Cheq vs TrafficGuard
One of fourteen models named Cheq first on the direct prompt; zero named TrafficGuard. Both were named by all fourteen models and Cheq carries 26 labels and TrafficGuard 32, so the shares are not directly comparable.
Named in three categories this edition.
Named in two categories this edition.
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
CheqFirst choices, of fourteen modelsTrafficGuard
Across every category in the November 2026 Edition, Cheq and TrafficGuard were named in the same answer forty-nine times, of the 99 answers naming Cheq and the 103 naming TrafficGuard. In those answers TrafficGuard took the first choice seven times and Cheq twelve.
Every model, every framing
| 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 | | | |
Cheq TrafficGuard first choice named as an alternative argued againstblank: not namedEach cell is one answer, Cheq on the left and TrafficGuard on the right.The direct prompt
Cheq first, TrafficGuard not the choice
1 of 14 modelsTrafficGuard was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.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
TrafficGuard6%#2 of 10Cheq4%#7 of 10Cheq6%#4 of 10TrafficGuard4%#6 of 10What the models said about Cheq
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“More enterprise-oriented... it may involve custom pricing and less self-serve transparency.” Grok 4.20 · direct prompt · soft negative
“Look for enterprise-grade security tools (like CHEQ/PPC Protect or Fraudlogix) that focus on bot detection via behavioral analysis, server-side tracking, and invalid placement exclusions” Gemini 3.5 Flash · negative prompt · first choice
“The vendor positions it as "No. 1 Click Fraud Solution For PPC Campaigns" with advanced AI-powered detection and real-time monitoring and blocking.” Muse Glimmer 30B · comparative prompt · first choice
“consider: Lunio, CHEQ, DataDome, and Anura – these are noted as enterprise-ready” MiniMax M2.5 · scale prompt · first choice
What 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
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.