AI Architect - LLM-Powered Roadmap Generator

An advanced AI system that transforms product ideas into detailed, tool-augmented roadmaps with tailored prompts for 64+ AI tools.

Quick Start

1. Set API Key

export ANTHROPIC_API_KEY='your-key-here'

2. Run Web UI

python3 app.py

Then open: http://localhost:8080

3. Or Use CLI

python3 demo.py "Your product idea here"

Features

✅ LLM-Powered: Uses Claude to generate custom roadmaps for ANY idea ✅ Context-Aware: Every output references your specific domain, user, and goal ✅ Fast Tool Routing: Keyword matching algorithm routes tasks instantly ✅ Tailored Prompts: Generates copy-pastable prompts specific to each tool ✅ Beautiful UI: Glassmorphic interface with animated backgrounds

Architecture

• models.py - Data structures (Tool, Task, Phase, Roadmap)
• llm.py - LLM abstraction layer (Anthropic Claude)
• prompt_templates.py - Phase-specific templates for 15+ common tools
• tool_architect.py - 4-stage pipeline (profile → plan → route → generate)
  • Stage 1: Project Profiler (LLM)
  • Stage 2: Phase Planner (LLM)
  • Stage 3: Phase Categorizer (keyword matching)
  • Stage 4: Tool Router (keyword matching) + Hybrid Prompt Generator (templates + LLM fallback)
• app.py - Flask web interface
• demo.py - CLI interface
• tool_knowledge_base.json - Registry of 64 AI tools

Requirements

pip install -r requirements.txt

Dependencies:

• anthropic (Claude API)
• flask (web UI)
• fpdf (PDF export)
• python-docx (DOCX export)

Performance

Current (Optimized):

• Generation time: ~8-15 seconds (was ~90 seconds)
• Cost per roadmap: ~$0.01-$0.03 (was ~$0.15-$0.30)
• LLM calls: ~5-15 (2 planning + 3-13 prompts for niche tools)
• Template coverage: 85-95% of prompts use instant templates

Optimizations:

• ✅ Keyword matching for tool routing (eliminated 28 LLM calls)
• ✅ Phase-specific templates for 50+ common tools (instant generation)
• ✅ Claude Haiku for prompt generation (10x cheaper, 2-3x faster)
• ✅ Parallel LLM calls with asyncio (3-5x speedup)
• ✅ LLM fallback for specialized/niche tools (maintains quality)

Supported tools with templates (50+):

• AI Assistants: Claude, ChatGPT, DeepSeek, Perplexity
• Image Gen: Midjourney, DALL-E, Ideogram, Leonardo, Recraft, Adobe Firefly, Stable Diffusion
• Code: Cursor, Windsurf, GitHub Copilot, Replit Ghostwriter
• Design: Figma, Canva, Framer, Gamma
• Productivity: Notion, Airtable, Notion AI
• Audio: ElevenLabs, Murf, Suno
• Video: Runway, Synthesia, HeyGen, Colossyan, Fliki, Pictory, CapCut, Luma, Descript
• Automation: n8n, Make, Zapier
• Customer Support: Intercom Fin, Chatbase, Zendesk AI
• Marketing: HubSpot, Copy.ai, Surfer SEO, Jasper, Grammarly
• No-code: Replit, Bubble, Spline
• Meetings: Otter.ai
• And more...