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Optifeed Radar

Optifeed Radar

Know if AI recommends your products. Open source, your keys.

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Launched August 6, 2026
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About Optifeed Radar

Optifeed Radar is an innovative open-source tool designed for brands and marketers to verify if AI recommendation systems genuinely include their products. By leveraging a CLI and MCP server, it actively questions popular AI models like ChatGPT, Gemini, Perplexity, and Claude with user-provided API keys, simulating real shopper inquiries. The tool then analyzes whether a company's products are recommended or overlooked, providing detailed insights into competitor placements and gaps in AI-driven recommendations. Running locally ensures data privacy and customization, making it ideal for businesses eager to understand and optimize their AI visibility. Its open-source nature and transparency set it apart, empowering users to verify and fine-tune their presence in AI recommendations with confidence.

Screenshots

Optifeed Radar screenshot 1
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Optifeed Radar screenshot 5

Pros

  • ✓Open-source and self-hosted for full control and privacy
  • ✓Supports multiple popular AI models for comprehensive checks
  • ✓Provides detailed raw answer data for in-depth analysis
  • ✓Helps brands identify gaps in AI product recommendations
  • ✓Runs locally, avoiding third-party data sharing

Cons

  • ✗Requires technical knowledge to set up and operate
  • ✗Limited to users comfortable with CLI and server management
  • ✗No built-in GUI, which may challenge less technical users

Use Cases

1Verifying if your products are recommended by AI in different models
2Benchmarking AI recommendation performance against competitors
3Identifying gaps in product visibility within AI chat responses
4Monitoring changes in AI recommendation patterns over time
5Testing the impact of product listing updates on AI suggestions

Pricing

Optifeed Radar is open source and free to use, allowing full control without subscription costs. However, users may incur hosting or infrastructure costs if deploying on cloud or local servers.

Quick Info

Category🤖 AI Assistants
Upvotes0
Comments1
Launched8/6/2026

Topics

Open SourceMarketingArtificial IntelligenceGitHub

Makers

Erdem Gezer

Erdem Gezer

@erdemgezer

Alternatives

•AI Recommendation Testing Tools (general concept)
•MarketMuse
•SEMrush Position Tracking
•Ahrefs Content Gap Analysis
•Google Search Console
View all Optifeed Radar alternatives →

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