What's broken today

P.01

Everyone is a builder, few can judge security.

Vibe coding turns anyone with an idea into a builder. Most lack the security expertise to judge whether the application they generated is safe to ship.

P.02

Volume outpaces traditional reviews.

The barrier to building software has collapsed. Traditional AppSec processes can't scale to review every prototype, internal tool, and side project that quietly moves to production.

P.03

Vibe coding bypasses the traditional SDLC.

No tickets, no design reviews, no pipelines to gate. Security has no visibility into what's being built and no way to enforce the security standards that govern the rest of the organization.

How it works

H.01

Integrate into every AI coding tool.

Integrate into Claude Code, Lovable, and the vibe coding tools your organization uses, with immediate visibility and control over what gets built.

H.02

Continuous discovery of vibe coded projects.

Identify vibe coding across the organization, building a live inventory of apps, prototypes, and internal tools otherwise invisible to security.

H.03

Context-aware security enforcement.

Analyze every implementation in real time, apply your security controls, and prevent unsafe patterns before they're committed.

H.04

Continuous validation as the project evolves.

Vibe coded projects rarely stay static. Validate every change as the app grows, so security keeps pace and nothing drifts out of compliance.

Integrates in minutes

Connect seamlessly to the tools you already use to extract context, route insights to builders, and make secure-by-design a natural part of your development flow.

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Key benefits

R.01

Visibility into vibe coded applications

Discover every app being built across the organization, including the ones that never touch the official SDLC.

100%

Visibility

Live inventory across every vibe coding tool your builders are using.

R.02

Consistent security regardless of the builder's skill

Apply the same security standards whether code is written by a staff engineer or a marketing manager prototyping on a Friday afternoon.

10x

Consistency

Same security baseline applied to every builder, regardless of role or experience.

R.03

Enable safe AI innovation

Prevent insecure patterns at generation, so builders don't ship risky vibe-coded applications.

3x

Prevention

Every vibe coded app reviewed against your security standards before it ships.

Trusted by world-recognized brands

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Explore use cases

Continuous threat modeling

Continuous threat modeling
that adapts with your products and catches threats with live threat models for builders and agents.

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Continuous threat modeling
Secure spec driven development

Secure spec driven development
with context-aware controls in every spec, so secure implementation ships from the source.

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Secure spec driven development
Secure agentic development

Secure agentic development
and spot every agent at work and infuse security at the point of implementation.

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Secure agentic development
Identify design to implementation drift

Identify design to implementation drift and know when code drifts from design.

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Identify design to implementation drift
Automate security design reviews

Automate security design reviews and review every single change.

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Automate security design reviews
Always on. 
Never in the way.