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Click fraud protection · October 2026 Edition

Clixtell vs ClickPatrol

Zero of fourteen models named Clixtell first on the direct prompt; zero named ClickPatrol. Clixtell was named by ten of the fourteen models and ClickPatrol by twelve and Clixtell carries 13 labels and ClickPatrol 22, so the shares are not directly comparable.

Clixtell

accepted challenger

Named in one category this edition.

ClickPatrol

accepted challenger

Named in one category this edition.

First-choice share6%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate15%5%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 9; printed, not drawn.
Labels1322A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Clixtell reading right to left. Rank and label count are printed, not drawn.ClickCease was named alongside these two in thirteen of the fourteen direct answers. ClickCease vs Clixtell · ClickCease vs ClickPatrol · Lunio 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.
ClixtellFirst choices, of fourteen modelsClickPatrol
Direct00
Paraphrase01
Comparative01
Budget-constrained31
Scale-constrained00
Negative002 against Clixtell · 1 against ClickPatrol
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, Clixtell and ClickPatrol were named in the same answer fifteen times, of the 43 answers naming Clixtell and the 55 naming ClickPatrol. In those answers ClickPatrol took the first choice two times and Clixtell four.

Every model, every framing

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

The direct prompt

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

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.
GLM 4.7 FlashXClickCease alternatives: ClickGUARD, ClickPatrol, TrafficGuard
MiniMax M2.5AdWatcher, ClickCease alternatives: ClickPatrol
Muse Glimmer 30BClickCease alternatives: Clixtell, Lunio, TrafficGuard

Neither was named

11 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Lunio alternatives: ClickCease, ClickGUARD, TrafficGuard
GPT-5.4 miniClickCease alternatives: Lunio
Gemini 3.5 FlashLunio alternatives: Fraud Blocker, TrafficGuard
Perplexity SonarLunio alternatives: ClickCease, ClickGUARD, TrafficGuard
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
Qwen 3.7 FlashLunio alternatives: ClickCease, ClickGUARD
Kimi K2ClickCease alternatives: ClickGuardian, TrafficGuard
GPT-6 LunaClickCease 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
Clixtell leads by two points.
Clixtell8%#2 of 10
ClickPatrol6%#4 of 10
The full small business standing →
Mid-marketThe figures above
Clixtell leads by two points.
Clixtell6%#4 of 9
ClickPatrol4%#6 of 9
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Clixtell0%#11 of 12
ClickPatrol0%#10 of 12
The full enterprise standing →

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

What the models said about ClickPatrol

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

“Aggressive blocking requires careful tuning to avoid false positives.” DeepSeek V4 Flash · negative prompt · soft negative
“Fraud Blocker and ClickPatrol stand out as top choices for small businesses with limited budgets” Mistral Small · budget prompt · first choice
“For most advertisers, ClickCease, Lunio, and ClickPatrol are top contenders” Mistral Small · comparative prompt · first choice
“Recommended: ClickPatrol ... stands out as the best overall value” DeepSeek V4 Flash · paraphrase 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.