GapTrap is a specification gap analysis tool that finds missing requirements in your specs before AI code generators create broken implementations. It analyzes PRDs, user stories, and technical specs upfront.

How does GapTrap prevent AI hallucinations?

GapTrap identifies undefined behaviors, missing edge cases, and ambiguous requirements in specifications. By fixing these gaps before feeding specs to AI coding tools like GitHub Copilot or Cursor, you prevent the AI from guessing or hallucinating implementations.

Which AI coding tools does GapTrap work with?

GapTrap works with all major AI coding tools including GitHub Copilot, Cursor, Claude Code, VS Code, Windsurf, and more. It validates specs before you use any AI code generator.

How does GapTrap integrate with GitHub Copilot and Cursor?

GapTrap analyzes your specifications first, identifies gaps, and exports validated specs that you can then use with GitHub Copilot, Cursor, or any AI coding assistant. The validated specs prevent AI from making wrong assumptions during code generation.

What types of specifications can GapTrap analyze?

GapTrap analyzes all types of software specifications including PRDs (Product Requirements Documents), user stories, technical specs, feature requests, API documentation, and even rough ideas or concepts. Any text-based specification works.

How accurate is GapTrap's gap detection?

GapTrap achieves 90% precision in gap detection using semantic ontology analysis. It identifies missing edge cases, undefined behaviors, and ambiguous requirements that lead to AI coding failures. Typical spec completeness improves from 47% to 94%.

Can GapTrap prevent security vulnerabilities in AI-generated code?

Yes, GapTrap identifies specification gaps that often lead to security issues. By detecting missing security requirements, authentication flows, and data handling specifications before code generation, it prevents common vulnerabilities in AI-generated code.

How does GapTrap integrate into existing development workflows?

GapTrap fits between specification and coding phases. Simply paste your spec, get gap analysis results in minutes, fix the gaps, then export to your preferred AI coding tool (Copilot, Cursor, Claude Code). It works with existing tools like GitHub, Jira, and VS Code.

What is the cost savings from using GapTrap?

Teams typically save $47K per prevented production bug, reduce debugging time by 40%, and ship 3x faster. GapTrap prevents costly rework by catching specification gaps before AI generates thousands of lines of potentially broken code.

Does GapTrap work with Claude Code and AI agents?

Yes, GapTrap is specifically designed for AI-first development workflows. It works seamlessly with Claude Code, agentic coding systems, and autonomous AI developers by ensuring specifications are complete before AI agents start building.

Find gaps in your
specs
before AI hallucinates

Know exactly what AI will build wrong. Before it builds anything.

Book Demo

Currently in private beta with early access teams

How GapTrap Works

Drop Your Spec

Paste your idea, PRD, user story, or technical spec. Any format works.

See Your Gaps

Watch your spec transform into an ontology graph. Red nodes = AI will hallucinate here.

Ship With Confidence

Export validated specs to Cursor, Claude, or GitHub Copilot. They build exactly what you meant.

[ SPEC INPUT ] Ready

Drop your spec here:

Build an AI-powered marketplace that connects local farmers directly with restaurants, handling ordering, logistics, and payment processing...

[ ANALYSIS METRICS ] Complete

GapTrap Analysis Metrics showing completeness, risk score, ambiguity, and variance

[ ONTOLOGY ANALYSIS ] 101 Gaps Found

✓ Complete ⚠ Missing/Gap ◐ Partial

Where GapTrap Fits

Your Current Workflow:

Idea → Spec → AI Coder → Broken Code → Debug Hell → Ship Late

With GapTrap:

Idea → Spec → [GAP]TRAP: spec check → Complete Spec → AI Coder → Working Code → Ship Fast

↑ The layer you're missing

Compatible with:

GitHub Claude Code VS Code Jira Cursor Copilot Windsurf

The Bug Started Here

Your spec said:

"Display user information after authentication"

What wasn't defined:

[?] Which information? Name only? Full profile? Private data?
[?] Display where? Dashboard? Modal? Email?
[?] "After" means? Immediately? Within session? Forever?
[?] Authentication fails? Show what instead?
[?] User has no information? Display placeholder? Error? Nothing?

AI filled the gaps with:

Displayed ALL user data (including SSN)
In public-facing URL
Cached forever
No fallback for missing data
No indication when auth expired

Production impact:

Compliance violation. Emergency patch. 72-hour scramble. 3 enterprise clients lost.

40-50%

of development effort fixing incomplete requirements

90%

of AI failures from spec gaps

100x

cost multiplier when found in production

What Changes When You Use GapTrap

✓

40% less debugging time

Catch gaps before code generation

✓

90% fewer hallucinations

AI can't invent what's fully specified

✓

3x faster shipping

No more "wait, that's not what I meant"

✓

Zero ambiguity bugs

Every requirement explicitly defined

✓

$47K saved per bug

Average production incident cost prevented

✓

Early validation

Faster than your standup update

Simple, Transparent Pricing

Free

$ 0 /month

5 specs analyzed per month
Core gap detection
Export to any AI tool
Community support

Pro

$ 199 /month

1,000 specs analyzed per month
CI/CD integration
Personal dashboard
Priority support
Custom detection rules

Enterprise

Custom

Custom volume pricing
On-premise deployment option
SLA guarantees
Dedicated success manager
Custom integrations

All plans include: Semantic gap detection • Ontology visualization • Export to all AI tools

Your First Gap Analysis Is Free

No credit card. No sales call. Just answers.

Our guarantee: Find critical gaps in your spec before writing a single line of code, or we'll personally review it for free.

Find gaps in yourspecsbefore AI hallucinates