Click fraud protection · November 2026 Edition
TrafficGuard vs ClickGuardian
Zero of fourteen models named TrafficGuard first on the direct prompt; zero named ClickGuardian. TrafficGuard was named by fourteen of the fourteen models and ClickGuardian by nine and TrafficGuard carries 32 labels and ClickGuardian 10, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share4%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate3%20%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 10; printed, not drawn.
Labels3210A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, TrafficGuard 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 TrafficGuard · ClickCease vs ClickGuardian · Lunio vs TrafficGuard
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.
TrafficGuardFirst choices, of fourteen modelsClickGuardian
Direct00
Paraphrase10
Comparative20
Budget-constrained12
Scale-constrained00
Negative001 against TrafficGuard · 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 TrafficGuard 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 | | | | |
TrafficGuard ClickGuardian first choice named as an alternative argued againstblank: not namedEach cell is one answer, TrafficGuard on the left and ClickGuardian on the right.The direct prompt
The plain question, one answer per model, grouped by where TrafficGuard and ClickGuardian stood in it.
Neither was the first choice, one was named
6 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
Qwen 3.7 FlashClickCease alternatives: TrafficGuard
GLM 4.7 FlashXClickGUARD alternatives: ClickCease, ClickGuardian, TrafficGuard
MiniMax M2.5ClickCease, ClickGUARD alternatives: Cheq, TrafficGuard
Muse Glimmer 30BClickCease alternatives: Fraud Blocker, IPQualityScore, Lunio, TrafficGuard
Neither was named
8 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5ClickGUARD, ClickPatrol alternatives: ClickCease, Spider AF
GPT-5.4 miniLunio alternatives: Cheq, ClickCease
Perplexity SonarCheq alternatives: ClickCease, Lunio
Mistral SmallClickCease alternatives: Cheq, Spider AF
DeepSeek V4 FlashClickCease alternatives: ClickGUARD, Lunio
Llama 4 MaverickClickCease
Kimi K2ClickCease alternatives: ClickGUARD, PPC Protect
GPT-6 LunaCHEQ Acquisition 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
TrafficGuard leads by two points.
TrafficGuard6%#2 of 10ClickGuardian4%#6 of 10Mid-marketThe figures above
Level: the same share of first choices.
TrafficGuard4%#6 of 10ClickGuardian4%#7 of 10Enterprise
TrafficGuard leads by fourteen points.
TrafficGuard16%#3 of 13ClickGuardian2%#– of 13What the models said about TrafficGuard
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five 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
“Choose TrafficGuard (for strong AI/PMax protection) or Fraud Blocker (for ease of use and simple Google Ads integration)” Gemini 3.5 Flash · budget prompt · first choice
“tools like ClickCease or TrafficGuard often top "best overall" lists in 2024 comparisons” Grok 4.20 · comparative prompt · first choice
“Start with TrafficGuard – it's the most balanced choice for most B2B marketers” GLM 4.7 FlashX · paraphrase 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 TrafficGuardClickCease vs ClickGuardianLunio vs TrafficGuardLunio vs ClickGuardianClickGUARD vs TrafficGuardClickGUARD vs ClickGuardianCheq vs TrafficGuardCheq vs ClickGuardianFraud Blocker vs TrafficGuardFraud Blocker vs ClickGuardianTrafficGuard vs ClickPatrolClickGuardian 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.