Gane, the publisher, sells software in AI visibility, where this product is measured. It is measured there by the same method as every other product. How the conflict is handled.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Otterly is first at 51%.
Peec AI is first at 24%. 1 of 14 models made it the first choice when asked directly.
Profound is first at 49%.
“For a mid-market B2B company, Sona AI Visibility is the best starting point.”GLM 4.7 FlashX · Direct question · first choice
“Strong if you want to tie visibility directly to revenue/pipeline data, though it may skew toward slightly larger teams.”Grok 4.20 · Paraphrase question · alternative
“If you need deeper attribution and pipeline connection, Sona AI Visibility is also a strong contender.”Mistral Small · Direct question · alternative
“best if connecting AI visibility to pipeline, revenue, and AI-referred visits is the primary goal”Perplexity Sonar · Paraphrase question · alternative
No model argued against it.
The products named in the same answers as Sona AI Visibility, over the 29 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 17 | 7 | View → | |
| 17 | 3 | View → | |
| 17 | 0 | View → | |
| 16 | 9 | View → | |
| 16 | 3 | View → | |
| 9 | 0 | View → | |
| 7 | 2 | View → | |
| 4 | 1 | View → | |
| 3 | 0 | View → | |
| 2 | 1 | View → |
A side-by-side page exists where both products are among a category's top eight.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 29 of the 29 answers that named Sona AI Visibility and are not a share of its labels.
Sixty-six of the 109 domain citations in answers naming Sona AI Visibility came from a third party's page. Fourteen were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 3 | 0 | 0 | 3 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 1,560 | 15 | 2026-09-26 | SEO, CRM | |
| Glossary or explainer | 204 | 0 | 2026-06-05 | SEO | |
| Template or tool | 49 | 36 | 2026-08-20 | SEO | |
| Report or ebook | 13 | 2 | 2026-08-20 | ||
| Comparison | 13 | 2 | 2026-09-25 | SEO | |
| Case study | 1 | 0 | 2026-03-02 | ||
| Webinar or virtual event | 1 | 0 | 2025-07-16 |
Every page sona.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Of its titles that name a category, most name SEO (18); 0 name the category the models place it in. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.