Click fraud protection · November 2026 Edition
ClickGUARD vs ClickGuardian
Three of fourteen models named ClickGUARD first on the direct prompt; zero named ClickGuardian. ClickGUARD was named by fourteen of the fourteen models and ClickGuardian by nine and ClickGUARD carries 38 labels and ClickGuardian 10, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share8%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate8%20%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#7A position in a field of 10; printed, not drawn.
Labels3810A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, ClickGUARD 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 ClickGUARD · ClickCease vs ClickGuardian · Lunio vs ClickGUARD
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.
ClickGUARDFirst choices, of fourteen modelsClickGuardian
Direct30
Paraphrase00
Comparative20
Budget-constrained12
Scale-constrained00
Negative103 against ClickGUARD · 2 against ClickGuardian
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where ClickGUARD and ClickGuardian 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 | | | |
ClickGUARD ClickGuardian first choice named as an alternative argued againstblank: not namedEach cell is one answer, ClickGUARD on the left and ClickGuardian on the right.The direct prompt
The plain question, one answer per model, grouped by where ClickGUARD and ClickGuardian stood in it.
ClickGUARD first, ClickGuardian an alternative
3 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
GLM 4.7 FlashXClickGUARD alternatives: ClickCease, ClickGuardian, TrafficGuard
MiniMax M2.5ClickCease, ClickGUARD alternatives: Cheq, 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.Gemini 3.5 FlashLunio alternatives: Cheq, ClickGUARD, ClickPatrol, TrafficGuard
Grok 4.20ClickCease alternatives: ClickGUARD, TrafficGuard
DeepSeek V4 FlashClickCease alternatives: ClickGUARD, Lunio
Kimi K2ClickCease alternatives: ClickGUARD, PPC Protect
Neither was named
7 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
Mistral SmallClickCease alternatives: Cheq, Spider AF
Llama 4 MaverickClickCease
Qwen 3.7 FlashClickCease alternatives: 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
ClickGuardian leads by two points.
ClickGuardian4%#6 of 10ClickGUARD2%#8 of 10Mid-marketThe figures above
The order flips: ClickGUARD leads at mid-market.
ClickGUARD8%#3 of 10ClickGuardian4%#7 of 10Enterprise
ClickGUARD leads by four points.
ClickGUARD5%#4 of 13ClickGuardian2%#– of 13What the models said about ClickGUARD
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven 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
“Tools like ClickGuard, Fraud Blocker, and AdTector can produce false positives or require operational follow-up” Claude Haiku 4.5 · negative prompt · soft negative
“Tools That Rely Primarily on IP Blocking (Use Caution With All)” DeepSeek V4 Flash · negative prompt · soft negative
“If you run Google, Meta, and Microsoft Ads and want a simple, transparent solution: ClickCease or ClickGuard.” GLM 4.7 FlashX · comparative prompt · first choice
“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
“If you want my single pick for most small businesses, I'd lean ClickGuard Lite” GPT-5.4 mini · budget prompt · first choice
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
Also compared
ClickCease vs ClickGUARDClickCease vs ClickGuardianLunio vs ClickGUARDLunio vs ClickGuardianClickGUARD vs CheqClickGUARD vs Fraud BlockerClickGUARD vs TrafficGuardClickGUARD vs ClickPatrolCheq vs ClickGuardianFraud Blocker vs ClickGuardianTrafficGuard vs ClickGuardianClickGuardian 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.