Unlinked Brand Mentions: Do They Actually Matter?
Unlinked brand mentions pass no ranking credit in Google Search. They are how AI engines name brands. What the data shows, and how to act on it.
GTM Strategy x AI Automations
OrganiKPI
AI-First Marketing Intelligence
We measure how ChatGPT, Google AI Mode, Perplexity and the rest decide what to cite, then publish what we find. SaaS and B2B teams bring us in to apply it.
153,425
AI citations analyzed
5
Engines tracked every run
MIT
Open-source GEO/AEO tracker
Research
What the studies measured
42,971
Citations decoded in Google AI Mode
550
Responses, Reddit citation study
456
Responses, LinkedIn citation study
MIT
Tracker and crawler, open source
About
Who runs this
OrganiKPI is a one-person practice. Prompt sets get fixed before collection, run through our own tracker, and every number is recomputed from the raw snapshots before it is published. The consulting work is that same method pointed at your own prompts.
- Measurement Fixed prompt sets run across five AI engines, same hour, same country
- Open-source tools A GEO/AEO tracker and an SEO crawler, both MIT licensed
- Published method Every figure recomputed from the raw snapshots before it ships
- Applied work The same pipeline pointed at the prompts your buyers actually use
Writing
Latest research
Measurements, method notes and guides on SEO, GEO and AI search.
GTM Strategy
The 10 Best AI Chatbots for Websites in 2026
Technical SEO
The 10 Best Website Monitoring Tools in 2026
Questions about any of this?
Happy to talk through the method, the data, or applying it to your own prompts.
Contact