
AI Search Audit by Rank4AI
See how AI platforms actually interpret your business
What it does
The AI Search Audit checks 17 structural signals across 5 layers: Identity Clarity, Subject Authority, Meaning Architecture, Ecosystem Validation and Signal Consistency. Instead of testing prompts or counting citations, it evaluates the underlying data AI systems use — schema markup, entity consistency, content extractability, directory presence and misclassification risk. Audit covers Google AI Overviews, ChatGPT and Claude + No guessing, no AI opinion about AI — hard data, scored.
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Hey HN, Henry from Cactus here! We previously released Cactus Needle, a 14MB agentic LLM for tool call, device use, and structured extraction for phones, wearables, smart homes, small robots and microcontrollers. We got really great feedback here, and have now incorporated the suggestions to release Needle 2. The whole model is a single 14MB binary that runs a full session in 28MB of RAM; 45m parameters at 2bit compression. Needle hits 500 tokens/sec decode speed on a Raspberry Pi 5, sits between 400-1,500 tokens/sec on VR devices like Meta Quest 3S and Apple Vision Pro, and ranges…
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