🚀 Founder Copilot

**AI-Powered Startup Helper ### 🤖 Amazon Nova Models Used

Model	Bedrock Inference Profile ID	Generation	Role	Speed
Nova 2 Lite	`us.amazon.nova-2-lite-v1:0`	Gen 2	⚡ Default — all 5 features	~4-8s
Nova Pro	`us.amazon.nova-pro-v1:0`	Gen 1	✨ High-quality generation option	~6-10s
Nova Premier	`us.amazon.nova-premier-v1:0`	Gen 1	🏆 Most powerful (selectable)	~8-12s
Nova Micro	`us.amazon.nova-micro-v1:0`	Gen 1	🚀 Intent classification in Auto-Detect agent	~2-4s

Turn your startup idea into a comprehensive plan, technical architecture, development backlog, investor-ready pitch deck, and go-to-market strategy — all powered by Amazon Nova AI through Amazon Bedrock.

#AmazonNova | Category: Agentic AI | Hackathon: Amazon Nova AI Hackathon on Devpost

🎬 Demo Video

🎥 Watch the Demo on YouTube — ~3 minutes | #AmazonNova

Demo flow: Launch app → Startup Plan generation → Tech Architecture → GitHub Issues → Pitch Deck → Marketing Strategy → Demo Mode (no AWS) → Streaming SSE in real time

🎯 Try It Instantly (No AWS Needed!)

Founder Copilot includes a Demo Mode that works without any AWS credentials. Just clone, install, and run:

git clone https://github.com/omertt27/Founder-Copilot.git
cd Founder-Copilot/backend && pip install -r requirements.txt && python run.py &
cd ../frontend && npm install && npm run dev

🧪 Demo Mode activates automatically when no AWS credentials are configured. It returns realistic sample outputs so you can explore every feature immediately.

✨ Features

Feature	Description	Avg. Time
💡 Startup Plan	Comprehensive strategy with product description, target users, MVP features, 6-month roadmap, and success metrics	~6-10s
🏗️ Tech Architecture	Full tech stack recommendation with database schema, API endpoints, security considerations	~7-12s
📋 GitHub Issues	15-20 prioritized development issues with estimates, acceptance criteria, and labels	~8-14s
🎤 Pitch Deck	12-slide investor-ready pitch deck outline with talking points and visual suggestions	~8-12s
📣 Marketing Strategy	Full go-to-market plan with target audience analysis, channel breakdown, content strategy, and budget allocation (CMO-in-a-box)	~6-10s
🤖 Auto-Detect	Smart agent that detects your intent and routes to the right feature (uses Nova Micro for fast classification)	~10-15s
📡 Streaming	Real-time Server-Sent Events for progressive output rendering	Instant chunks

�� Amazon Nova Models Used

Model	Bedrock Inference Profile ID	Role	Speed
Nova 2 Lite	`us.amazon.nova-2-lite-v1:0`	⚡ Default — Gen 2 fast reasoning, great quality	~4-8s
Nova Pro	`us.amazon.nova-pro-v1:0`	✨ Gen 1 high quality, comprehensive outputs	~6-10s
Nova Premier	`us.amazon.nova-premier-v1:0`	🏆 Most powerful (selectable)	~8-12s
Nova Micro	`us.amazon.nova-micro-v1:0`	🚀 Intent detection in Auto-Detect agent	~2-4s

📸 Screenshots

Feature Selection & Input

Generated Output — Startup Plan

Generated Output — GitHub Issues

📷 To add screenshots: Run the app locally (npm run dev) and take screenshots at 1280×800 or wider. Save them to docs/screenshots/ using the filenames above. See docs/SCREENSHOTS.md for the full guide.

📝 Example Outputs (One-Liners)

Here's what each feature generates from a simple prompt like "AI meeting assistant that records, summarizes, and creates action items":

Feature	Sample Output Highlights
💡 Startup Plan	Product description, 3 user personas, 7 MVP features, 6-month roadmap with milestones, 7 KPIs, 3 risk mitigations
🏗️ Tech Architecture	Next.js + FastAPI + PostgreSQL stack, system architecture diagram, 4-table database schema, 10 API endpoints, security & scaling notes
📋 GitHub Issues	17 prioritized issues (#1 Project Setup → #17 Rate Limiting), each with priority, estimate (S/M/L), acceptance criteria, and labels
🎤 Pitch Deck	12 slides (Cover → The Ask), $37B problem stat, TAM/SAM/SOM market sizing, competitive matrix, $2.5M ask with fund allocation
📣 Marketing Strategy	6-section GTM plan, channel matrix (SEO/Paid/Social/Email), content calendar, persona targeting, 90-day launch roadmap, KPIs

📊 Performance Metrics

Metric	Value
Startup Plan generation	~4-8 seconds (Nova 2 Lite default)
Tech Architecture generation	~4-8 seconds (Nova 2 Lite default)
GitHub Issues generation	~5-10 seconds (Nova 2 Lite default)
Pitch Deck generation	~4-8 seconds (Nova 2 Lite default)
Marketing Strategy generation	~4-8 seconds (Nova 2 Lite default)
Intent detection (Auto)	~1-2 seconds (Nova Micro)
Demo mode response	~1-3 seconds (simulated)
Average tokens per response	1,800 - 3,000 tokens
Rate limit	10 requests/minute per IP
Total codebase	32+ files, 3,100+ lines

🛠️ Tech Stack

Backend

Python 3.11+ with FastAPI
Amazon Bedrock (Nova 2 Lite, Nova Pro, Nova Premier, Nova Micro)
boto3 for AWS integration
slowapi for rate limiting
Pydantic v2 for request/response validation

Frontend

React 18 with Vite 6
react-markdown for rendering
Framer Motion for animations
react-icons (Heroicons v2) for UI icons

�� Quick Start

Prerequisites

Python 3.11+
Node.js 18+
(Optional) AWS Account with Bedrock access for real Nova AI responses

1. Clone the Repository

git clone https://github.com/omertt27/Founder-Copilot.git
cd Founder-Copilot

2. Backend Setup

cd backend
python -m venv venv
source venv/bin/activate  # On Windows: venv\Scripts\activate
pip install -r requirements.txt

3. Configure Environment

cp .env.example .env

Option A: With AWS credentials (full power):

AWS_ACCESS_KEY_ID=your_access_key_here
AWS_SECRET_ACCESS_KEY=your_secret_key_here
AWS_REGION=us-east-1

Option B: Demo mode (no credentials needed):

DEMO_MODE=true
# Or just leave AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY empty

4. Start Backend

cd backend
python run.py

Backend runs at: http://localhost:8000 API docs at: http://localhost:8000/docs

5. Frontend Setup

cd frontend
npm install
npm run dev

Frontend runs at: http://localhost:5173

📁 Project Structure

Founder-Copilot/
├── backend/
│   ├── app/
│   │   ├── __init__.py
│   │   ├── main.py              # FastAPI app entry point
│   │   ├── config.py            # Environment & settings (+ demo mode)
│   │   ├── nova_client.py       # Amazon Nova/Bedrock client
│   │   ├── prompts.py           # All prompt templates
│   │   ├── models.py            # Pydantic schemas
│   │   ├── routes.py            # API endpoints (7 routes)
│   │   └── demo_responses.py    # Mock data for demo mode
│   ├── run.py                   # Server runner
│   ├── requirements.txt
│   ├── .env                     # Your credentials (gitignored)
│   └── .env.example             # Template
│
├── frontend/
│   ├── src/
│   │   ├── components/          # React components (7 files)
│   │   ├── services/api.js      # API client with SSE streaming
│   │   ├── App.jsx              # Main app (state, routing, history)
│   │   ├── App.css
│   │   ├── index.css            # Global design system
│   │   └── main.jsx             # Entry point
│   ├── index.html
│   ├── package.json
│   └── vite.config.js
│
├── docs/
│   ├── screenshots/             # Demo screenshots
│   └── SCREENSHOTS.md           # Screenshot recording guide
├── README.md
├── PROJECT_REPORT.md            # Full system architecture report
└── .gitignore

🔌 API Endpoints

Method	Endpoint	Description	Rate Limited
`POST`	`/api/generate/startup-plan`	Generate startup plan	✅ 10/min
`POST`	`/api/generate/tech-architecture`	Generate tech architecture	✅ 10/min
`POST`	`/api/generate/github-issues`	Generate GitHub issues	✅ 10/min
`POST`	`/api/generate/pitch-deck`	Generate pitch deck	✅ 10/min
`POST`	`/api/generate/marketing-strategy`	Generate marketing strategy (CMO)	✅ 10/min
`POST`	`/api/generate/auto`	Auto-detect & generate	✅ 10/min
`POST`	`/api/generate/stream/{feature}`	Streaming generation (SSE)	✅ 10/min
`GET`	`/health`	Health check (includes `demo_mode` flag)	❌

Response Format

{
  "feature": "startup_plan",
  "content": "# 💡 Startup Plan: ...",
  "model_used": "nova2lite",
  "tokens_used": 1847,
  "generation_time": 8.42,
  "demo_mode": false
}

🧪 Demo Mode

Founder Copilot includes a built-in demo mode for trying the app without AWS credentials:

Aspect	Details
Activation	Automatic when `AWS_ACCESS_KEY_ID` is empty, or set `DEMO_MODE=true`
Outputs	Realistic, pre-written sample content for all 5 features
UI Indicator	Yellow "Demo Mode" badge in header + banner on outputs
Latency	1-3 seconds simulated delay for realistic feel
Streaming	Simulated chunk-by-chunk streaming

This makes the app instantly demoable for hackathon judges without needing AWS access.

🎬 Demo Examples

Try these prompts to see what Founder Copilot generates:

Example 1: AI Meeting Assistant

💡 Startup Plan: "AI-powered meeting assistant that records meetings, 
generates summaries, and creates action items automatically"
→ Generates: 6-section plan with 7 MVP features, 6-month roadmap, and KPIs

Example 2: Freelancer SaaS

🏗️ Tech Architecture: "SaaS tool for freelancers to track time, 
send invoices, and manage clients"
→ Generates: Full stack recommendation, database schema, 10 API endpoints

Example 3: AI Documentation Tool

📋 GitHub Issues: "Developer tool that uses AI to automatically 
write documentation from code comments"
→ Generates: 17 prioritized issues with estimates and acceptance criteria

Example 4: EdTech Platform

🎤 Pitch Deck: "Personalized AI tutor that adapts to each student's 
learning style and pace"
→ Generates: 12-slide deck with market sizing, competitive matrix, and financial projections

Example 5: B2B SaaS

📣 Marketing Strategy: "Project management tool for remote engineering teams"
  Target Audience: "CTOs and engineering managers at 10-100 person startups"
  Budget: "$5,000/month"
→ Generates: Full GTM plan with channel breakdown, content calendar, paid vs organic split, and 90-day launch roadmap

🔒 Security

Feature	Implementation
Credentials	AWS keys in `.env` (gitignored), never in code
Rate Limiting	10 requests/minute per IP (slowapi)
Input Validation	Pydantic v2 schemas with min_length constraints
CORS	Configurable allowed origins
Async Safety	boto3 calls run in thread pool executor
Error Handling	Structured error responses (422, 429, 500)

👨‍💻 Built For

Amazon Nova AI Hackathon — Demonstrating the power of Amazon Nova 2 Lite (Gen 2) alongside Nova Pro, Nova Premier, and Nova Micro for real-world startup tooling.

What Makes This Special

🧠 Nova 2 Lite (Gen 2) — Default model for all 5 features; Nova Micro for fast intent detection
⚡ Production-ready — Rate limiting, async safety, input validation, error handling
🎨 Beautiful UI — Dark theme with feature-colored accents, Framer Motion animations, responsive design
🧪 Instantly demoable — Works out of the box with demo mode (no AWS needed)
📊 Metrics built-in — Generation time, token count, and model info displayed on every output
📣 Full founding team simulation — Startup Plan (CEO), Tech Architecture (CTO), GitHub Issues (Engineering Lead), Pitch Deck (Investor Relations), Marketing Strategy (CMO)

🏆 Hackathon Submission

Project Description (copy-paste this into the Devpost submission form)

Founder Copilot is an AI-powered startup helper agent that turns any startup idea into a complete founder package in seconds. Powered by Amazon Nova 2 Lite (Gen 2, default) and Nova Pro via Amazon Bedrock, it simulates a full founding team:

💡 CEO → Startup Plan (strategy, roadmap, KPIs)

🏗️ CTO → Technical Architecture (stack, schema, API design)

👩‍💻 Engineering Lead → GitHub Issues (prioritized dev backlog)

🎤 Investor Relations → Pitch Deck (12-slide investor outline)

📣 CMO → Marketing Strategy (GTM plan, channels, 90-day roadmap)

An Auto-Detect agent (Nova Micro) classifies the user's natural language input and routes it to the right specialist automatically. All generation uses real-time Server-Sent Events (SSE) streaming for a live typewriter experience. Includes instant Demo Mode (no AWS required) so judges can test every feature without credentials.

Built with FastAPI + React + Amazon Bedrock. #AmazonNova

How It Uses Amazon Nova

Nova Model	Bedrock Inference Profile ID	Generation	Role in App
Nova 2 Lite	`us.amazon.nova-2-lite-v1:0`	Gen 2	Default generation model — all 5 features
Nova Pro	`us.amazon.nova-pro-v1:0`	Gen 1	High-quality generation option
Nova Premier	`us.amazon.nova-premier-v1:0`	Gen 1	Most powerful (selectable)
Nova Micro	`us.amazon.nova-micro-v1:0`	Gen 1	Intent classification in Auto-Detect agent

Testing Instructions for Judges

# Clone the repo
git clone https://github.com/omertt27/Founder-Copilot.git
cd Founder-Copilot

# Start backend (Demo Mode works without AWS credentials)
cd backend && pip install -r requirements.txt && python run.py &

# Start frontend
cd ../frontend && npm install && npm run dev
# → Open http://localhost:5173

🧪 No AWS account needed — Demo Mode activates automatically if no credentials are set. For real Nova AI responses, add your AWS credentials to backend/.env.

Grant repo access for judging (if repo is private): Share with testing@devpost.com and Amazon-Nova-hackathon@amazon.com

📝 License

MIT License — Built with ❤️ and Amazon Nova AI

Name		Name	Last commit message	Last commit date
Latest commit History 21 Commits
backend		backend
docs		docs
frontend		frontend
.DS_Store		.DS_Store
.gitattributes		.gitattributes
.gitignore		.gitignore
PROJECT_REPORT.md		PROJECT_REPORT.md
README.md		README.md

Folders and files

Latest commit

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🚀 Founder Copilot

🎬 Demo Video

🎯 Try It Instantly (No AWS Needed!)

✨ Features

�� Amazon Nova Models Used

📸 Screenshots

Feature Selection & Input

Generated Output — Startup Plan

Generated Output — GitHub Issues

📝 Example Outputs (One-Liners)

📊 Performance Metrics

🛠️ Tech Stack

Backend

Frontend

�� Quick Start

Prerequisites

1. Clone the Repository

2. Backend Setup

3. Configure Environment

4. Start Backend

5. Frontend Setup

📁 Project Structure

🔌 API Endpoints

Response Format

🧪 Demo Mode

🎬 Demo Examples

Example 1: AI Meeting Assistant

Example 2: Freelancer SaaS

Example 3: AI Documentation Tool

Example 4: EdTech Platform

Example 5: B2B SaaS

🔒 Security

👨‍💻 Built For

What Makes This Special

🏆 Hackathon Submission

Category

Project Description (copy-paste this into the Devpost submission form)

How It Uses Amazon Nova

Testing Instructions for Judges

📝 License

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