Gane, the publisher, sells software in this category. Every product here is measured by the same method as in every other category. How the conflict is handled.
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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. 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%.
“I recommend bypassing enterprise-heavy compliance tools like Profound.” Gemini 3.1 Pro, paraphrase prompt
“Choosing it mainly because of the $29 price | The base plan covers four engines; Claude, Gemini and Google AI Mode are add-ons.” GPT-5.6 Sol, negative prompt
“Don’t present estimated impressions as measured AI impressions... Useful for discovery and competitive research.” GPT-6 Astra, negative prompt
“Worth evaluating, but I would interpret its results as visibility under sampled conditions—not a census of what buyers see.” GPT-6 Astra, negative prompt
33 of 36 answers in this category came back with a source list, from 6 of 6 models: citations where the model returns them, or the search results it consulted. 562 links across 215 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 |
|---|---|---|---|---|---|---|---|---|
| Peec AI peec.ai | 25% | 112 | 2,400 | 12 | 1,162 | 41 | ||
| Otterly otterly.ai | 25% | 124 | 880 | 5 | 1,612 | 23 | ||
| Profound tryprofound.com | 14% | 143 | 90,500 | 2,284 | 42,887 | $318 | 50 | 1 |
| Scrunch scrunch.com | 11% | 47 | 8,100 | 2,957 | 2,897 | 14 | ||
| Semrush parent site Semrush AI Visibility Toolkit 4% | 4% | 118 | 90,500 | 2,055 | ||||
| HubSpot parent site HubSpot AEO Tool 4% | 4% | 90 | 368,000 | 9,776 | ||||
| AthenaHQ athenahq.ai | 4% | 33 | 1,000 | 4 | 732 | 7 | ||
| SE Ranking seranking.com SE Visible 4%, SE Ranking 0% | 4% | 88 | 8,100 | 207 | 309,691 company | $2,632 | 50 | 6 |
| RadarKit radarkit.ai | 4% | 2 | ||||||
| Trakkr trakkr.ai | 4% | 4 |
Google's top ten for the two searches hold 17 sites; 1 of them are among the sites the models cited here (tryprofound.com). The first result for “ai visibility and answer engine tracking tool” is tryprofound.com.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Opus 5 | claude-opus-5 | 2026-09-08 14:58 | yes | 33 | 60 s |
| Direct recommendation | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-08 14:59 | yes | 36 | 62 s |
| Direct recommendation | GPT-6 Astra | gpt-6-astra | 2026-09-08 15:01 | yes | 4 | 34 s |
| Direct recommendation | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-08 15:02 | yes | 4 | 61 s |
| Direct recommendation | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-08 15:00 | yes | 13 | 53 s |
| Direct recommendation | Perplexity Sonar Pro | sonar-pro | 2026-09-08 14:59 | yes | 18 | 11 s |
| Paraphrase | Claude Opus 5 | claude-opus-5 | 2026-09-08 15:03 | yes | 22 | 73 s |
| Paraphrase | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-08 15:04 | yes | 32 | 59 s |
| Paraphrase | GPT-6 Astra | gpt-6-astra | 2026-09-08 15:05 | yes | 3 | 31 s |
| Paraphrase | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-08 15:06 | yes | 5 | 50 s |
| Paraphrase | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-08 15:05 | yes | 10 | 35 s |
| Paraphrase | Perplexity Sonar Pro | sonar-pro | 2026-09-08 15:04 | yes | 20 | 9 s |
| Comparative | Claude Opus 5 | claude-opus-5 | 2026-09-08 15:08 | yes | 25 | 85 s |
| Comparative | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-08 15:09 | yes | 37 | 59 s |
| Comparative | GPT-6 Astra | gpt-6-astra | 2026-09-08 15:11 | yes | 10 | 68 s |
| Comparative | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-08 15:13 | yes | 10 | 97 s |
| Comparative | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-08 15:10 | no | 0 | 43 s |
| Comparative | Perplexity Sonar Pro | sonar-pro | 2026-09-08 15:09 | yes | 20 | 14 s |
| Budget constrained | Claude Opus 5 | claude-opus-5 | 2026-09-08 15:14 | yes | 37 | 64 s |
| Budget constrained | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-08 15:15 | yes | 31 | 67 s |
| Budget constrained | GPT-6 Astra | gpt-6-astra | 2026-09-08 15:17 | yes | 2 | 40 s |
| Budget constrained | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-08 15:17 | yes | 5 | 35 s |
| Budget constrained | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-08 15:16 | yes | 11 | 33 s |
| Budget constrained | Perplexity Sonar Pro | sonar-pro | 2026-09-08 15:15 | yes | 20 | 10 s |
| Scale constrained | Claude Opus 5 | claude-opus-5 | 2026-09-08 15:19 | yes | 24 | 95 s |
| Scale constrained | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-08 15:20 | no | 0 | 34 s |
| Scale constrained | GPT-6 Astra | gpt-6-astra | 2026-09-08 15:22 | yes | 7 | 54 s |
| Scale constrained | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-08 15:23 | yes | 9 | 83 s |
| Scale constrained | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-08 15:21 | no | 0 | 43 s |
| Scale constrained | Perplexity Sonar Pro | sonar-pro | 2026-09-08 15:20 | yes | 15 | 15 s |
| Negative framing | Claude Opus 5 | claude-opus-5 | 2026-09-08 15:25 | yes | 23 | 82 s |
| Negative framing | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-08 15:26 | yes | 24 | 55 s |
| Negative framing | GPT-6 Astra | gpt-6-astra | 2026-09-08 15:28 | yes | 7 | 62 s |
| Negative framing | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-08 15:29 | yes | 8 | 73 s |
| Negative framing | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-08 15:27 | yes | 17 | 39 s |
| Negative framing | Perplexity Sonar Pro | sonar-pro | 2026-09-08 15:26 | yes | 20 | 13 s |
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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