I vibecoded an open-source CLI to measure how often your brand shows up in AI responses
by•
sharing something I built that might be useful here.
It's an open-source CLI tool called AI SOV Analyzer. The idea: AI models like ChatGPT are increasingly where buyers discover products. This tool lets you measure how often your brand shows up in AI responses vs your competitors basically "Share of Voice" but for AI.
Free to run (works with Ollama locally or free-tier APIs)
Apache 2.0 open source
Outputs a clean breakdown: presence rate, recommendation rate, missed prompts
GitHub: https://github.com/neerajkumar-n/IQ
Just fork it and give it a spin, if you guys want a UI - will be happy to build one.
Happy to answer questions if anyone wants to try it!
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Appreciate how practical this is. I’ve been focusing on SEO but I haven’t really thought about AI visibility in a measurable way. Your tool makes that concept more concrete for me. I’d be interested in running it and comparing results across a few competitors I track regularly.