ClickGUARD vs Cheq
Three of fourteen models named ClickGUARD first on the direct prompt; one named Cheq. Both were named by all fourteen models and ClickGUARD carries 38 labels and Cheq 26, so the shares are not directly comparable.
Named in one category this edition.
Named in three 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
ClickGUARDFirst choices, of fourteen modelsCheq
Across every category in the November 2026 Edition, ClickGUARD and Cheq were named in the same answer forty-four times, of the 105 answers naming ClickGUARD and the 99 naming Cheq. In those answers Cheq took the first choice eight times and ClickGUARD five.
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 | | | |
ClickGUARD Cheq first choice named as an alternative argued againstblank: not namedEach cell is one answer, ClickGUARD on the left and Cheq on the right.The direct prompt
ClickGUARD first, Cheq an alternative
3 of 14 modelsCheq was named in the answer but not as the choice, or not at all.Cheq first, ClickGUARD not the choice
1 of 14 modelsClickGUARD was named in the answer but not as the choice, or not at all.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.Neither was named
4 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
ClickGUARD8%#3 of 10Cheq6%#4 of 10Cheq21%#2 of 13ClickGUARD5%#4 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 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
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.