Forzeo
Track your brand inside AI answers - before your competitors
What it does
Search moved to AI. Your brand might not have. Forzeo tracks where your brand appears inside ChatGPT, Gemini, Perplexity, Claude & Google AI Overviews - with city-level precision for India & APAC. See your Share of Voice, benchmark competitors and get exact recommendations on what content to create next. GEO is the new SEO. We built the analytics layer for it.
Track how your brand appears across ChatGPT, Gemini, Perplexity & more. Forzeo combines AI analytics with actionable GEO recommendations. Built for enterprise brands.
The AI analytics platform for forward-thinking marketers — get precise strategies to dominate every generated answer. Forzeo gives you complete visibility into how AI platforms perceive and represent your brand. A quantified measure of how visible your brand is across AI-generated answers. Track progress over time with weekly reports. Understand your brand's share of AI chat mentions compared to competitors in your category across all major LLMs. Analyze positive, neutral, and negative mentions of your brand in AI responses. Spot reputation risks before they spread. Track which prompts and queries trigger mentions of your brand across all major AI platforms — ranked by SOV impact. Compare…from forzeo.com
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I trained a 125M-parameter transformer to autocomplete piano performances in real time (~108 notes/sec on an iPhone 15). The idea is basically GitHub Copilot or Tabnine, except instead of prompting it with code, you prompt it by playing a few notes on a MIDI piano. The model then continues what you played, entirely on-device. The app is free if anyone wants to try it. Happy to answer questions about the model, training, Core ML, or the many things that didn't work.
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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…
AI · 29d ago · cactuscompute.com
Source: Product Hunt launch ↗
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Parallel agents, diff reviewer, and multi-model comparisons
Dev tools · May 2026 · kilo.ai
Hey HN, Henry here from Cactus. We open-sourced Needle, a 26M parameter function-calling (tool use) model. It runs at 6000 tok/s prefill and 1200 tok/s decode on consumer devices. We were always frustrated by the little effort made towards building agentic models that run on budget phones, so we conducted investigations that led to an observation: agentic experiences are built upon tool calling, and massive models are overkill for it. Tool calling is fundamentally retrieval-and-assembly (match query to tool name, extract argument values, emit JSON), not reasoning. Cross-attention…
Life & fun · May 2026 · github.com
🌱 Private, quiet space for thinking. Simple app for .md files. - zakirullin/files.md
Dev tools · May 2026 · github.com