Lunio vs Cheq
Two of fourteen models named Lunio first on the direct prompt; one named Cheq. Both were named by all fourteen models and Lunio carries 36 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
LunioFirst choices, of fourteen modelsCheq
Across every category in the November 2026 Edition, Lunio and Cheq were named in the same answer sixty-eight times, of the 111 answers naming Lunio and the 99 naming Cheq. In those answers Cheq took the first choice seven times and Lunio twenty-one.
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 | | | | |
Lunio Cheq first choice named as an alternative argued againstblank: not namedEach cell is one answer, Lunio on the left and Cheq on the right.The direct prompt
Lunio first, Cheq an alternative
2 of 14 modelsCheq was named in the answer but not as the choice, or not at all.Cheq first, Lunio an alternative
1 of 14 modelsLunio 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
6 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
What the models said about Lunio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Complaints center on admin overhead (manual tweaks needed), questionable effectiveness, and not being "worth the hassle"” Grok 4.20 · negative prompt · hard negative
“Avoid enterprise tools such as Lunio unless your annual paid-media spend is very high” Perplexity Sonar · budget prompt · hard negative
“The same limitation applies to the broader category that ClickCease, ClickGuard, ClickPatrol, TrafficGuard and Lunio belong to” Muse Glimmer 30B · negative prompt · soft negative
“Lunio is a real-time invalid traffic detection tool that uses AI and machine learning to detect and prevent invalid traffic. It is recommended for mid-market B2B companies.” Llama 4 Maverick · paraphrase prompt · first choice
“consider: Lunio, CHEQ, DataDome, and Anura – these are noted as enterprise-ready with proper security credentials and multi-account capabilities.” MiniMax M2.5 · scale prompt · first choice
“I'd lean toward Lunio since it offers broader platform coverage and cross-channel insights” MiniMax M2.5 · paraphrase 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.