AI risk visibility for teams

AI is already writing your production code.
Most teams don’t know where the risk is.

Developers trust AI suggestions.
Tests pass. PRs get merged.
Hidden security and policy violations ship silently.

SyntaxValid surfaces, scores, and blocks risky AI-generated code before it reaches production.

Check your AI codeView example analysis
Analysis snapshot
Evidence, not marketing
TrustScore
72/100
AI Contribution
68 (Medium)
AI-assisted changes detected across key modules.
Policy Failed
Security and compliance rules are enforced, not suggested.
Blocking Issues
Hardcoded secret in config
CRITICAL
Unsafe input handling pattern
HIGH
AI Fix Roadmap
Prioritized fixes that measurably improve TrustScore.

What changed with AI-generated code?

Speed beats review

AI produces large code changes faster than humans can fully review.

Trust without understanding

Developers merge AI-written logic they didn’t fully reason about.

Invisible risk

CTOs can’t tell which PRs contain AI code until something breaks.

This is not a developer problem. It’s a visibility problem.

Why traditional security tools fall short

Linters check syntax, not AI-generated logic

Formatting and basic correctness do not tell you whether generated logic is safe.

SAST tools weren’t designed for hallucinated patterns

A suggestion can look legitimate while introducing brittle or unsafe behavior.

Tests don’t catch policy violations

Passing tests does not prove compliance with security and engineering rules.

Passing CI does not mean safe code

AI code can appear correct while shifting risk into production.

AI code can look correct, pass checks, and still be dangerous.

What AI risk actually looks like

Policy Failed
Automatic enforcement of security policies
TrustScore (0–100)
A single confidence score combining security, quality, and policy compliance
Blocking Issues
High-risk findings that should never reach production
AI Fix Roadmap
Prioritized fixes that measurably improve TrustScore
This is not a report.
It’s a decision system.
Analysis UI
View Docs
TrustScore
72/100
Policy Failed
Merge gate can fail when policies fail.
Blocking Issues
Hardcoded secret in config
CRITICAL
Unsafe input handling pattern
HIGH
AI Fix Roadmap
Clear next actions to reduce risk.

What SyntaxValid does (and doesn’t)

Does
  • Analyze AI-generated and human-written code
  • Surface hidden security and policy risks
  • Enforce rules with Policy-as-Code
  • Block risky PRs automatically
  • Guide remediation with AI Fix Roadmaps
Does NOT
  • Replace your IDE or CI
  • Rewrite your architecture
  • Promise perfect security
  • Hide risk behind vague scores

Who it’s for

CTOs

Visibility into what AI is shipping to production

Security teams

Enforceable policies, not best-effort warnings

Senior developers

Fast feedback without workflow disruption

You can’t secure what you can’t see.

Start validating AI-generated code with real visibility and control.

Run your first analysisView Docs

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