Every query on db.orders filters by tenantId
42 of 43 occurrences · 16 files · confidence 94%
Gap detected-src/handlers/export.ts:17 doesn't comply
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Three years. Three paradigms. Your AppSec stack stayed in 2023.
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A human still read every line.
AI outputlines / dayReviewhumanGatenightly CI
const total = items.reduce((s, it) => s + it.price, 0);
if (total > 0) {
applyDiscount(cart, coupon);tab
}
The product
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It maps your code.
It reads the whole repo once, then answers from the map.
156 files218 edges42 rules
It knows your rules.
Your rules load before the agent writes, so the line comes out right.
tenant scopingaudit-on-writeOWASP · SOC 2 · GDPR
tenant scoping
audit-on-write
soft-delete only
refunds > 500€ → finance.manager
context → agent
✓ tenant scoping
✓ audit-on-write
✓ soft-delete only
✓ refunds > 500€ → finance.manager
>
It blocks the destructive.
Secrets, protected paths, risky deletes: stopped as they happen.
secret guardprotected pathsrisky deletion
agent · vibedefend guard
It filters the noise.
Every finding is checked against the map. The false ones never reach you.
continuous scan110 → 3tokens -92%
156 files · 98 functions · 218 edges · 42 rules · 110 detected → 3 exploitable · agent tokens: -92%
What scanners never see
Eight flaws only the agent can catch. Stopped before the first save.
43% of API vulnerabilities exploit business logic, not CVEs (Wallarm, 2026). No scanner catches them.
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The best open-source scanners, enriched with our rules, plus our in-house engines.
The code graph
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Autopilot
Zero YAML. Your rules, mined from your own code.
Autopilot reads your code and drafts the rules you already follow. No security engineer needed.
- 01It reads your code.
- 02It drafts the rules.
- 03You accept or reject.
Autopilot0/3
Refunds over €500 require role finance.manager
7 of 8 occurrences · 4 files · confidence 87%
Gap detected-src/handlers/refund.ts:22 doesn't comply
Every payment mutation writes audit.log(actor, amount)
31 of 34 occurrences · 11 files · confidence 91%
Gap detected-src/handlers/payouts.ts:54, +2 more
95%
of the noise filtered before your agent sees it
< 100 ms
to decide, inside the loop
270
flaws never written, per year, by ten developers
Voices
They shipped with it. Here is what they say.
Four teams, four stacks, the same outcome.
Vulnerability analysis and remediation have become significantly faster. We save valuable time every day.
OLOlivier
Tech Lead
It secures our projects by detecting and fixing vulnerabilities in code and dependencies, with seamless integration.
GEGeoffrey
CTO
We tried the same approach with other AIs and never got results this convincing.
TNAlexandre Lignon
CEO, Twenty One Nexus
Easy to use interface, fantastic customer service, ease of mind.
SRScougal Rubber
Sales, Mid Market
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CircleCITeamCityAtlassian BambooCursorWindsurf endpoint added · rules applied · 0 finding
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