One closed loopfor production reliability.
Watches production. Reviews every PR. Heals what breaks.
Teams are spending more yet shipping blind.
A cost problem and a visibility problem. Most teams have both.
01 · The real cost
Of every $1 spent, only $0.18 reaches production.
Most of it goes to fixing AI bugs, reworking the output, and re-reviewing the same diffs.
- Bug fixing$0.44
- Rework$0.27
- Review friction$0.11
- Ships$0.18
The other 82% gets consumed before it reaches production.
Measured across 1M+ PRs and 2,400+ organisations
Read the full report →02 · The visibility problem
Spend goes up. Visibility goes down.
Code volume keeps increasing over time, and teams cannot process how it is affecting their codebase.
See how AI is changing your codebase.
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One closed loop.
So you never ship the same bug twice.
Ellie orchestrates four agents that hand off to each other continuously. Every incident feeds the next code review.
Watching spans and metrics. Detecting anomalies across payments-service.
Waiting for observability signal.
Waiting for incident triage to complete.
Waiting for code review verification.
Observability scanning production signals...
Code review starts when triage completes.
Connection acquired but never released on exception paths. Matches INC-441, INC-512, INC-601. Survived 4 disproof iterations, real bug.
Reads the full diff and checks it against every past incident. Cites the exact precedent.
on every PRWatches spans, logs, and metrics in real time. Detects anomalies before alerts fire.
always onTriages live failures, finds the broken line, and opens a fix PR. Coordinates the response.
triage to PRApplies the fix, runs tests, and confirms in production before closing the incident.
verified in prodHow Entelligence keeps production reliable.
Three surfaces, one operational memory. Every fix feeds the next review, so the same class of bug never ships twice.
01 · CODE REVIEW
Code review that reads your incident history.
Entelligence reads the full diff, then checks it against every past incident. It cites the exact precedent, not a generic warning.
Production-aware review. The same class of bug never ships twice.
• 47.2% F1 score• single-digit false-positive rate
Runs in your terminal too.
Review and fix without leaving the CLI.
02 · INCIDENT MANAGEMENT
Turn every incident into prevention.
Connect your stack. Entelligence learns from past incidents, detects what shouldn't be happening, diagnoses the broken line, opens the fix, and verifies it in production.
Every incident becomes searchable precedent. The loop compounds, so each one makes the next less likely.
• 184 past incidents indexed• every fix verified before close
03 · AI INSIGHTS
Track the ROI of every AI dollar.
Teams are spending blind on AI code, with no read on what it does to the codebase. Entelligence maps every AI dollar to features shipped, incidents prevented, and value that reaches production.
For the leaders and founders who answer for AI spend. We bridge the gap between AI code and quality shipping.
• $0.18 → $0.41 reaches prod• 61 incidents prevented
Why engineering leaders choose Entelligence
Jorge Torres
CEO, MindsDB
