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AI Prompt Compiler

Most people fight LLMs. This tool ends that fight.

View live projectNext.js 16 (App Router) + TypeScript
Prompt Compiler hero — Turn intent into production-ready prompts
8
Pipeline stages
< 2s
API response
85%+
Test coverage

Prompt engineering has a dirty secret: the gap between what you ask and what you get is enormous — and most people never figure out why. Non-technical users write vague prompts and get vague results. Developers spend 30 minutes hand-crafting instructions before they can even start getting useful output.

The cost is real. Bad prompts mean wasted AI credits, incorrect outputs, and a growing frustration that AI is overhyped. The actual problem isn't the model. It's the instruction layer — and there was no standard, no structure, no compiler for it.

Prompt Compiler domain selector

PromptCompiler is a production SaaS platform with an 8-stage AI compilation pipeline — the closest thing to a real compiler for natural language intent. You put in a loose idea. It outputs a structured, platform-aware, role-defined prompt ready to use.

The pipeline runs intent classification, semantic analysis, strategy selection, and multi-agent LangGraph orchestration in sequence — with parallel agent execution and a manager agent consolidating all outputs into clean Markdown. Every compilation tracks latency, strategy, and credits consumed.

It's not a toy. It has Supabase auth with JWT verification, row-level security, usage tracking per user, and a tiered subscription model enforced at the API level.

  • 8-stage AI compilation pipeline: intent → semantic analysis → strategy → orchestration → synthesis
  • LangGraph state graph with parallel agent execution and conditional branching
  • Groq API (Llama-3-70B) for sub-2-second inference
  • Supabase auth with JWT/JWKS verification and auto-profile creation on signup
  • Row-level security — database isolation per user enforced at the DB layer
  • Usage tracking with atomic increments and plan-based limit enforcement
  • Domain-specific workflows for Instagram, YouTube, and Blog content
Prompt Compiler compilation interface
  • API response time under 2 seconds at 95th percentile
  • 85%+ test coverage across the backend
  • Freemium model live — 5 free compilations, Pro tier in roadmap
  • ~3,000 lines Python backend, ~2,500 lines TypeScript frontend
  • Deployed and publicly accessible, growing via organic freemium
Prompt Compiler output — structured prompt result
Prompt Compiler pricing and tiers

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