Monthly savings
$1,670
Projected after repair execution
Repair plan
Prioritized gold repairs
The Repair Planner ranks each fix with impact, confidence, effort, and risk so the demo can separate quick wins from approval-gated changes.
Annual savings
$20,040
Business value for CTO and finance teams
Carbon reduction
92 kgCO2e
Estimated monthly reduction
Engineering time
44h/mo
Recovered from CI and duplicate workflow waste
Repair Priority Score = impact x confidence / effort / risk
Impact combines monthly cost, carbon, and severity. Confidence comes from agent evidence. Effort and risk reduce the score so KintsugiGuard AI does not blindly chase risky savings.
Repair Lanes
Execution grouping by autonomy and risk.
Before and After
Estimated impact after gold repairs are applied.
Quick wins
Low-risk, high-confidence fixes the agent can prepare first.
Redundant CI/CD jobs repeat the same work
5.58HighLowEffort Low
Share dependency cache, split changed-package checks, and collapse duplicate transpilation steps.
- Owner
- Developer experience owner
- Verification
- Run workflow on three representative PRs and compare runtime plus failure rate.
Bloated Docker image
4.49HighLowEffort Medium
Use a multi-stage build, prune package caches, and ship only production artifacts.
- Owner
- Service team owner
- Verification
- Run targeted regression tests and compare resource metrics.
Medium-term fixes
Worth scheduling after the fast repairs land.
Idle scheduled workloads stay warm all day
3.36HighLowEffort Medium
Convert daily batch workers to event-driven jobs with a shutdown policy outside processing windows.
- Owner
- DevOps platform owner
- Verification
- Canary deploy with utilization, latency, and rollback guardrails.
Unused dependencies in runtime package
3.12MediumLowEffort Low
Remove unused packages and consolidate overlapping date, schema, and HTTP client libraries.
- Owner
- Service team owner
- Verification
- Run targeted regression tests and compare resource metrics.
Excessive duplicate AI model calls
2.06HighMediumEffort Medium
Add prompt-hash caching, retry de-duplication, and lower-cost routing for deterministic summaries.
- Owner
- AI platform owner
- Verification
- Compare quality sample set before and after cache or routing policy.
Duplicate API endpoint and transform function
1.3MediumMediumEffort Low
Merge duplicate reporting endpoints behind a shared transform with compatibility tests.
- Owner
- Service team owner
- Verification
- Run targeted regression tests and compare resource metrics.
Missing cache for high-volume API reads
0.93MediumMediumEffort Medium
Introduce a short-lived cache for repeated tenant dashboard reads and invalidate on writes.
- Owner
- Service team owner
- Verification
- Run targeted regression tests and compare resource metrics.
Human approval
High-impact or higher-risk changes that need an owner before execution.
Over-provisioned cloud service tier
3.45CriticalMediumEffort Medium
Right-size ECS tasks to the observed p95 CPU and memory profile, then apply autoscaling guardrails.
- Owner
- DevOps platform owner
- Verification
- Canary deploy with utilization, latency, and rollback guardrails.
Suggested pull request summary
Slim runtime image and production dependencies. Add CI dependency cache and selective workflow execution. Introduce budget-aware AI API caching and routing. Apply cloud right-sizing behind canary and approval gates. Attach before/after cost, carbon, and runtime checks to the repair ledger.
Next screen
Agentic payment moment
The X402 Payment Agent buys a specialist carbon audit result only after a budget policy approves the price.
Simulate X402 payment