AI Code Confidence Infrastructure

SaaS Factory

A sample-backed, proof-driven confidence pipeline for AI-generated code. Assess, decide, rescue, monitor — each stage gated, each action blocked until evidence supports it.

View AppAssessment preview

The confidence loop

Assess → Decide → Rescue → Monitor

Every stage is gated. Action is held until evidence supports it. Presence of a signal is not proof of behavior. Missing evidence stays marked for review.

What SaaS Factory provides

AppAssessment

Confidence assessment layer

Sample-backed report previews surface detected signals and evidence gaps. Designed to help you decide what needs review before any code changes.

AppRescue

Repair planning path

Blocked by design until pre-route gates are satisfied. When evidence supports it, AppRescue provides a planning path for targeted code repair — never auto-executed.

AppGuardian

Monitoring direction

A monitoring recommendation direction designed to surface regression-prevention signals. Held until evidence supports action. No background process is running.

See a sample report preview

A composed sample report preview shows what a future AppAssessment report could look like — covering free report teaser, paid report evidence depth, AppRescue handoff relationship, and AppGuardian monitoring direction. Sample-backed and read-only. Not a customer report. Not exportable. Customer output remains blocked.

View sample report preview →

Built your app with AI?

GitHub stores your code. SaaS Factory gives it confidence, memory, and repair intelligence. The GitHub-first AppAssessment beta is an early, manual review for AI-built GitHub repos — it surfaces what is risky, broken, or unproven and what to fix next.

Read about the GitHub-first AppAssessment beta →

Engine proof status

What has been verified on the current baseline

Typecheck verified

Root typecheck has passed on the accepted baseline.

M2M CRUD verified

The many-to-many CRUD proof ladder is verified.

Browser and HTTP verified

Generated behavior is proven through HTTP/server-action and browser paths.

Engine proof surface

The compiler and proof ladder demo remains available as an engine credibility reference. It shows the underlying generation and verification machinery — not the current product demo.

Engine proof surface →