report (MD/PDF), deployment runbook, rollback playbook, release notes in GitHub release format.
Deployment History
Compares against last 30 deployments. Pattern detection for known failure modes. Learns from your team’s deployment data.
What Only GUARDIAN Does
Three capabilities no competitor can match
Full Pipeline Intelligence
GUARDIAN aggregates data from all 5 upstream agents — ARCHITECT’s design compliance, FOUNDRY’s scaffold quality, SENTINEL’s review score, SHIELD’s test coverage, CHRONICLE’s documentation freshness. Every release is evaluated against the entire development lifecycle, not just the deployment manifest.
6-Dimension Risk Scoring
Not binary go/no-go. Not just feature flags. A scored assessment across Security, Code Quality, Test Coverage, Documentation, Architecture, and Commit Quality — each weighted, each traceable to the specific upstream agent that generated the data.
Enforced Human Gate
Every production deployment requires explicit human approval. CRITICAL risk triggers automatic NO_GO — not even the team lead can override. Timeout = deployment stays blocked forever. No silent auto-approvals. Non-negotiable safety.
GUARDIAN vs. the Tools You Already Know
LaunchDarkly manages feature flags. Harness runs CI/CD pipelines. LinearB measures engineering metrics. GUARDIAN is release intelligence — the layer none of them provide.
| Capability | LaunchDarkly | Harness | LinearB | GUARDIAN |
|---|---|---|---|---|
| Release readiness score | ✗No risk scoring — feature flags only | ✗No pre-deploy risk quantification | ✗DORA metrics only — no per-release scoring | ✓0–100 score across 6 weighted risk dimensions |
| Pre-deploy risk assessment | ✗Post-deploy feature toggles, not pre-deploy | △Auto-verification after deploy, not before | ✗Tracks velocity, not deployment risk | ✓Full risk matrix before pipeline unblocks |
| Rollback plan generation | ✗Kill switch per feature, not rollback plan | △Auto-rollback on failure — no pre-generated plan | ✗No rollback capability | ✓Step-by-step rollback strategy per release, pre-generated |
| Upstream pipeline context | ✗Standalone — no CI/CD pipeline awareness | ✗Runs pipeline but doesn’t aggregate intelligence | ✗Observes Git/Jira, no agent integration | ✓Aggregates 5 upstream agents: reviews, tests, docs, design |
| Auto release notes | ✗No release notes generation | ✗No structured release notes | ✗Engineering metrics, not release docs | ✓Grouped by type: Features, Fixes, Breaking, Dependencies |
| Post-deploy health monitoring | △Feature-level error monitoring only | △Integrates with APMs for verification | ✗No deployment monitoring | ✓15-minute baseline-compared health check with anomaly alerts |
| Human decision gate | ✗No pipeline blocking | △Approval workflows — manual configuration | ✗No deployment control | ✓Pipeline blocked until team lead approves. Timeout = blocked. |
| Breaking change detection | ✗Not applicable — manages flags, not code | ✗No semantic change analysis | ✗PR metrics, not semantic analysis | ✓Auto-detects breaking changes with migration guides |
| Pricing | $20K–$120K/year + per-MAU charges | Per-module per-developer — enterprise ~$50K+/yr | $420–$549/contributor/year | ✓AI-powered release intelligence — predictable value |
The Pipeline Moat
GUARDIAN is the final gate, not a standalone tool.
LaunchDarkly manages features post-deploy. Harness executes pipelines. LinearB tracks metrics. None of them have upstream intelligence. GUARDIAN scores releases using data from every stage of development.
← From CHRONICLE
Receives documented, tested, reviewed code via "Release This →" button. GUARDIAN inherits the full development history of the release.
6-System Intelligence
Every risk dimension maps to an upstream agent. Security comes from SENTINEL. Coverage from SHIELD. Docs from CHRONICLE. Architecture from ARCHITECT. No other tool has this lineage.
OVERSEER Watches →
GUARDIAN's accuracy is monitored by OVERSEER — deployment outcomes are correlated against GUARDIAN's pre-deploy predictions to improve future scoring.
GUARDIAN is System 6 of 7
GUARDIAN aggregates intelligence from all 5 upstream agents and blocks the pipeline until a human approves. OVERSEER monitors GUARDIAN's prediction accuracy over time.
Ship faster. Ship safer.
GUARDIAN gives your team lead a scored assessment, a rollback plan, and full pipeline context — for every single deployment.
Try Live Demo →