Cheq vs Fraud Blocker
One of fourteen models named Cheq first on the direct prompt; zero named Fraud Blocker. Cheq was named by fourteen of the fourteen models and Fraud Blocker by thirteen and Cheq carries 26 labels and Fraud Blocker 30, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category 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 modelsFraud Blocker
Across every category in the November 2026 Edition, Cheq and Fraud Blocker were named in the same answer twenty-three times, of the 99 answers naming Cheq and the 74 naming Fraud Blocker. In those answers Fraud Blocker took the first choice one time and Cheq two.
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 Fraud Blocker first choice named as an alternative argued againstblank: not namedEach cell is one answer, Cheq on the left and Fraud Blocker on the right.The direct prompt
Cheq first, Fraud Blocker not the choice
1 of 14 modelsFraud Blocker was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 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
Cheq6%#4 of 10Fraud Blocker6%#5 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 Fraud Blocker
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“While budget-friendly, it has received mixed reviews, with a rating of only 2.5/5, suggesting it may not be as reliable as other options.” Mistral Small · negative prompt · soft negative
“Fraud Blocker and Clixtell rely mainly on IP exclusions and click-frequency rules, which may be limiting for complex fraud patterns.” Claude Haiku 4.5 · 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
“Fraud Blocker is best for budget-conscious buyers, offering clear entry pricing starting from $79/month with a 7-day free trial.” Claude Haiku 4.5 · budget prompt · first choice
“Best for Pure Affordability ... Often starts under $50–$70/month” Qwen 3.7 Flash · budget prompt · first choice
“A. Fraud Blocker — *Best overall value for small businesses*” Gemini 3.5 Flash · budget 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.