Index › GTM › Products › Sona AI Visibility · November 2026 Edition
AI visibility and answer engine tracking tools · Ranked

Sona AI Visibility

sona.com ↗

#8Best rank (enterprise)
10/14Models named it
2First choices
1Warnings
November 2026 Edition · all company sizes counted.
Ranked inAI visibility and answer engine tracking tools #8 enterprise

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.

What AI models recommend

Read the same way at every company size.

The standing depends on who is buying. Every model is asked the same questions for each company size.

Why models recommend it

“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

What gives them pause

No model argued against it.

Also on the shortlist

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.

A side-by-side page exists where both products are among a category's top eight.

How this is measured

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 →

Sources returned with these answers

The sites and pages the answers that named Sona AI Visibility came back with. A fact about retrieval, not a cause of the answer.

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.

Domains cited

sona.comIts own site29
blog.hubspot.com18
gane.ai/indexpublisher (Gane)14
getintel.ai8
sitepoint.com8
otterly.ai7
wonnda.com7
blog.closelyhq.com6
capterra.com6
peec.ai6

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 cited

Pages are listed as the models cited them.

By model

How each model answered on Sona AI Visibility across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash00000
Perplexity Sonar03003
Grok 4.2001001
Mistral Small01001
DeepSeek V4 Flash01001
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX11002
MiniMax M2.501001
GPT-6 Luna00000
Muse Glimmer 30B00000

What it publishes

Addresses on sona.com
1,992
subdomains included
Content
1,841
counted in the table below
Documentation
74
Product · Integration
0 · 5
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog1,560152026-09-26SEO, CRM
Glossary or explainer20402026-06-05SEO
Template or tool49362026-08-20SEO
Report or ebook1322026-08-20
Comparison1322026-09-25SEO
Case study102026-03-02
Webinar or virtual event102025-07-16
How it is countedHide how it is counted

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.