Other●●Solid
Sonde – Open-source LLM analytics (track brand mentions across LLMs)
Fills genuine pain: 'found via ChatGPT' can't be measured with old SEO tools—self-host or SaaS.
Solve My ProblemNiche Gem
marcopinato
204mo ago
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TraceAIO – open-source LLM visibility tracker
by owenthejumper·Jun 30, 2026·6 points·1 comment
AI Analysis
●●SolidBig BrainSolve My Problem
Browser-based querying bypasses anti-bot detection where APIs fail.
Strengths
- •Real browser sessions capture what users actually see, not API approximations.
- •MCP server integration enables conversational queries on brand data.
- •Self-hosted Docker deployment with residential proxy option.
Weaknesses
- •Brand monitoring category already has established SEO tools.
- •Running browser sessions at scale requires proxy costs or IP risk.
Category
Target Audience
Marketing teams, brand managers, startup founders
Similar To
Brandwatch · Mention · SEMrush
Post Description
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 use a residential proxy instead of running the browser locally I get a few cents via referral, not even enough to cover my token costs.
Demo (no signup): https://demo.traceaio.org — [email protected] / adminadmin
Code: https://traceaio.org
Long on-and-off project, finally happy to show it. Feedback welcome.
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