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Click fraud protection · October 2026 Edition

ClickCease vs Clixtell

Ten of fourteen models named ClickCease first on the direct prompt; zero named Clixtell. ClickCease was named by fourteen of the fourteen models and Clixtell by ten and ClickCease carries 57 labels and Clixtell 13, so the shares are not directly comparable.

ClickCease

endorsed leader

Named in one category this edition.

Clixtell

accepted challenger

Named in one category this edition.

First-choice share36%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%15%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#4A position in a field of 9; printed, not drawn.
Labels5713A 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 Cheq

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 modelsClixtell
Direct1001 against ClickCease
Paraphrase60
Comparative100
Budget-constrained231 against ClickCease
Scale-constrained00
Negative005 against ClickCease · 2 against Clixtell
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 Clixtell were named in the same answer thirty-eight times, of the 156 answers naming ClickCease and the 43 naming Clixtell. In those answers Clixtell took the first choice four times and ClickCease nine.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where ClickCease and Clixtell stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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 Clixtell first choice named as an alternative argued againstblank: not namedEach cell is one answer, ClickCease on the left and Clixtell on the right.

The direct prompt

The plain question, one answer per model, grouped by where ClickCease and Clixtell stood in it.

ClickCease first, Clixtell an alternative

10 of 14 modelsClixtell 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 forty-six points.
ClickCease54%#1 of 10
Clixtell8%#2 of 10
The full small business standing →
Mid-marketThe figures above
ClickCease leads by thirty points.
ClickCease36%#1 of 9
Clixtell6%#4 of 9
The full mid-market standing →
Enterprise
Level: the same share of first choices.
ClickCease0%#12 of 12
Clixtell0%#11 of 12
The full enterprise standing →

What 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 Clixtell

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.

“the fraud detection capabilities are more basic compared to dedicated solutions” DeepSeek V4 Flash · negative prompt · soft negative
“such as standard tiers of ClickCease, ClickGuard, or Clixtell) with caution” Gemini 3.5 Flash · negative prompt · soft negative
“If you need the absolute lowest monthly spend, Clixtell is the cheapest named entry in current round-ups.” Muse Glimmer 30B · budget prompt · first choice
“Clixtell at $10/month offers the best entry point if you need basic protection” Claude Haiku 4.5 · budget prompt · first choice
“Top Recommendation: Clixtell (from ~$10–15/month)” DeepSeek V4 Flash · budget prompt · first choice
Also compared

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.