LookOut

Monitor your brand's visibility across ChatGPT, Claude, Gemini and emerging AI search engines

LookOut is the first open-source platform designed to track and optimize your brand's ranking in AI-powered search results. As LLMs become the primary gateway for information discovery, your visibility in AI responses directly impacts your business growth.

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• Multi-LLM Coverage: Monitor rankings across OpenAI GPT-4, Claude 3.5, and Google Gemini simultaneously
• Real-time Analytics: Track ranking changes and competitor movements as they happen
• Self-hosted: Complete control over your data and infrastructure
• Developer-friendly: RESTful APIs, TypeScript, and modern architecture

Get LookOut running in under 5 minutes:

# Clone and install
git clone https://github.com/10xuio/lookout.git
cd lookout
bun install

# Configure environment
cp .env.example .env.local
# Add your API keys to .env.local

# Setup database
bun run db:migrate

# Launch
bun run dev

Visit http://localhost:3000 to start tracking your AI search rankings.

LookOut uses a modern, scalable architecture optimized for performance:

graph LR
    A[User Submits Prompt] --> B[Queue Background Job]
    B --> C[Process with OpenAI]
    B --> D[Process with Claude]
    B --> E[Process with Gemini]
    C --> F[Store Results]
    D --> F
    E --> F
    F --> G[Real-time Updates]

{
  "functions": {
    "src/app/api/prompts/process/route.ts": {
      "maxDuration": 300,
      "memory": 1024
    }
  }
}

• Response Time: < 2s for status checks
• Processing Time: 30-60s for full LLM analysis
• Concurrent Users: 1000+ supported
• Uptime: 99.9% SLA
• Data Retention: Unlimited history

We welcome contributions! See our Contributing Guide for details.

# Fork and clone the repo
git clone https://github.com/10xuio/lookout.git

# Create a feature branch
git checkout -b feature/amazing-feature

# Make your changes and test
bun run test
bun run lint

# Submit a pull request

• Perplexity AI Integration - Add Perplexity search support
• Slack/Discord Alerts - Real-time ranking notifications
• API Rate Limiting - Enterprise-grade usage controls
• White-label Solution - Custom branding options
• Advanced Analytics - ML-powered insights
• Mobile App - iOS/Android companion apps

• Track brand mentions in AI responses
• Monitor competitor positioning
• Optimize content for LLM visibility
• Generate dashboard reports

• Offer LLM ranking services to clients
• Demonstrate AI search optimization ROI
• Scale monitoring across multiple brands
• Automate competitive analysis

• Protect brand reputation in AI responses
• Monitor product positioning
• Track campaign effectiveness
• Ensure accurate information propagation

This project is licensed under the MIT License - see the LICENSE file for details.

• Vercel for hosting and serverless functions
• OpenAI, Anthropic, and Google for LLM APIs
• The open-source community for amazing tools and libraries