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Click fraud protection · November 2026 Edition

ClickGuardian vs ClickPatrol

Zero of fourteen models named ClickGuardian first on the direct prompt; one named ClickPatrol. ClickGuardian was named by nine of the fourteen models and ClickPatrol by twelve and ClickGuardian carries 10 labels and ClickPatrol 21, so the shares are not directly comparable.

ClickGuardian

accepted challenger

Named in one category this edition.

ClickPatrol

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 rate20%19%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#7#8A position in a field of 10; printed, not drawn.
Labels1021A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, ClickGuardian reading right to left. Rank and label count are printed, not drawn.ClickCease was named alongside these two in twelve of the fourteen direct answers. ClickCease vs ClickGuardian · ClickCease vs ClickPatrol · Lunio vs ClickGuardian

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.
ClickGuardianFirst choices, of fourteen modelsClickPatrol
Direct01
Paraphrase00
Comparative001 against ClickPatrol
Budget-constrained20
Scale-constrained00
Negative002 against ClickGuardian · 3 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 November 2026 Edition, ClickGuardian and ClickPatrol were named in the same answer thirteen times, of the 38 answers naming ClickGuardian and the 62 naming ClickPatrol. In those answers ClickPatrol took the first choice one time and ClickGuardian one.

Every model, every framing

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

The direct prompt

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

ClickPatrol first, ClickGuardian not the choice

1 of 14 modelsClickGuardian was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5ClickGUARD, ClickPatrol alternatives: ClickCease, Spider AF

Neither was the first choice, one was named

2 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashLunio alternatives: Cheq, ClickGUARD, ClickPatrol, TrafficGuard
GLM 4.7 FlashXClickGUARD alternatives: ClickCease, ClickGuardian, TrafficGuard

Neither was named

11 of 14 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniLunio alternatives: Cheq, ClickCease
Perplexity SonarCheq alternatives: ClickCease, Lunio
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
GPT-6 LunaCHEQ Acquisition alternatives: Lunio
Muse Glimmer 30BClickCease alternatives: Fraud Blocker, IPQualityScore, 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
Level: the same share of first choices.
ClickGuardian4%#6 of 10
ClickPatrol4%#5 of 10
The full small business standing →
Mid-marketThe figures above
ClickGuardian leads by two points.
ClickGuardian4%#7 of 10
ClickPatrol2%#8 of 10
The full mid-market standing →
Enterprise
ClickGuardian leads by two points.
ClickGuardian2%#– of 13
ClickPatrol0%#13 of 13
The full enterprise standing →

What the models said about ClickGuardian

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

“lesser-known brands like ClickGuardian or niche local solutions that have very low review counts. Their lower ratings (e.g., 3.3/5) often reflect inconsistent performance” Qwen 3.7 Flash · negative prompt · soft negative
“ClickGuardian has a much smaller review footprint on G2, and Trustpilot reviewers mention unusual pricing structure concerns” GPT-5.4 mini · negative prompt · soft negative
“Try ClickFortify ($10/mo) or ClickGuardian ($49/mo). At these prices, the tool pays for itself” Kimi K2 · budget prompt · first choice
“ClickGuardian stands out as the best click fraud protection tool” Mistral Small · budget prompt · first choice
“Choose ClickGuardian if you primarily use Google and Microsoft Ads and prefer flat-fee pricing” Perplexity Sonar · budget prompt · alternative

What the models said about ClickPatrol

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

“The same limitation applies to the broader category that ClickCease, ClickGuard, ClickPatrol, TrafficGuard and Lunio belong to” Muse Glimmer 30B · negative prompt · soft negative
“there are concerns about its overall effectiveness and the possibility of false positives or negatives in fraud detection” Mistral Small · negative prompt · soft negative
“Cons include complex implementation, outdated docs, limited integrations, and potential for blocking good traffic.” Grok 4.20 · negative prompt · soft negative
“I'd recommend requesting demos from ClickPatrol and ClickGUARD, as they appear most tailored to mid-market B2B needs” Claude Haiku 4.5 · direct prompt · first choice
“Best for European advertisers: ClickPatrol, which combines multi-platform coverage with a GDPR-focused positioning.” Perplexity Sonar · comparative prompt · alternative
“Choose ClickPatrol if you want more comprehensive features for just a bit more money” MiniMax M2.5 · budget 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.