FML vs Mocha
Mocha gives you AI that generates code.
FML gives you AI + human experts who ship it to production.
AI development platform — Mocha offers AI-powered development assistance. Like other AI-only tools, complex problems fall back to you.
Feature comparison
See how AI + Human experts compares to AI-only.
| Feature | FML | Mocha |
|---|---|---|
| AI Code Generation | ✓Yes | ✓Yes |
| Natural Language Prompts | ✓Yes | ✓Yes |
| OAuth Setup (Google, GitHub) | ✓Yes | Partial |
| Payment Integration (Stripe) | ✓Yes | Partial |
| Bug Fixing & Debugging | ✓Yes | AI only |
| Complex API Integrations | ✓Yes | ✗No |
| Deployment Assistance | ✓Yes | Partial |
| Human Expert Support | ✓Yes | ✗No |
| Production-Ready Code | ✓Yes | Partial |
The FML difference: When AI generates broken code, our human experts step in to fix it. No more debugging at 2am.
When FML wins
Real scenarios where AI + Human experts outperform AI-only.
Third-Party API Integration
The problem
You need to integrate a complex API (Twilio, SendGrid, etc.).
With Mocha
Mocha's AI generates initial code, but edge cases, error handling, and rate limiting are up to you.
With FML
FML engineers implement robust integrations with proper error handling, retries, and monitoring.
Database Performance Issues
The problem
Queries are slow as your data grows.
With Mocha
Mocha can suggest indexes, but query optimization and schema redesign require human expertise.
With FML
FML engineers analyze query patterns, add indexes, and optimize your data model.
Security Vulnerability
The problem
A security audit found issues in your code.
With Mocha
Mocha's AI isn't designed for security auditing or remediation.
With FML
FML engineers review vulnerabilities and implement secure fixes.
What founders say
Hear from people who switched from AI-only tools.
“I spent 3 days trying to fix OAuth with AI tools. FML's engineers had it working in 2 hours.”
Sarah Chen
Founder, LaunchPad
“The AI writes code. FML makes sure it actually works in production. That's the difference.”
Marcus Rodriguez
CTO, BuildFast
“Having human engineers as a backstop means I can ship with confidence, not anxiety.”
Emily Park
Solo Founder
Stop debugging. Start shipping.
Mocha gives you AI that generates code. FML gives you AI + engineers who ship it to production.
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