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GTM AI Index
Index › Products › DubBot · October 2026 Edition
1 category · Ranked

DubBot

45Judge labels
7First choices
1Negative labels
12 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10-05.2, every buyer segment counted.
Best standing
11% in Website governance for small business buyers
Rank 10 of 98 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 0% of its 14 labels there were negative.
What the models named instead of DubBot →
By buyer segmentStrongest at small business.
In website governance · 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 DubBot 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.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Website governance and accessibilityMarketing2%10 of 980%14accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for DubBot yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated DubBot across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.501001
GPT-5.4 mini01001
Gemini 3.5 Flash04004
Perplexity Sonar10203
Grok 4.1 Fast00000
Mistral Small00000
DeepSeek V4 Flash00101
Llama 4 Maverick00101
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX00000
MiniMax M2.500000
GPT-6 Luna11002
Muse Glimmer 30B00101

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
Direct10 labels1
Paraphrase8 labels3
Comparative9 labels3not counted in share
Budget-constrained9 labels3
Scale-constrained4 labelsNone
Negative5 labelsNone
First choiceAlternativeMentionNegative45 labels in all, every segment counted; 7 of the 10 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.

“DubBot is the best fit for a limited-budget company needing both website governance and accessibility coverage” Perplexity Sonar · Website governance · budget prompt · first choice
“For broad governance, demo Siteimprove, Silktide, and DubBot” GPT-6 Luna · Website governance · comparative prompt · first choice
“get a quote from DubBot: it combines accessibility checks with governance policies and other site-quality checks, but doesn’t publish pricing.” GPT-6 Luna · Website governance · budget prompt · alternative
“Best governance-heavy alternative: DubBot or Siteimprove” GPT-5.4 mini · Website governance · direct 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.

No model argued against it.

Named alongside

The products named in the same answers as DubBot, over the 45 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and DubBot was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Siteimprove31 of 455Not among the top eight
Silktide29 of 457Not among the top eight
Acquia Web Governance18 of 454Not among the top eight
UserWay17 of 452Not among the top eight
accessiBe15 of 450Not among the top eight
Monsido10 of 450Not among the top eight
Pope Tech9 of 452Not among the top eight
PowerMapper9 of 451Not among the top eight
AudioEye9 of 450Not among the top eight
EqualWeb8 of 450Not among the top eight
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named DubBot. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 45 of the 45 answers that named DubBot and are not a share of its labels.

Domains cited

g2.com33
silktide.com24
us.fitgap.com19
accessibilitychecker.org17
gitnux.org14
webtonic.io14
zipdo.co14
accessible.org10
dubbot.comYour site10
sourceforge.net10

155 of the 165 domain citations in answers naming DubBot came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

dubbot.com is not in Google's top ten for any of the category's searches. In the answers, DubBot takes 2% of first choices and Siteimprove takes 25%.
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In search

Google, US estimates
Position for “website governance and accessibility platform”
–
not in the top ten
Position for “best website governance and accessibility platform”
–
not in the top ten
Searches for its name, Google
590 a month (“dubbot”)
AI search demand for its name, est.
3 a month
Organic visits to its site
about 6,988 a month
Searches its site ranks for
996 · 114 in the top three
Sites linking to it
2,146
Paid Google search
No ads found in the estimate; that does not mean it runs none
Ads on GoogleDetailLess
17 ads · 17 text · 10 shown in the last 30 days

First shown December 2024, as Blaine Herman, verified. Ads started 2025-11 to 2026-10: 10 in the year, 7 before.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
2%
rank 10 of 98 in website governance
Segment leader
25%
Siteimprove
First choices
7 across its categories
Named in
45 answers
Its own site cited
in 45 of the answers that named it

Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

What it publishes

ShowHide
Addresses on dubbot.com
334
subdomains included
Content
6
counted in the table below
Documentation
326
Product · Integration
0 · 0
KindPagesLast 90 days2025-11 to 2026-10LatestCategories named
Comparison402025-08-07
Glossary or explainer202026-06-26
How it is countedHide how it is counted

Every page dubbot.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. Read October 5, 2026.

Follow DubBot

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

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 DubBot'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 DubBot, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for DubBot by email, built from the raw record of the edition. It shows:

  • where DubBot is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name DubBot, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.
The subscriber app

A verification link goes to your work email; an address at dubbot.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.