But shoppers don t ask AI for the best brand. They describe a problem What s the best laptop for photo editing? and get back a shelf of specific products.
Nobody asks an AI for the best brand. They ask for the best laptop, and the answer is a shelf of products. Optifeed Radar is an open-source CLI + MCP server that checks whether AI actually recommends YOUR products. Name them, and it asks real shopper questions that never mention them across ChatGPT, Gemini, Perplexity and Claude with your own API keys, then shows which products were never recommended and which rivals took the slot. Every score opens into the raw answer. Runs locally, MIT.
