Click fraud protection · October 2026 Edition
ClickCease vs Cheq
Ten of fourteen models named ClickCease first on the direct prompt; zero named Cheq. Both were named by all fourteen models and ClickCease carries 57 labels and Cheq 27, so the shares are not directly comparable.
Named in one category this edition.
Named in three categories this edition.
First-choice share36%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%11%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#5A position in a field of 9; printed, not drawn.
Labels5727A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, ClickCease reading right to left. Rank and label count are printed, not drawn.Lunio was named alongside these two in nine of the fourteen direct answers. ClickCease vs Lunio · ClickCease vs Fraud Blocker · ClickCease vs Clixtell
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 click fraud protection page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
ClickCeaseFirst choices, of fourteen modelsCheq
Direct1001 against ClickCease
Paraphrase61
Comparative1001 against Cheq
Budget-constrained201 against ClickCease
Scale-constrained01
Negative005 against ClickCease · 2 against Cheq
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, ClickCease and Cheq were named in the same answer sixty-two times, of the 156 answers naming ClickCease and the 99 naming Cheq. In those answers Cheq took the first choice seventeen times and ClickCease fifteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where ClickCease and Cheq 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 | | | |
ClickCease Cheq first choice named as an alternative argued againstblank: not namedEach cell is one answer, ClickCease on the left and Cheq on the right.The direct prompt
The plain question, one answer per model, grouped by where ClickCease and Cheq stood in it.
ClickCease first, Cheq not the choice
10 of 14 modelsCheq was named in the answer but not as the choice, or not at all.GPT-5.4 miniClickCease alternatives: Lunio
Grok 4.1 FastClickCease alternatives: ClickGUARD, Lunio
Mistral SmallClickCease alternatives: Fraud Blocker, Spider AF
DeepSeek V4 FlashClickCease alternatives: ClickGUARD, Lunio, TrafficGuard
Llama 4 MaverickClickCease alternatives: Fraud Blocker
Kimi K2ClickCease alternatives: ClickGuardian, TrafficGuard
GLM 4.7 FlashXClickCease alternatives: ClickGUARD, ClickPatrol, TrafficGuard
MiniMax M2.5AdWatcher, ClickCease alternatives: ClickPatrol
GPT-6 LunaClickCease alternatives: Lunio
Muse Glimmer 30BClickCease alternatives: Clixtell, Lunio, TrafficGuard
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Lunio alternatives: ClickCease, ClickGUARD, TrafficGuard
Perplexity SonarLunio alternatives: ClickCease, ClickGUARD, TrafficGuard
Qwen 3.7 FlashLunio alternatives: ClickCease, ClickGUARD
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Gemini 3.5 FlashLunio alternatives: Fraud Blocker, TrafficGuard
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
ClickCease leads by fifty-four points.
ClickCease54%#1 of 10Cheq0%#10 of 10Mid-marketThe figures above
ClickCease leads by thirty-two points.
ClickCease36%#1 of 9Cheq4%#5 of 9Enterprise
The order flips: Cheq leads at enterprise.
Cheq31%#2 of 12ClickCease0%#12 of 12What the models said about ClickCease
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Why we do NOT recommend basic tools like ClickCease for Mid-Market B2B” Gemini 3.5 Flash · 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 · 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 · negative prompt · soft negative
“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 · 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 · 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 · budget prompt · first choice
What the models said about Cheq
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“CHEQ's detection is tuned for security use cases rather than campaign performance, and ad fraud sits alongside many other modules” Claude Haiku 4.5 · comparative prompt · soft negative
“Mixed evidence makes it a candidate for caution, especially for budget‑constrained advertisers.” GLM 4.7 FlashX · negative prompt · soft negative
“Detection is tuned for security use cases rather than campaign performance” Claude Haiku 4.5 · negative prompt · soft negative
“The four tools most consistently recommended for enterprise advertisers are Lunio, CHEQ, DataDome, and Anura” DeepSeek V4 Flash · scale prompt · first choice
“1. CHEQ - Strongest overall pick” MiniMax M2.5 · paraphrase prompt · first choice
“CHEQ or HUMAN Security are enterprise-grade cybersecurity tools that protect the entire marketing funnel and CRM from bot entries.” Gemini 3.5 Flash · scale prompt · alternative
Also compared
ClickCease vs LunioClickCease vs Fraud BlockerClickCease vs ClixtellClickCease vs ClickPatrolClickCease vs TrafficGuardClickCease vs ClickGUARDLunio vs CheqFraud Blocker vs CheqClixtell vs CheqCheq vs ClickPatrolCheq vs TrafficGuardCheq vs ClickGUARDAll twenty-eight head-to-head pages and the full click fraud protection 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.