GTM AI Index

Index › Vendors › Search Atlas · September 2026 Edition

2 categories · Named, not ranked

Search Atlas

6Judge labels

0First choices

3Negative labels

5 of 12Models named it

2Categories

September 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-09-16.3, every buyer segment counted.

Standing

4 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Search Atlas was named 4 times in SEO and 1 other category, where Surfer SEO led with 25%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small business78 of 103

under the label threshold

Mid-market57 of 113

under the label threshold

Enterprisenot named

No model named it for this buyer.

In seo · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Search Atlas for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant
SEO and content optimization platforms	Marketing	0%	57 of 113	33%	3	under 10 labels · led by Surfer SEO at 25%
AI visibility and answer engine tracking tools	Marketing	0%	90 of 119	0%	1	under 10 labels · led by Otterly at 20%

Movement

This is the first edition on this tier, so no move can be computed for Search Atlas yet. The next is due October 1, 2026. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.

By model

How each model treated Search Atlas across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

Model	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	0	0	0	0
GPT-5.4 mini	0	0	0	0
Gemini 3.5 Flash	0	1	0	1
Perplexity Sonar	0	0	0	0
Grok 4.1 Fast	1	0	0	1
Mistral Small	0	0	0	0
DeepSeek V4 Flash	0	0	0	0
Llama 4 Maverick	0	0	0	0
Qwen 3.7 Flash	1	0	0	1
Kimi K2	0	0	1	1
GLM 4.7 FlashX	0	0	0	0
MiniMax M2.5	0	0	0	0

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct0 labelsNone

Paraphrase0 labelsNone

Comparative2 labelsNone

Budget-constrained0 labelsNone

Scale-constrained0 labelsNone

Negative4 labelsNone

First choiceAlternativeMentionNegative6 labels in all, every segment counted; 0 of the 0 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“Search Atlas for AI automation | Newer player; less established backlink data.” Grok 4.1 Fast · SEO · comparative prompt · alternative

“Semrush, Ahrefs, Moz, Search Atlas” Qwen 3.7 Flash · SEO · negative prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

“Mixed reviews; reports of being "buggy and glitchy"; some users report continued billing after cancellation” Kimi K2 · SEO · negative prompt · soft negative

Named alongside

The products named in the same answers as Search Atlas, over the 6 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Search Atlas was named but was not.

ProductSame answerTook the first choice insteadHead to head

Ahrefs4 of 61Not in the top three

Frase4 of 61Not in the top three

Semrush4 of 61Not in the top three

Surfer SEO4 of 61Not in the top three

Clearscope4 of 60Not in the top three

MarketMuse4 of 60Not in the top three

SE Ranking3 of 60Not in the top three

Google Search Console2 of 60Not in the top three

HubSpot Content Hub2 of 60Not in the top three

Moz2 of 60Not in the top three

A head-to-head page exists where both products are in a category's top three. The other rows are the same fact without a page behind them, so they link to the product instead.

Names read as Search Atlas

What the judge wrote, as written, with how often. The vendor table decides that these count as Search Atlas; a claim can dispute any of them.

Search Atlas (OTTO) 1

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Search Atlas's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Search Atlas, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at searchatlas.com is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.