AI code observability · live
Your AI is cutting corners.
You just don't see it yet.
Real-time observability for AI-generated code. Catch fake tests, hidden mocks, and skipped requirements before they hit production.
Backed by data from
Gartner · Forrester · Carnegie Mellon SEI · arXiv · GitClear
The hidden cost
AI ships fast. It also ships broken.
43%
of AI-generated code needs manual debugging in production
Lightrun, State of AI-Powered Engineering 2026
24%
of AI-introduced bugs are never fixed
arXiv, 304k AI commits analyzed, 2026
4×
maintenance cost by year 2 for unmanaged AI code
CodeRabbit + DORA, 2025–2026
By 2026, 75% of technical leaders will face moderate-to-severe tech debt from AI coding assistants — Forrester
Burn Build
Two paths.
One decision per response.
Every AI response either burns your resources or builds your product. We help you see which is which — in real time.
BURN
Without observability
Burning tokens on retries
Each shortcut means 5–10× more tokens to fix later
Team burning out on AI slop
Devs spend hours debugging "fixes" that didn't fix anything
Money burns
4× maintenance cost by year 2. Tech debt compounds.
BUILD
With observability
Tokens used once, correctly
Catch shortcuts at generation. Fix prompt, not output.
Team stays in flow
No surprise debugging marathons. Trust restored.
Money builds value
Every prompt produces shippable code. ROI from day one.
Same AI. Same team. Different outcome.
How it works
Three steps. Zero friction.
1
Connect your stack
Works with Cursor, Claude Code, Kiro, Copilot, Windsurf, and any tool that calls an LLM API. One-line config change.
2
We watch silently
Every AI response analyzed in real-time for shortcuts, mocks, and skipped requirements. No blocking, no friction.
3
You stay in control
Get pushed when models try to cut corners. Skip, discuss with the agent, or auto-fix the prompt. Your call.
Detection
Six ways your AI cheats. We catch them all.
Built from analyzing 304k+ real AI commits and thousands of developer reports.
Fake tests that always pass
Tests written to satisfy the runner, not the spec. expect(x).toBe(x)
Silent requirement substitution
You asked for OAuth, got basic auth. Reported as 'done'.
Mocks left in production code
TODO: real implementation. The TODO that ships.
Skipped spec items
Model handles 3 of 5 requirements, doesn't mention the missing ones.
Hidden TODOs and shortcuts
Buried comments, suspicious early returns, 'simplified for now' patches.
Reimplemented existing code
Generates a new util when yours already exists. DRY out the window.
Features
Built for teams that ship. And the people paying for them.
Delivery Control
Team-wide visibility, no micromanagement
- Aggregate dashboard for tech leads and CTOs
- Trend lines: which teams improve, which regress
- Anonymized devs, identifiable patterns
- Quarterly reports for leadership
Prompt-to-Commit Tracing
Git blame for AI generation
- Every AI conversation linked to PRs and files
- Time-machine: replay any session, any prompt
- Find the prompt that caused yesterday's bug
- Audit trail for compliance (EU AI Act ready)
Token Economics
Real numbers, not vendor marketing
- See tokens spent on shortcuts vs real work
- Retry-loop cost calculator
- Before/after savings per developer
- ROI report for your CFO
Pricing
Pay per team. Not per developer.
No counting seats. No adoption friction. The whole team or nothing.
Founding Team
Early access. One price. All features.
$99 /month
- Up to 5 developers / team members
- All current and future features included
- Direct line to founder for feedback and feature requests
- Private community with other founding teams
Card charged today. 14-day full refund after launch, no questions asked.
Most popular
Team
For teams that ship together
$499 /month
per team, up to 20 developers
- Everything in Starter
- Team-wide dashboard with trends
- Prompt-to-commit tracing
- Slack & Linear integrations
- 30-day history
Enterprise
For regulated industries and large orgs
Custom
starting at $2,500/month
- Everything in Team, unlimited devs
- On-premise / air-gapped option
- SSO, SAML, audit logs
- Custom detection rules
- EU AI Act compliance reports
- Dedicated support & SLA
Average customer saves 10× the subscription cost in prevented retry loops alone.
Stop burning.
Start building.
Join the early access list. We'll reach out within 48 hours with a personalized walkthrough.
No spam. No drip campaigns. Just one real conversation.
The pain is real
Developers are noticing. Loudly.
What the analysts say
"40% of organizations will deploy AI observability by 2028"
— Gartner, May 2026
"75% of tech leaders will face severe AI-driven tech debt by 2026"
— Forrester
"Up to 35% more technical debt from AI-generated code"
— Carnegie Mellon SEI