AI Writes Your Code.
Who Verifies It Works?
An adversarial swarm of AI agents that discovers user stories, hunts bugs, proves they're real, and delivers verified fixes — governed by humans, optimized for agents.
Just your name and email. Takes 10 seconds.
discover ................ 12 user stories found
hunt .................... 9 findings from 7 hunters
disprove ................ 3 invalidated as false positives
verify .................. 6 independently reproduced
adjudicate .............. 6 accepted with evidence
fix .................... 4 fixes generated (94%, 92%, 87%, 61% confidence)
Experience Score: 74/100 (B)
Reliability 82 ████████░░
Security 71 ███████░░░
Maintainability 78 ████████░░
UX Proxies 65 ██████░░░░
Ops Readiness 74 ███████░░░
4 of 12 user journeys need attention
3 verified fixes ready · 634 symbols · 115ms
Your AI Agents Ship Code. Nobody Verifies the Outcome.
Copilot, Cursor, Claude, Codex — they write code fast. But traditional tools were never designed to verify what AI agents produce.
Linters catch syntax, not intent.
Code compiles. CI passes. The checkout flow still breaks — and no tool flags it because the logic is technically valid.
47 findings, zero priority.
Scanners hand you a wall of violations. Which ones break a user journey? Which ones are noise? You're on your own.
Nobody maps code to user outcomes.
Tools check rules. Nobody checks whether the signup flow completes, whether the error state recovers, whether the user gets what they came for.
Review fatigue is a shipping risk.
Senior devs spend hours each week reviewing AI-generated PRs they didn't author — burning time on code that looks right but behaves wrong.
How Attestra Works
Not a scanner. A governed swarm of specialized AI agents that challenge each other's work before anything reaches you.
Discover
Zero config. Detects your stack, routes, and user stories directly from code. No YAML. No manual story authoring. Attestra reads what your software actually does.
Hunt
A swarm of specialized AI hunters — each focused on one failure mode — searches your code in parallel:
- Security — SQL injection, auth bypass, secrets exposure, input validation gaps
- API Contracts — broken endpoints, missing validation, response schema mismatches
- Concurrency — race conditions, deadlocks, async/await pitfalls, thread safety
- Persistence — connection leaks, transaction safety, resource lifecycle violations
- Error Handling — missing catch blocks, swallowed exceptions, silent failures
- Performance — N+1 queries, unbounded loops, memory leaks, missing pagination
- Dependencies — known CVEs, outdated packages, license conflicts
Each hunter runs independently and classifies findings with confidence scores. New hunters are continuously added to the swarm.
Prove
A disproof agent challenges every finding. A separate verification agent reproduces it independently with hash-verified evidence. Only findings that survive both adversarial passes — with reproducible proof — reach you.
Traditional tools: 1 pass, take it or leave it.
Attestra: 3 adversarial passes, prove it or drop it.
Fix
Confidence-scored fixes for every proven finding. 92% confidence = safe to auto-apply. 61% = human review recommended. Progressive trust earns autonomy on your codebase over time.
Not Just Detection. Resolution.
Attestra finds bugs, generates verified fixes, and discovers what your users actually do — all from your code.
Confidence-Scored Remediation
Every finding ships with a concrete fix and a confidence score. Your team applies patches — not triages spreadsheets.
- Automatic rollback if syntax validation fails
- Human-in-the-loop approval for every change
- Progressive trust: starts manual, earns auto-apply rights
- Full diff preview before applying
User Stories from Code
Attestra reads your codebase and auto-discovers what users actually do — routes, flows, journeys — without manual documentation.
- "4 of 12 checkout paths have unhandled error states"
- Maps findings to real user impact, not rule IDs
- Traces code paths from entry point to outcome
- Feeds the UX Proxies dimension of your Experience Score
A Credit Score for Your Codebase
One number. Fully transparent. Shows its work. Tells you exactly what to fix next.
Grade: B
Floor constraints prevent gaming — you can't score an A by ignoring security. Every score shows its decomposition, methodology version, and top improvement paths.
Fix 3 findings → +4.2 points
Agent-First. Human-Governed.
Attestra isn't a tool that uses AI. It's a platform where AI agents do the work and humans set the rules. Trust is built through three pillars:
Human-in-the-Loop
You approve every fix. You control what gets applied. As Attestra proves itself on your codebase, it earns the right to act more autonomously — but you always hold the override. Trust is earned, never assumed.
Full Agent Observability
See what every agent did, why it decided what it decided, and what evidence it used. Replay any finding's journey through the swarm — from discovery through disproof to adjudication. Nothing is a black box.
Evidence-Based Everything
Every finding carries reproducible evidence — file, line, hash-verified code excerpt. Every fix carries a confidence score. Every recommendation shows its reasoning. No opinions. No magic. Just proof.
Your Code Stays Yours. Code is analyzed in your environment. Never stored after analysis. Privacy-first by design.
What Sets Attestra Apart
| Capability | Traditional SAST | Vulnerability Scanners | Metrics Dashboards | Attestra |
|---|---|---|---|---|
| Discovers user stories from code | No | No | No | Yes |
| Adversarial verification | No | No | No | 3 passes |
| Confidence-scored fixes | No | Basic | No | Yes + rollback |
| Maps findings to user journeys | No | No | No | Yes |
| Composite quality score | Limited | No | Yes | 5 dimensions |
| Progressive trust (auto-apply) | No | No | No | Earned autonomy |
| Agent observability | No | No | No | Full evidence chain |
Pricing
Plans for teams of every size. Your first review is free — no credit card required.
Founder Edition — Limited Lifetime Access
A small number of lifetime seats will be available at launch for early supporters. Full platform access, lifetime updates, priority support, and direct input on the roadmap.
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