| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| DNS filtering | Network and edge | 0% | 13 of 94 | 25% | 16 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.1 Fast | 0 | 1 | 0 | 2 | 3 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 1 | 2 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“Services that meet these criteria include Quad9, CleanBrowsing, Control D, and Mullvad” GLM 4.7 FlashX · DNS filtering · negative prompt · alternative
“CleanBrowsing is the industry standard for transparent, flat-rate pricing” Gemini 3.5 Flash · DNS filtering · budget prompt · alternative
“CleanBrowsing is designed primarily for parents, schools, and libraries.” Qwen 3.7 Flash · DNS filtering · comparative prompt · alternative
“CleanBrowsing (free tier) | Adult content, malware categories” DeepSeek V4 Flash · DNS filtering · budget prompt · alternative
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.
“Reviews mention occasional outages and some sites getting through despite being blocked, or conversely, being blocked when they shouldn't be.” Qwen 3.7 Flash · DNS filtering · negative prompt · soft negative
“Services to be cautious about (generally solid but with caveats): - CleanBrowsing: - US-based with no independent audits” Grok 4.1 Fast · DNS filtering · negative prompt · soft negative
“viable only if you have a very small team (≤ 10–15 users) and can accept limited analytics and no support” GLM 4.7 FlashX · DNS filtering · budget prompt · soft negative
“provide basic threat filtering but lack company-grade management, reporting, or custom policies” Grok 4.1 Fast · DNS filtering · budget prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 25 of the 27 answers that named CleanBrowsing and are not a share of its labels.
111 of the 121 domain citations in answers naming CleanBrowsing came from somebody else's page.
Pages are listed as the models cited them.
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.
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Glossary or explainer | 82 | undated | DNS filtering, Email security | ||
| Blog | 46 | 0 | 2026-04-29 | DNS filtering | |
| Comparison | 15 | 0 | 2024-01-22 | ||
| Report or ebook | 8 | undated | DNS filtering | ||
| Template or tool | 1 | undated | DNS filtering |
Every page cleanbrowsing.org 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.
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.
What CleanBrowsing's own pages state, read October 5, 2026: cleanbrowsing.org, cleanbrowsing.org/pricing, cleanbrowsing.org/solutions/schools, cleanbrowsing.org/support/integrations. A claimed page can correct any of them.
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 CleanBrowsing'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 CleanBrowsing, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for CleanBrowsing by email, built from the raw record of the edition. It shows: