Christian Slagter-Koster retweetledi

Why are brands paying $500+/month for LLM prompt trackers that just show you a number?
"You're visible in 34% of prompts." Great. Now what?
No context. No direction. No explanation of WHY a competitor gets cited and you don't. No analysis of what your content is missing. No understanding of how your web presence shapes AI perception. Just a dashboard with percentages.
That's not intelligence. That's a vanity metric.
This weekend I'm building Glippy Swarm for the Nous Research Hermes Agent Hackathon: an autonomous GEO visibility platform that does what prompt trackers can't.
7 AI agents covering 8 intelligence layers:
1. Prompt tracking -- yes, it checks citation status across ChatGPT, Perplexity, Gemini, and Copilot via live browser automation
2. Content forensics -- analyzes WHY competitor pages get cited (content depth, source citations, author credentials, format patterns)
3. Site audit -- structured data, Schema org quality, AI bot access, technical readiness, the 240+ checks I already have in Glippy(.dev)
4. Web presence mapping -- tracks your brand's mention footprint across news, reviews, forums, analyst reports, and directories vs competitors. The "training data signal" that shapes how AI models perceive your brand.
5. Multi-model analysis -- Observe what AI cites, evaluate why, recommend changes, and validate whether they actually worked. Evidence-based GEO. Market research where the AI is the market.
6. Citation Readiness Scoring -- 100-point score across content quality, authority, web presence, format, technical access, and competitive position
7. Optimization roadmap -- prioritized, specific actions. Not "improve your content." More like: "Add a comparison table, cite 5 external sources, your competitor has 47 G2 reviews and you have 8 -- that's why Perplexity prefers them."
8. Continuous monitoring -- runs on autopilot, detects changes, learns patterns, creates its own analysis skills over time. After 20 audit cycles, Glippy.dev knows that "adding FAQ schema led to Perplexity citation within 48-72 hours in 4 out of 5 cases" because it observed it happening.
The insight from building this: AI citation is roughly 95% content and authority, 5% technical. Knowing your visibility percentage is step zero. Understanding what drives it and how to change it is where the value lives.
Built on Hermes Agent using all 18 tool categories. Persistent memory. Self-improving. Runs 24/7.
Deadline Sunday. Let's see if this thing can win $7,500.
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