Click fraud protection · November 2026 Edition
ClickCease vs Lunio
Eight of fourteen models named ClickCease first on the direct prompt; two named Lunio. Both were named by all fourteen models and ClickCease carries 59 labels and Lunio 36, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share37%13%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate24%14%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 10; printed, not drawn.
Labels5936A 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.ClickCease vs ClickGUARD · ClickCease vs Cheq · ClickCease vs Fraud Blocker
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 modelsLunio
Direct822 against ClickCease · 1 against Lunio
Paraphrase741 against ClickCease · 1 against Lunio
Comparative110
Budget-constrained303 against ClickCease · 1 against Lunio
Scale-constrained11
Negative008 against ClickCease · 2 against Lunio
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 November 2026 Edition, ClickCease and Lunio were named in the same answer seventy-seven times, of the 166 answers naming ClickCease and the 111 naming Lunio. In those answers Lunio took the first choice twenty-one times and ClickCease twenty-eight.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where ClickCease and Lunio 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 4.20 | | | | | | |
| 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 Lunio first choice named as an alternative argued againstblank: not namedEach cell is one answer, ClickCease on the left and Lunio on the right.The direct prompt
The plain question, one answer per model, grouped by where ClickCease and Lunio stood in it.
ClickCease first, Lunio an alternative
8 of 14 modelsLunio was named in the answer but not as the choice, or not at all.Grok 4.20ClickCease alternatives: ClickGUARD, TrafficGuard
Mistral SmallClickCease alternatives: Cheq, Spider AF
DeepSeek V4 FlashClickCease alternatives: ClickGUARD, Lunio
Llama 4 MaverickClickCease
Qwen 3.7 FlashClickCease alternatives: TrafficGuard
Kimi K2ClickCease alternatives: ClickGUARD, PPC Protect
MiniMax M2.5ClickCease, ClickGUARD alternatives: Cheq, TrafficGuard
Muse Glimmer 30BClickCease alternatives: Fraud Blocker, IPQualityScore, Lunio, TrafficGuard
Lunio first, ClickCease an alternative
2 of 14 modelsClickCease was named in the answer but not as the choice, or not at all.GPT-5.4 miniLunio alternatives: Cheq, ClickCease
Gemini 3.5 FlashLunio alternatives: Cheq, ClickGUARD, ClickPatrol, TrafficGuard
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5ClickGUARD, ClickPatrol alternatives: ClickCease, Spider AF
Perplexity SonarCheq alternatives: ClickCease, Lunio
GLM 4.7 FlashXClickGUARD alternatives: ClickCease, ClickGuardian, TrafficGuard
GPT-6 LunaCHEQ Acquisition alternatives: Lunio
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 forty-one points.
ClickCease47%#1 of 10Lunio6%#4 of 10Mid-marketThe figures above
ClickCease leads by twenty-three points.
ClickCease37%#1 of 10Lunio13%#2 of 10Enterprise
The order flips: Lunio leads at enterprise.
Lunio25%#1 of 13ClickCease5%#5 of 13What 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.
“Account suspension risk: Multiple users report their Google Ads accounts being shut down for "circumventing systems" after installing ClickCease” GLM 4.7 FlashX · negative prompt · hard negative
“IP/device-only blockers, ClickCease in particular ... The bigger operational risk reported with ClickCease is Google policy enforcement.” Muse Glimmer 30B · negative prompt · hard negative
“Avoid ClickCease based on the documented risk of Google Ads account suspensions and its questionable effectiveness.” DeepSeek V4 Flash · negative prompt · hard negative
“For a mid-market B2B buyer the AI-model recommendation index for "click fraud protection tool" / "invalid ad traffic blocker" is currently led by ClickCease.” Muse Glimmer 30B · paraphrase prompt · first choice
“One of the most established and widely used click fraud tools on the market... Go with ClickCease or Fraud Blocker for low pricing, quick setup” Gemini 3.5 Flash · comparative prompt · first choice
“Overall, ClickCease leads in user volume and versatility... tools like ClickCease or TrafficGuard often top "best overall" lists in 2024 comparisons.” Grok 4.20 · comparative prompt · first choice
What the models said about Lunio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Complaints center on admin overhead (manual tweaks needed), questionable effectiveness, and not being "worth the hassle"” Grok 4.20 · negative prompt · hard negative
“Avoid enterprise tools such as Lunio unless your annual paid-media spend is very high” Perplexity Sonar · budget prompt · hard negative
“The same limitation applies to the broader category that ClickCease, ClickGuard, ClickPatrol, TrafficGuard and Lunio belong to” Muse Glimmer 30B · negative prompt · soft negative
“Lunio is a real-time invalid traffic detection tool that uses AI and machine learning to detect and prevent invalid traffic. It is recommended for mid-market B2B companies.” Llama 4 Maverick · paraphrase prompt · first choice
“consider: Lunio, CHEQ, DataDome, and Anura – these are noted as enterprise-ready with proper security credentials and multi-account capabilities.” MiniMax M2.5 · scale prompt · first choice
“I'd lean toward Lunio since it offers broader platform coverage and cross-channel insights” MiniMax M2.5 · paraphrase prompt · first choice
Also compared
ClickCease vs ClickGUARDClickCease vs CheqClickCease vs Fraud BlockerClickCease vs TrafficGuardClickCease vs ClickGuardianClickCease vs ClickPatrolLunio vs ClickGUARDLunio vs CheqLunio vs Fraud BlockerLunio vs TrafficGuardLunio vs ClickGuardianLunio vs ClickPatrolAll 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.