Website governance and accessibility for small business buyers
Asked as “website governance and accessibility platform”, and as “website accessibility and quality monitoring tool”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
19%
Contested · Silktide 17%
19UserWay17Silktide15Siteimprove50others
19% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
Siteimprove vs MonsidoSiteimprove vs WaveSiteimprove vs Pope TechSiteimprove vs AudioEyeSilktide vs Acquia Web GovernanceSilktide vs UserWaySilktide vs MonsidoSilktide vs WaveSilktide vs Pope TechSilktide vs AudioEyeAcquia Web Governance vs UserWayAcquia Web Governance vs MonsidoAcquia Web Governance vs WaveAcquia Web Governance vs Pope TechAcquia Web Governance vs AudioEyeUserWay vs MonsidoUserWay vs WaveUserWay vs Pope TechUserWay vs AudioEyeMonsido vs WaveMonsido vs Pope TechMonsido vs AudioEyeWave vs Pope TechWave vs AudioEyePope Tech vs AudioEye
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05S06
07
08
09
10a11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01UserWay19%
UserWay19%02Silktide17%
Silktide17%03Siteimprove15%
Siteimprove15%04DubBot11%
DubBot11%05Acquia Web Governance11%
Acquia Web Governance11%06SortSite4%
07accessiBe4%
accessiBe4%08Pope Tech2%
Pope Tech2%09Monsido2%
Monsido2%10Wave0%
Wave0%11axe DevTools0%
12AudioEye0%
AudioEye0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Siteimprove53%
25 of 47 labels negative · 12 of 14 models · 4 hard negative
“**Enterprise-focused and costly**, with steep learning curves ... overkill/poor value for SMBs.” Grok 4.1 Fast, negative prompt
accessiBe64%
23 of 36 labels negative · 11 of 14 models · 17 hard negative
“Overlay/widget solutions (e.g., accessiBe-style) — ... Many accessibility experts and legal rulings view these as insufficient or even harmful. **Be very cautious here.**” DeepSeek V4 Flash, scale prompt
UserWay49%
20 of 41 labels negative · 9 of 14 models · 12 hard negative
“Similar to accessiBe, UserWay is a popular overlay widget marketed to small businesses. Like accessiBe, it has faced criticism for claiming compliance without actually fixing the source code.” GLM 4.7 FlashX, negative prompt
AudioEye43%
10 of 23 labels negative · 7 of 14 models · 7 hard negative
“**Avoid** overlay widgets and AI-only solutions as your primary accessibility strategy.” Mistral Small, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
79 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1166 links across 243 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
58 answers · 129 citations · 13 models
vendor site · Silktide48 answers · 59 citations · 13 models
39 answers · 39 citations · 11 models
36 answers · 74 citations · 11 models
vendor site · AccessibilityChecker.org25 answers · 30 citations · 12 models
vendor site · AudioEye21 answers · 26 citations · 11 models
21 answers · 25 citations · 10 models
vendor site · WebYes20 answers · 25 citations · 11 models
19 answers · 32 citations · 9 models
vendor site · Accessibility Cloud18 answers · 18 citations · 10 models
17 answers · 19 citations · 9 models
vendor site · GetApp16 answers · 23 citations · 11 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
45 answers · 12 models
38 answers · 11 models
32 answers · 11 models
20 answers · 11 models
18 answers · 10 models
18 answers · 9 models
15 answers · 9 models
15 answers · 10 models
15 answers · 9 models
14 answers · 10 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best website governance and accessibility platform”, “website governance and accessibility platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| UserWay userway.org | 19% | 81 | 2,400 | 72 | 42,885 | 36 | 9 | |
| Silktide silktide.com | 17% | 126 | 1,300 | 14 | 4,961 | 0 | 3 | |
| Siteimprove siteimprove.com | 15% | 179 | 6,600 | 122 | 117,981 | 50 | 4 | |
| DubBot dubbot.com | 11% | 45 | 590 | 3 | 6,988 | 10 | ||
| Acquia acquia.com Acquia Web Governance 11% | 11% | 72 | 3,600 | 216 | 72,942 company | $2,943 | 92 | 1 |
| SortSite | 4% | 210 | 0 | |||||
| WebYes Accessibility webyes.com | 4% | 10 | ||||||
| accessiBe accessibe.com | 4% | 87 | 5,400 | 104 | 36,180 | 59 | ||
| Pope Tech pope.tech | 2% | 31 | 480 | 4 | 3,943 | 1 | ||
| PowerMapper | 2% |
Google's top ten for the two searches hold 17 sites; 3 of them are among the sites the models cited here (accessible.org, g2.com, silktide.com). The first result for “best website governance and accessibility platform” is acquia.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best website governance and accessibility platform for a small B2B company?”Paraphrase“Which website accessibility and quality monitoring tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top website governance and accessibility platforms for a small team and how do they differ?”Budget-constrained“What is the best website governance and accessibility platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a website governance and accessibility platform. What should we look at?”Negative“Which website governance and accessibility platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Siteimprove, UserWayWebYes AccessibilityChangedSortSiteagainst: SiteimproveADAcertify, UserWayagainst: Elfsightno first choicenothing named
Two alternatives
Acquia Web Governance, SilktideThree alternatives
Accessibility Checker, UserWay, WaveSix alternatives
Pope Tech, RatedWithAI, Silktide, WAVE Evaluation Tool, WebYes Accessibility, axe DevToolsTwo alternatives
WP Accessibility, accessiBeGPT-5.4 miniSiteimproveDubBotChangedAcquia Web Governanceagainst: Level Access Accessibility PlatformSiteimproveno first choicenothing named
Two alternatives
Acquia Web Governance, accessiBeTwo alternatives
Accessible Web RAMP, SilktideFive alternatives
AudioEye, BrowserStack Accessibility, DubBot, UserWay, accessiBeOne alternative
Level AccessGemini 3.5 FlashDubBotagainst: Monsido, Siteimprove, UserWay, accessiBeDubBotHeldagainst: Monsido, Siteimprove, UserWay, accessiBePope Techagainst: Acquia Web Governance, SiteimproveWebYes Accessibilityagainst: Monsido, Silktide, Siteimprove, UserWay, accessiBeSilktideagainst: Siteimproveagainst: AudioEye, EqualWeb, Level Access, Monsido, Siteimprove, UserWay, accessiBe
Two alternatives
Pope Tech, SilktideTwo alternatives
Pope Tech, SilktideThree alternatives
Accessibility Tracker, DubBot, SilktideFive alternatives
AccessibilityChecker.org, Google Lighthouse, Pope Tech, Sa11y, WAVE ExtensionThree alternatives
DubBot, Monsido, Pope TechPerplexity SonarAcquia Web GovernanceSilktideChangedSortSiteDubBot, SortSiteagainst: Pope Tech, PowerMapperno first choiceagainst: Level Access
Two alternatives
Pope Tech, SortSiteTwo alternatives
AudioEye, UserWayFour alternatives
Acquia Web Governance, Clym, PowerMapper, RyteGrok 4.1 FastAcquia Web Governanceagainst: UserWay, accessiBeGoogle PageSpeed InsightsChangedSilktide, SortSiteagainst: Acquia Web GovernanceUserWayagainst: Silktide, SiteimproveSilktideagainst: Siteimproveagainst: AudioEye, Siteimprove, UserWay, accessiBe
Two alternatives
Silktide, SiteimproveThree alternatives
DubBot, Google Search Console, SEMrush Site AuditThree alternatives
Pope Tech, Siteimprove, WebYes AccessibilityFour alternatives
Google Lighthouse, Wave, accessiBe, axe DevToolsFour alternatives
AudioEye, Equally.ai, Monsido, Pope TechMistral SmallAcquia Web GovernanceSilktideChangedSortSite, WebYes AccessibilitySortSite, UserWayagainst: Acquia Web Governanceno first choiceagainst: Acquia Web Governance, AudioEye, Siteimprove, UserWay, accessiBe
Two alternatives
Silktide, SiteimproveTwo alternatives
Accessibility Checker, WebYes AccessibilityFour alternatives
AudioEye, Filestage, PowerMapper, SilktideOne alternative
SilktideDeepSeek V4 FlashUserWayagainst: SilktideA11yProofChangedagainst: AudioEye, Siteimprove, accessiBeSilktideagainst: Monsido, Siteimprove, accessiBeUserWay, accessiBeagainst: MonsidoAccessibility Cloud, Pope Tech, Silktideagainst: Siteimprove, accessiBeagainst: AudioEye, Crownpeak DQM, Silktide, Siteimprove, UserWay, accessiBe
Three alternatives
Acquia Web Governance, AudioEye, accessiBeFive alternatives
Google Lighthouse, Google Search Console, Pope Tech, Silktide, UptimeRobotTwo alternatives
AudioEye, axe DevToolsFive alternatives
Accessibility Insights, Google Lighthouse, Google Search Console, Wave, axe DevToolsLlama 4 MaverickAcquia Web Governanceno first choiceChangedSortSitePowerMapperno first choiceagainst: Acquia Web Governance, Silktide, Siteimprove, accessiBe
One alternative
SiteimproveThree alternatives
Acquia Web Governance, DubBot, SiteimproveThree alternatives
DubBot, Silktide, UserWayQwen 3.7 FlashAcquia Web Governanceagainst: Siteimprove, UserWay, accessiBeUserWayChangedSilktide, SiteimproveSiteimproveno first choiceagainst: Acquia Web Governance, FixRunner, Squarespace, UserWay, accessiBe
Two alternatives
RatedWithAI, SilktideThree alternatives
Google Lighthouse, accessiBe, axe DevToolsThree alternatives
Acquia Web Governance, Stark, WebYes AccessibilityThree alternatives
EqualWeb, SortSite, UserWayKimi K2UserWay, accessiBeSilktideChangedagainst: AudioEye, Deque axe Platform, Level Access, UserWay, accessiBeAudioEye, DubBotagainst: Monsido, Siteimprove, UserWay, accessiBeClymagainst: AudioEye, Monsido, Siteimprove, UserWay, accessiBeMonsidoagainst: Siteimprove, UserWay, accessiBeagainst: AudioEye, EqualWeb, UserWay, accessiBe
Two alternatives
Acquia Web Governance, AudioEyeFive alternatives
Pingdom, Pope Tech, Siteimprove, StatusCake, WaveFour alternatives
QualiBooth, Silktide, SortSite, WebYes AccessibilityFour alternatives
DubBot, Google Lighthouse, Wave, axe DevToolsTwo alternatives
AudioEye, SilktideGLM 4.7 FlashXSiteimproveAccessiMonitorChangedagainst: UserWaySilktideagainst: AccessiBuddy, AudioEye, UserWayUserWayno first choiceagainst: Siteimprove, UserWay, accessiBe
Three alternatives
DubBot, RatedWithAI, SilktideFive alternatives
AccessProof, Google Lighthouse, VPATify, Wave, axe DevToolsThree alternatives
Acquia Web Governance, Deque axe Monitor, SiteimproveThree alternatives
AudioEye, DubBot, WaveMiniMax M2.5Acquia Web GovernanceSiteimproveChangedSortSiteagainst: SiteimproveSiteimproveno first choiceagainst: AudioEye, UserWay, accessiBe
One alternative
SortSiteTwo alternatives
DubBot, WaveTwo alternatives
Acquia Web Governance, SilktideOne alternative
EqualWebGPT-6 LunaSilktideagainst: SiteimproveDubBotChangedDubBot, SilktideDubBotno first choiceagainst: accessiBe
One alternative
DubBotOne alternative
WAVE browser extensionThree alternatives
Acquia Web Governance, EqualWeb Accessibility Monitor, SiteimproveOne alternative
AccessibilityChecker.orgMuse Glimmer 30BSilktide, SiteimproveUserWayChangedPope Tech, SortSiteagainst: Monsido, now Acquia Optimize, SiteimproveSilktideno first choiceagainst: EqualWeb, Level Access, Siteimprove, UserWay, accessiBe
Five alternatives
Acquia Web Governance, Pope Tech, SortSite, UserWay, accessiBeThree alternatives
AccessibilityChecker.org, Askem, DubBotOne alternative
SilktideFour alternatives
Compliable, Siteimprove, SortSite, UserWayBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:03 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:00 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:14 | yes | 16 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:11 | yes | 24 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:59 | yes | 23 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:00 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:44 | yes | 24 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:01 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:16 | yes | 13 | 55 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:46 | yes | 7 | 15 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:32 | yes | 23 | 135 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:55 | yes | 10 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:20 | yes | 5 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:55 | yes | 11 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:29 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:18 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:46 | yes | 19 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:49 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:28 | yes | 23 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:30 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:32 | yes | 25 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:58 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:53 | yes | 5 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:30 | yes | 23 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:33 | yes | 22 | 239 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:20 | yes | 8 | 13 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:15 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:36 | yes | 20 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:55 | yes | 18 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:57 | yes | 3 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:29 | yes | 21 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:56 | yes | 21 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:32 | yes | 22 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:34 | yes | 10 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:00 | yes | 23 | 51 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:13 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:38 | yes | 8 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:27 | yes | 24 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:53 | yes | 21 | 106 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:44 | yes | 22 | 39 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:21 | yes | 6 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:03 | yes | 25 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:11 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:40 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:58 | yes | 21 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:44 | yes | 26 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:08 | yes | 23 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:13 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:01 | yes | 23 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:13 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:14 | yes | 12 | 39 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:35 | yes | 19 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:52 | yes | 21 | 153 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:41 | yes | 17 | 24 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:26 | yes | 3 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:40 | yes | 14 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:33 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:37 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:36 | yes | 10 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:38 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:52 | yes | 16 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:31 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:02 | yes | 21 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:39 | yes | 10 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:38 | no | 0 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:09 | yes | 24 | 36 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:31 | yes | 14 | 31 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:00 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:14 | yes | 3 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:21 | yes | 14 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:25 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:22 | yes | 4 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:01 | yes | 23 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:16 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:43 | yes | 21 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:25 | yes | 19 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:16 | yes | 25 | 52 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:51 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:17 | yes | 18 | 41 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:09 | yes | 24 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:05 | yes | 21 | 60 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:52 | yes | 23 | 48 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:30 | yes | 4 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:28 | yes | 14 | 25 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Acquia Monsido read as Acquia Web Governance
Acquia/Monsido Web Governance read as Acquia Web Governance
Deque read as Deque axe Platform
WebYes read as WebYes Accessibility
WebYes (or WebYes Suite) read as WebYes Accessibility
Unresolved, counted raw
A11yProof
ADAcertify
AccessProof
AccessScan
AccessiBuddy
AccessiMonitor
BrowserStack Accessibility
Compliable
Elfsight
Enquero
EqualWeb Accessibility Monitor
FixRunner
G2’s Digital Accessibility Platforms for Small Business
Monsido, now Acquia Optimize
Pingdom
Ryte
SEMrush Site Audit
Sa11y (Open Source)
Stark
StatusCake
TABNAV
UptimeRobot
VPATify
WAVE Evaluation Tool
WAVE Extension
WAVE browser extension
WordPress plugins like WP Accessibility
Discontinued, still offered
No shut-down product was recommended here.