20% of first choices, contested.
The floor is 12 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. How the floor is measured
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
“**Tools to Approach with Extra Caution or Avoid (if possible):** - **Profound**: Privacy concerns” Grok 4.20, negative prompt
“rated this tool poorly (1.1/10), describing its methodology as "spurious."... Likely to waste time until the underlying data model is refined.” Qwen 3.7 Flash, negative prompt
“Mid-market companies often struggle with "pay-per-keyword" pricing from massive enterprise suites (like Semrush/Ahrefs) which can get astronomically expensive” Qwen 3.7 Flash, scale prompt
“**General Red Flags Across Many Tools (e.g., Otterly.ai, Peec AI, Scrunch, Geneo, Rankscale):**” Grok 4.20, negative prompt
79 of 84 answers in this category came back with a source list, from 14 of 6 models: citations where the model returns them, or the search results it consulted. 1145 links across 313 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 36 answers across every segment cited this index's own page for the category.
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Otterly otterly.ai | 20% | 103 | 880 | 5 | 1,612 | 23 | ||
| Peec AI peec.ai | 16% | 93 | 2,400 | 12 | 1,162 | 41 | ||
| Profound tryprofound.com | 15% | 126 | 90,500 | 2,284 | 42,887 | $318 | 50 | 1 |
| HubSpot parent site HubSpot AEO Grader 9% | 9% | 80 | 368,000 | 9,776 | ||||
| Semrush semrush.com Semrush AI Visibility Toolkit 5% | 5% | 105 | 90,500 | 2,055 | 2,885,637 company | $1,727 | 103 | |
| Rankscale rankscale.ai | 5% | 32 | 480 | 1 | 891 | 5 | ||
| SE Ranking seranking.com SE Ranking 4%, SE Visible 2% | 5% | 97 | 8,100 | 207 | 309,691 | $2,632 | 50 | 6 |
| Brand24 brand24.com | 4% | 178 | 2,900 | 61 | 28,164 | 67 | ||
| Scrunch scrunch.com | 2% | 42 | 8,100 | 2,957 | 2,897 | 14 | ||
| AirOps airops.com | 2% | 29 | 6,600 | 31 | 2,668 | $1,550 | 20 |
Google's top ten for the two searches hold 17 sites; 2 of them are among the sites the models cited here (tryprofound.com, zapier.com). The first result for “ai visibility and answer engine tracking tool” is tryprofound.com.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
ShowHideEvery judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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