TraceAIO – open-source LLM visibility tracker
I built TraceAIO, an open-source tool that prompts LLMs on your behalf and tells you whether ChatGPT, Perplexity, and Gemini mention your brand — and which competitors and sources show up instead. Yeah, this category smells a bit like a grift, same as early SEO. And I think over time it will become just SEO again, and become about good content. The tool just helps you monitor over time. It queries the browser products through real browser sessions, not APIs, runs on Docker, with an MCP server so you can query your own data through an LLM. No business model, Apache 2.0, self hosted. If you…
TraceAIO – open-source LLM visibility tracker launched on June 30, 2026 with 6 votes, #2,066 of 22,647 launches that month and more than 75% of that year's launches.
What it does
Open-source LLM brand tracker. See where ChatGPT, Perplexity, and Gemini mention your brand, and where they don
See where ChatGPT, Perplexity, and Gemini mention your brand. Find the gaps. Run real prompts against real models. Browser-based for surfaces that only exist in a browser. API-based for surfaces that don’t. A real, running TraceAIO instance loaded with sample data — explore the dashboard, prompts, competitors, and sources. No signup required. AI creates brand-neutral prompts on topics that matter in your industry, the kind of questions your potential customers actually ask. Add your own custom prompts too. Prompts are saved and reusable across runs. Browser-based models — ChatGPT, Perplexity, Gemini, Google AI Mode — are queried through real browser sessions, exactly what…from traceaio.org
In the maker’s words, at launch
I built TraceAIO, an open-source tool that prompts LLMs on your behalf and tells you whether ChatGPT, Perplexity, and Gemini mention your brand — and which competitors and sources show up instead. Yeah, this category smells a bit like a grift, same as early SEO. And I think over time it will become just SEO again…
Does a similar job
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LLM SEO Monitor2025 · llmseomonitor.com · ▲526Monitor what ChatGPT, Google Gemini and Claude recommend
LLM SEO Report2025 · llmseoreport.com · ▲302Check your brand's visibility on ChatGPT and Google Gemini
Humans vs LLMs2025 · aipageready.com · ▲138Hi HN, We just launched [AI Page Ready](https://aipageready.com) — a tool to check if your web pages are discoverable and understandable by AI tools like ChatGPT, Claude, Gemini, and Perplexity. It runs 40+ checks across six areas: Discoverability & Crawlability, Structured Data & Semantics, Content Quality, Answer-Ready Formatting, Accessibility & Rendering, and Deep AI LLM-specific checks. Would love your feedback — especially if you work in eCommerce, SEO, content, SaaS, or are trying to get traffic from AI tools. (Also open to ideas on what else to add to the tool!)
TrailsJan 2026 · trails-red.vercel.app · ▲81Hey all, Justin here. I previously built Phind, the AI search engine for developers. One of the biggest problems we had there was figuring out what went wrong with bad searches. We had tons of searches per day, but less than 1% of users gave any explicit feedback. So we were either manually digging through searches or making general system improvements and hoping they helped. This problem gets harder with agents. Traces are longer and more complex. It takes more effort to review them, so I'm building a tool that lets you analyze LLM outputs directly to help developers of LLM apps and agents…
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