SeenRank

SeenRank Blog

Our AI visibility tool scores 0/100 on itself. We’re fixing that in public.

Updated 2026-07-23. By the SeenRank team.

Short answer: we ran SeenRank on SeenRank — four real buying-intent queries across ChatGPT, Claude, Gemini-grounded Google AI, and Google Search, sixteen runs total — and our own product was mentioned zero times. Baseline score: 0/100. This series documents the climb, using only the to-do lists SeenRank generates for itself.

Why publish this?

Every tool in this category promises it can get you mentioned by AI. None of them show you their own number. So here is ours, and it is the worst number possible: 0 out of 16 runs, confidence interval 0–19, stability “stable” (a consistent zero, which is honestly funnier).

If SeenRank works, this number climbs and you watch it happen with the receipts. If it doesn’t climb, you get to watch that too. Either way it is the most honest demo we can offer, and it is exactly the kind of original, dated, first-party data that AI engines reward: the KDD 2024 Princeton/Georgia Tech GEO study measured a 41% citation-rate lift from adding statistics to a page.

The baseline, in full

On July 23, 2026 we tracked these four queries — the exact questions a buyer in our category asks:

  1. “best AI search visibility tool for local businesses”
  2. “how do I check if ChatGPT recommends my business”
  3. “most affordable AI search visibility software that tracks multiple AI engines”
  4. “best GEO tools for small businesses in 2026”

Each ran against four engines. SeenRank appeared in none of the sixteen answers. Who did appear:

  • Claude recommended Otterly, Ayzeo, PromptWatch, Profound, Rankscale, ZipTie, Scalenut, and ReachLLM depending on the query.
  • ChatGPT (no browsing) fell back to legacy SEO brands: BrightLocal, Whitespark, Semrush, Moz, Yext — a reminder that its parametric memory lags the category badly.
  • Google AI Overview named Otterly, Local Falcon, Birdeye, SE Ranking, Paige by Merchynt, Localo, SOCi, Geoptie, Searchable, and Frase.
  • Google Search put a Reddit r/localseo thread at #1 for our head query, followed by listicles from cheers.tech, ayzeo.com, semrush.com, and birdeye.com.

What the data actually teaches (that a dashboard wouldn’t)

Three things jumped out of the raw responses that a mention-rate chart would have hidden:

  1. The engines don’t agree on what the category is

    Ask ChatGPT about “GEO tools” and it recommends Google Maps APIs and GIS software. Ask Google AI Overview and it splits the answer into local SEO tools and generative engine optimization tools. Category language is still unsettled, which means the citation pool is still soft — good news for a latecomer.

  2. The sources are knowable, and there aren’t many of them

    Claude’s answers cited roughly two dozen listicles and guides. Google AI Overview cited a partially overlapping set. That is the entire wall between us and being recommended: a finite, named list of pages, plus two Reddit threads. AI visibility work is not mystical; it is a citation-by-citation ground game.

  3. Fresh, specific pages beat old, generic ones

    ChatGPT’s browsing-off answers leaned on brands with a decade of web presence. Every engine that could read the live web cited pages published or updated within months, most with 2026 in the title. Recency and specificity are doing real ranking work.

The rules of the climb

  1. We only ship fixes that SeenRank’s own daily to-do list generates. No secret consulting, no paid placements (there are none in organic AI answers anyway).
  2. Every update publishes the current score, the runs behind it, and the exact fixes shipped that week — including the ones that did nothing.
  3. The tracked queries never change. No swapping in easier queries when the number embarrasses us.

Updates will land on this blog. The current score is always public.

Run the same test on your business

The whole point of SeenRank is that this baseline takes 60 seconds to get, not an afternoon. Run the free check — no card, no signup — and see whether AI mentions you, and who it names instead. If your number is zero too, at least now you know, and the fix list is the product.