Website governance and accessibility · October 2026 Edition
Siteimprove vs AudioEye
Four of fourteen models named Siteimprove first on the direct prompt; zero named AudioEye. Siteimprove was named by fourteen of the fourteen models and AudioEye by twelve and Siteimprove carries 61 labels and AudioEye 25, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share25%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate25%44%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#8A position in a field of 13; printed, not drawn.
Labels6125A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Siteimprove reading right to left. Rank and label count are printed, not drawn.Silktide was named alongside these two in twelve of the fourteen direct answers. Siteimprove vs Silktide · Siteimprove vs Acquia Web Governance · Siteimprove vs UserWay
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.
SiteimproveFirst choices, of fourteen modelsAudioEye
Direct402 against Siteimprove · 1 against AudioEye
Paraphrase822 against Siteimprove
Comparative902 against AudioEye
Budget-constrained106 against Siteimprove
Scale-constrained202 against Siteimprove
Negative303 against Siteimprove · 8 against AudioEye
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 October 2026 Edition, Siteimprove and AudioEye were named in the same answer fifty-four times, of the 188 answers naming Siteimprove and the 69 naming AudioEye. In those answers AudioEye took the first choice two times and Siteimprove twenty-seven.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Siteimprove and AudioEye stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | | ||
| GPT-5.4 mini | | | | |||
| Gemini 3.5 Flash | | | | | | |
| 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 | | | | |||
| Muse Glimmer 30B | | | | | | |
Siteimprove AudioEye first choice named as an alternative argued againstblank: not namedEach cell is one answer, Siteimprove on the left and AudioEye on the right.The direct prompt
The plain question, one answer per model, grouped by where Siteimprove and AudioEye stood in it.
Siteimprove first, AudioEye an alternative
4 of 14 modelsAudioEye was named in the answer but not as the choice, or not at all.Perplexity SonarSiteimprove alternatives: Acquia Web Governance, PowerMapper
Kimi K2Acquia Web Governance, Siteimprove alternatives: Silktide
GLM 4.7 FlashXSiteimprove alternatives: AudioEye, Silktide, UserWay
Muse Glimmer 30BSiteimprove alternatives: Acquia Web Governance, Monsido, Silktide
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Acquia Web Governance alternatives: DubBot, Silktide, Siteimprove
GPT-5.4 miniAcquia Web Governance alternatives: DubBot, Silktide, Siteimprove, accessiBe
Grok 4.1 FastAcquia Web Governance alternatives: AudioEye, Level Access, Silktide, Siteimprove
Mistral SmallAcquia Web Governance, Silktide alternatives: Siteimprove
MiniMax M2.5Monsido, Silktide alternatives: Accessible Web RAMP, Siteimprove
GPT-6 LunaSilktide alternatives: Acquia Web Governance, Siteimprove
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.Gemini 3.5 FlashSilktide alternatives: Acquia Web Governance, DubBot, Monsido
DeepSeek V4 FlashAcquia Web Governance alternatives: Silktide
Llama 4 MaverickMonsido, Silktide
Qwen 3.7 FlashSiteimprove Quality Assurance alternatives: Deque axe Platform, Sudo
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
Siteimprove leads by fifteen points.
Siteimprove15%#3 of 12AudioEye0%#12 of 12Mid-marketThe figures above
Siteimprove leads by twenty-two points.
Siteimprove25%#1 of 13AudioEye3%#8 of 13Enterprise
Siteimprove leads by sixty-two points.
Siteimprove62%#1 of 8AudioEye0%#7 of 8What the models said about Siteimprove
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Platforms to Avoid if Budget is Very Tight: Siteimprove: ... notoriously expensive.” Qwen 3.7 Flash · budget prompt · hard negative
“enterprise website governance and accessibility platforms like Siteimprove, Acquia (formerly Monsido), or Silktide—which routinely start at $5,000 to $50,000+ per year—are usually out of reach” Gemini 3.5 Flash · budget prompt · soft negative
“heavily tailored toward large enterprises... custom modular pricing that typically starts at $15,000/year and can quickly balloon to $40,000+” Gemini 3.5 Flash · direct prompt · soft negative
“I would recommend Siteimprove if you want the strongest balance of website accessibility monitoring and overall content quality governance in one platform.” Perplexity Sonar · paraphrase prompt · first choice
“Often cited as the market leader, Siteimprove is an enterprise-grade platform that combines accessibility, SEO, and content quality into one suite.” GLM 4.7 FlashX · comparative prompt · first choice
“Siteimprove is an advanced digital governance platform that combines accessibility, SEO, quality assurance, and analytics in one solution.” Claude Haiku 4.5 · comparative prompt · first choice
What the models said about AudioEye
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“court rulings (such as in *LightHouse v. ADP*) have explicitly stated that overlay solutions do not constitute adequate accessibility fixes under the law” Qwen 3.7 Flash · negative prompt · hard negative
“Similar overlay issues; involved in lawsuits where it was cited as a barrier, not a fix.” Grok 4.1 Fast · negative prompt · hard negative
“AudioEye - One of the overlay platforms that has appeared in lawsuit data” MiniMax M2.5 · negative prompt · hard negative
“AudioEye - Best for managed remediation plus monitoring for SMB to mid-market teams.” Llama 4 Maverick · paraphrase prompt · first choice
“Best Overall Recommendation: AudioEye” Claude Haiku 4.5 · paraphrase prompt · first choice
“strong if you want active monitoring and some automatic fixes, but it still benefits from expert testing alongside automation” Perplexity Sonar · paraphrase prompt · alternative
Also compared
Siteimprove vs SilktideSiteimprove vs Acquia Web GovernanceSiteimprove vs UserWaySiteimprove vs MonsidoSiteimprove vs WaveSiteimprove vs Pope TechSilktide vs AudioEyeAcquia Web Governance vs AudioEyeUserWay vs AudioEyeMonsido vs AudioEyeWave vs AudioEyePope Tech vs AudioEyeAll twenty-eight head-to-head pages and the full website governance standing
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.