| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Click fraud protection | Marketing | 36% | 1 of 52 | 12% | 57 | endorsed leader |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 3 | 0 | 1 | 4 |
| GPT-5.4 mini | 2 | 1 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 1 | 2 | 0 | 2 | 5 |
| Perplexity Sonar | 1 | 1 | 1 | 0 | 3 |
| Grok 4.1 Fast | 3 | 1 | 0 | 2 | 6 |
| Mistral Small | 3 | 2 | 0 | 0 | 5 |
| DeepSeek V4 Flash | 2 | 1 | 1 | 0 | 4 |
| Llama 4 Maverick | 1 | 0 | 2 | 0 | 3 |
| Qwen 3.7 Flash | 2 | 3 | 0 | 0 | 5 |
| Kimi K2 | 3 | 0 | 2 | 1 | 6 |
| GLM 4.7 FlashX | 4 | 0 | 0 | 0 | 4 |
| MiniMax M2.5 | 1 | 1 | 0 | 1 | 3 |
| GPT-6 Luna | 2 | 0 | 0 | 0 | 2 |
| Muse Glimmer 30B | 3 | 0 | 1 | 0 | 4 |
Verbatim evidence the judge attached to positive labels.
“If you are an SMB spending under $20k/month on Google and Meta and want a quick, affordable, set-and-forget tool: Go with ClickCease or Fraud Blocker.” Gemini 3.5 Flash · Click fraud protection · comparative prompt · first choice
“For most advertisers, ClickCease, Lunio, and ClickPatrol are top contenders due to their real-time protection, multi-platform support, and ease of integration.” Mistral Small · Click fraud protection · comparative prompt · first choice
“I'd recommend starting with ClickCease due to its low entry price ($12/month), comprehensive feature set, and no-contract policy” GLM 4.7 FlashX · Click fraud protection · budget prompt · first choice
“Best all-around for SMBs and agencies: ClickCease covers Google, Meta, and Microsoft Ads with fast setup and transparent pricing.” Muse Glimmer 30B · Click fraud protection · comparative prompt · first choice
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.
“Why we do NOT recommend basic tools like ClickCease for Mid-Market B2B” Gemini 3.5 Flash · Click fraud protection · direct prompt · hard negative
“High ratings (4.6-4.7/5), but occasional complaints on Trustpilot/Capterra about access errors, limited rule customization, analytics depth” Grok 4.1 Fast · Click fraud protection · negative prompt · soft negative
“You should approach legacy, IP-blocking-heavy tools (such as standard tiers of ClickCease, ClickGuard, or Clixtell) with caution” Gemini 3.5 Flash · Click fraud protection · negative prompt · soft negative
“Annual contract pressure at checkout is a common complaint, and visit-based pricing penalizes traffic growth.” Claude Haiku 4.5 · Click fraud protection · negative 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 152 of the 156 answers that named ClickCease and are not a share of its labels.
625 of the 714 domain citations in answers naming ClickCease 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 |
|---|---|---|---|---|---|
| Blog | 248 | 24 | 2026-09-28 | Click fraud protection, SEO | |
| Glossary or explainer | 28 | 0 | 2026-06-17 | SEO | |
| Report or ebook | 11 | 0 | 2023-05-16 | ||
| Comparison | 10 | 0 | 2026-06-14 | SEO | |
| Case study | 9 | 0 | 2020-02-19 | ||
| Conference or event | 2 | 0 | 2018-10-30 | ||
| Webinar or virtual event | 1 | 0 | 2021-06-07 | ||
| Podcast or video | 1 | 0 | 2017-07-14 | ||
| News or press | 1 | undated |
Every page clickcease.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. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. 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.
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 ClickCease'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 ClickCease, 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 ClickCease by email, built from the raw record of the edition. It shows:
AI models recommend ClickCease first in Click fraud protection this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.