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Click fraud protection · October 2026 Edition

ClickPatrol vs ClickGUARD

Zero of fourteen models named ClickPatrol first on the direct prompt; zero named ClickGUARD. ClickPatrol was named by twelve of the fourteen models and ClickGUARD by fourteen and ClickPatrol carries 22 labels and ClickGUARD 35, so the shares are not directly comparable.

ClickPatrol

accepted challenger

Named in one category this edition.

ClickGUARD

accepted challenger

Named in one category this edition.

First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%23%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#8A position in a field of 9; printed, not drawn.
Labels2235A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, ClickPatrol 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 ClickPatrol · ClickCease vs ClickGUARD · Lunio vs ClickPatrol

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.
ClickPatrolFirst choices, of fourteen modelsClickGUARD
Direct00
Paraphrase10
Comparative11
Budget-constrained111 against ClickGUARD
Scale-constrained00
Negative001 against ClickPatrol · 7 against ClickGUARD
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, ClickPatrol and ClickGUARD were named in the same answer thirty-one times, of the 55 answers naming ClickPatrol and the 95 naming ClickGUARD. In those answers ClickGUARD took the first choice two times and ClickPatrol four.

Every model, every framing

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

The direct prompt

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

Neither was the first choice, one was named

7 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
Grok 4.1 FastClickCease alternatives: ClickGUARD, Lunio
DeepSeek V4 FlashClickCease alternatives: ClickGUARD, Lunio, TrafficGuard
Qwen 3.7 FlashLunio alternatives: ClickCease, ClickGUARD
GLM 4.7 FlashXClickCease alternatives: ClickGUARD, ClickPatrol, TrafficGuard
MiniMax M2.5AdWatcher, ClickCease alternatives: ClickPatrol

Neither was named

7 of 14 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniClickCease alternatives: Lunio
Gemini 3.5 FlashLunio alternatives: Fraud Blocker, TrafficGuard
Mistral SmallClickCease alternatives: Fraud Blocker, Spider AF
Llama 4 MaverickClickCease alternatives: Fraud Blocker
Kimi K2ClickCease alternatives: ClickGuardian, TrafficGuard
GPT-6 LunaClickCease alternatives: Lunio
Muse Glimmer 30BClickCease alternatives: Clixtell, Lunio, 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
ClickPatrol leads by two points.
ClickPatrol6%#4 of 10
ClickGUARD4%#5 of 10
The full small business standing →
Mid-marketThe figures above
ClickPatrol leads by two points.
ClickPatrol4%#6 of 9
ClickGUARD2%#8 of 9
The full mid-market standing →
Enterprise
The order flips: ClickGUARD leads at enterprise.
ClickGUARD4%#6 of 12
ClickPatrol0%#10 of 12
The full enterprise standing →

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

What the models said about ClickGUARD

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

“Avoid or be cautious with ClickGuard and any free or low-cost tools that rely solely on basic filters or manual rules.” Mistral Small · negative prompt · hard negative
“A Trustpilot reviewer described it as an *"expensive 'peace of mind tax' with zero real impact on performance."*” DeepSeek V4 Flash · negative prompt · hard negative
“User feedback on ClickGuard illustrates this: “You need to be very careful and not be too aggressive when setting up the rules, as I ended up blocking some real users by accident.”” Muse Glimmer 30B · negative prompt · soft negative
“start with ClickCease or ClickGuard for straightforward PPC protection” GPT-6 Luna · comparative prompt · first choice
“If your budget is under $100/month, go with ClickGUARD Lite.” GPT-5.4 mini · budget prompt · first choice
“If you want deep, granular, hands-on control over your Google Search rules and absolute transparency: Go with ClickGUARD.” Gemini 3.5 Flash · comparative prompt · alternative
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.