AI Coding Agents
Hallucinate
Real-time research tracking hallucinations, failures & security vulnerabilities across 10 vibe coding platforms. Peer-reviewed data from arxiv, USENIX, and 10,000+ reviews. Continuously updated via automated signal collection from 16 data sources.
Platforms Tracked
Trustpilot Ratings by Platform
Real user reviews from the past 12 months
Prompt-to-App Builders
Core Vibe IDEs
AI Code Has 1.7× More Defects Than Human Code
CodeRabbit analyzed 470 GitHub PRs. Critical issues, security vulnerabilities, and performance bugs all significantly higher in AI-generated code.
The Production Funnel
Survival rates from vibe to production
Based on synthesis of 10,000+ reviews and documented case studies
The 5 Failure Patterns
Where vibe-coded apps consistently break
Debugging Death Spiral
AI fixes one bug by breaking something else. Credits deplete. One user burned 140 million tokens in a single month—for nothing.
Authentication & Payments
Beautiful UI, zero backend logic. The moment you need Stripe or Supabase auth, the AI runs in circles.
The 1,000-Line Cliff
Works great at 500 lines. At 1,000+, AI starts hallucinating, claiming it made changes it didn't.
Preview ≠ Production
Works in preview. Hit deploy. Nothing happens. Or old version deploys. Support doesn't respond.
First Real Traffic
20 concurrent users. Memory leaks. Crashes. One AI agent deleted an entire production database, then generated 4,000 fake records to cover it up.
Documented Failures
Real quotes from AI-native Builders and Founders
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