Better evidence. Better decisions.
A measured improvement loop, not an AI that silently rewrites your business advice.
Observe
Check source runs and outcomes. Keep missing data, estimates and verified results separate.
Evaluate
Turn reproducible concerns into tests. Compare a candidate against a frozen benchmark, including safety and speed.
Review & release
A person reviews the evidence and the change. Preserve a rollback path; never promote on positive ratings alone.
What this means for your business
Product ideas need evidence of buyer demand, not just popular downloads. Machine recommendations need your materials, tolerances, budget and workload. Profit comparisons need fees, labor, failures, fulfillment and acquisition costs. Repair success needs a validated output, not just a completed download.
New data updates the findings on the next page load. This version does not automatically retrain models, collect private prompts, connect unlicensed sources or deploy generated code. The free repair tool stays available without a login.