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Website governance and accessibility · November 2026 Edition

Silktide Governance vs DubBot

Five of fourteen models named Silktide Governance first on the direct prompt; zero named DubBot. Silktide Governance was named by fourteen of the fourteen models and DubBot by nine and Silktide Governance carries 48 labels and DubBot 19, so the shares are not directly comparable.

Silktide Governance

accepted challenger

Named in one category this edition.

DubBot

accepted challenger

Named in one category this edition.

First-choice share23%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 15; printed, not drawn.
Labels4819A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Silktide Governance reading right to left. Rank and label count are printed, not drawn.Acquia Web Governance was named alongside these two in eleven of the fourteen direct answers. Siteimprove vs Silktide Governance · Siteimprove vs DubBot · Silktide Governance vs Pope Tech

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the website governance and accessibility page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Silktide GovernanceFirst choices, of fourteen modelsDubBot
Direct50
Paraphrase41
Comparative60
Budget-constrained113 against Silktide Governance
Scale-constrained20
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the November 2026 Edition, Silktide Governance and DubBot were named in the same answer twenty-eight times, of the 117 answers naming Silktide Governance and the 37 naming DubBot. In those answers DubBot took the first choice four times and Silktide Governance nine.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Silktide Governance and DubBot stood in it.
ModelDirectSGParaphraseSGComparativeSGBudget-constrainedSGScale-constrainedSGNegativeSG
Claude Haiku 4.5SGSGSG
GPT-5.4 miniSGSG
Gemini 3.5 FlashSGSGSGSGSG
Perplexity SonarSGSGSGSGSG
Grok 4.20SGSGSG
Mistral SmallSGSG
DeepSeek V4 FlashSGSGSGSG
Llama 4 MaverickSG
Qwen 3.7 FlashSG
Kimi K2SGSGSGSG
GLM 4.7 FlashXSGSG
MiniMax M2.5SGSGSG
GPT-6 LunaSGSGSG
Muse Glimmer 30BSGSGSG
SG Silktide Governance DubBotSG first choiceSG named as an alternativeSG argued againstblank: not namedEach cell is one answer, Silktide Governance on the left and DubBot on the right.

The direct prompt

The plain question, one answer per model, grouped by where Silktide Governance and DubBot stood in it.

Silktide Governance first, DubBot an alternative

5 of 14 modelsDubBot was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Silktide Governance alternatives: AudioEye, Siteimprove, SortSite, accessiBe
Gemini 3.5 FlashSilktide Governance alternatives: Acquia Web Governance, Deque axe Monitor, DubBot, Level Access Accessibility Platform
Perplexity SonarSilktide Governance alternatives: DubBot, Level Access Accessibility Platform
MiniMax M2.5Silktide Governance alternatives: Accessiway, Acquia Web Governance, Level Access Accessibility Platform, UserWay
GPT-6 LunaSilktide Governance alternatives: Acquia Web Governance, Siteimprove

Neither was the first choice, one was named

8 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniSiteimprove alternatives: Acquia Web Governance, DubBot, Level Access Accessibility Platform, Silktide Governance
Grok 4.20Siteimprove alternatives: Acquia Web Governance, AudioEye, DubBot, Equally.ai, Level Access Accessibility Platform, Monsido, Silktide Governance, UserWay
Mistral SmallSiteimprove alternatives: Acquia Web Governance, DubBot
DeepSeek V4 FlashAcquia Web Governance, Siteimprove alternatives: Silktide Governance
Llama 4 MaverickAcquia Web Governance alternatives: Monsido, Pope Tech, Silktide Governance, Siteimprove
Kimi K2Siteimprove alternatives: Acquia Web Governance, Silktide Governance
GLM 4.7 FlashXAcquia Web Governance alternatives: EqualWeb, Insytful, Silktide Governance, UserWay
Muse Glimmer 30BSiteimprove alternatives: Acquia Web Governance, Silktide Governance

Neither was named

1 of 14 modelsThe answer made no first choice from these two in this category.
Qwen 3.7 FlashWordPress alternatives: Drupal, Level Access Accessibility Platform, Microsoft SharePoint Online, accessiBe

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Silktide Governance leads by twelve points.
Silktide Governance19%#1 of 15
DubBot6%#4 of 15
The full small business standing →
Mid-marketThe figures above
Silktide Governance leads by nineteen points.
Silktide Governance23%#2 of 15
DubBot4%#6 of 15
The full mid-market standing →
Enterprise
Silktide Governance leads by eleven points.
Silktide Governance11%#3 of 10
DubBot0%#– of 10
The full enterprise standing →

What the models said about Silktide Governance

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.

“What to Avoid ... Silktide: Premium pricing, though faster ROI” Kimi K2 · budget prompt · hard negative
“can be cost-prohibitive, as they often start at $10,000 to $20,000+ per year” Gemini 3.5 Flash · budget prompt · soft negative
“it sits above the sub-$50 tiers above” Muse Glimmer 30B · budget prompt · soft negative
“Silktide: Known for its "human-first" approach. It combines automated scanning with data on how real users with disabilities experience the site.” Qwen 3.7 Flash · comparative prompt · first choice
“An all-in-one platform for analyzing and improving websites... best for global teams needing a single dashboard for multiple sites and brands.” Mistral Small · comparative prompt · first choice
“Siteimprove and Silktide lead the field for teams that want accessibility, content quality and SEO checks in one dashboard.” Muse Glimmer 30B · comparative prompt · first choice

What the models said about DubBot

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“Pope Tech or DubBot offer genuine web governance capabilities ... at affordable price points” Claude Haiku 4.5 · budget prompt · first choice
“My default recommendation is DubBot” GPT-6 Luna · paraphrase prompt · first choice
“DubBot is a close second, especially if your organization prioritizes automated testing and custom governance rules.” Mistral Small · direct prompt · alternative
Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.