Production reliability engine
One closed loopfor production reliability.
Entelligence reviews every PR against past incidents, watches production live, and heals what breaks before the same failure ships twice.
Production Intelligence World Model
Every production signal, connected in one living graph.
- 01Codebase
Every change, read in full context: files, functions, and the callers they touch.
- 02Observability
Spans, logs, and metrics in real time. The why behind every break.
- 03Production Incidents
Each incident becomes searchable precedent: how the team resolved failure, remembered.
- 04PRs
Every PR matched against historical breakage. Where intent meets scrutiny.
- 05Agent Sessions
Often the first sign something is wrong, long before the alerts fire.
Five signals. One closed loop.
A memory that compounds with every incident.
Where every AI dollar actually goes.
Spend climbs every week. We followed one dollar of it across 1M+ PRs to see how much actually ships.
Only $0.18 of every dollar reaches production.
Measured across 1M+ PRs and 2,400+ organisations
One closed loop.
So you never pay to fix the same bug twice.
Bug fixing burns $0.44 of every AI dollar. The moment something breaks, Ellie spawns a set of agents to find the root cause in parallel, ships the fix, and verifies it against history, so the same failure never reaches production, or your bill, twice.
1Watch production
Traces spans, logs, and metrics live. A P99 spike on payments-service is ringed in the graph before the pager fires.
2Review every PR
Checks each diff against every past incident. A leak that would re-break INC-4821 is blocked with the precedent cited.
3Resolve and learn
Ships the fix, verifies it in prod, and closes the incident. The root cause is written to the learning graph as memory, so every future review recalls it.
How 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
“Scaling our engineering team meant losing visibility into the codebase. Entelligence gave it back. Every PR, every change, every incident, in one clear picture.”
Jorge Torres
CEO, MindsDB
Every signal you already run, feeding one world model.
Five kinds of production signal route into Ellie, so a review knows what broke last time and an incident knows what just shipped.
Datadog
New Relic
Sentry
Elastic Search
AWS CloudWatch
Azure Monitor
GCP
Better Stack
PostHog
MixPanel
Dupo CloudDatadogNew RelicSentryElastic SearchAWS CloudWatchAzure MonitorGCPBetter StackPostHogMixPanelDupo Cloud
PagerDuty
Zendesk
PylonPagerDutyZendeskPylon
GitHub
GitLab
Cursor
Cursor AI
Copilot
Windsurf
ClaudeGitHubGitLabCursorCursor AICopilotWindsurfClaude
Jira
Linear
Asana
DevRevJiraLinearAsanaDevRev
Notion
Confluence
Google Docs
Google Calendar
Slack
Discord
FireflyNotionConfluenceGoogle DocsGoogle CalendarSlackDiscordFirefly
EllieWORLD MODEL