Clixtell vs Cheq
Zero of fourteen models named Clixtell first on the direct prompt; zero named Cheq. Clixtell was named by ten of the fourteen models and Cheq by fourteen and Clixtell carries 13 labels and Cheq 27, 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
ClixtellFirst choices, of fourteen modelsCheq
Across every category in the October 2026 Edition, Clixtell and Cheq were named in the same answer fourteen times, of the 43 answers naming Clixtell and the 99 naming Cheq. In those answers Cheq took the first choice one time and Clixtell 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 4.1 Fast | | | ||||
| 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 | | | |
Clixtell Cheq first choice named as an alternative argued againstblank: not namedEach cell is one answer, Clixtell on the left and Cheq on the right.The direct prompt
Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
13 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
Cheq31%#2 of 12Clixtell0%#11 of 12What the models said about Clixtell
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“the fraud detection capabilities are more basic compared to dedicated solutions” DeepSeek V4 Flash · negative prompt · soft negative
“such as standard tiers of ClickCease, ClickGuard, or Clixtell) with caution” Gemini 3.5 Flash · negative prompt · soft negative
“If you need the absolute lowest monthly spend, Clixtell is the cheapest named entry in current round-ups.” Muse Glimmer 30B · budget prompt · first choice
“Clixtell at $10/month offers the best entry point if you need basic protection” Claude Haiku 4.5 · budget prompt · first choice
“Top Recommendation: Clixtell (from ~$10–15/month)” DeepSeek V4 Flash · 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. Six of seven in this category shown.
“CHEQ's detection is tuned for security use cases rather than campaign performance, and ad fraud sits alongside many other modules” Claude Haiku 4.5 · comparative prompt · soft negative
“Mixed evidence makes it a candidate for caution, especially for budget‑constrained advertisers.” GLM 4.7 FlashX · negative prompt · soft negative
“Detection is tuned for security use cases rather than campaign performance” Claude Haiku 4.5 · negative prompt · soft negative
“The four tools most consistently recommended for enterprise advertisers are Lunio, CHEQ, DataDome, and Anura” DeepSeek V4 Flash · scale prompt · first choice
“1. CHEQ - Strongest overall pick” MiniMax M2.5 · paraphrase prompt · first choice
“CHEQ or HUMAN Security are enterprise-grade cybersecurity tools that protect the entire marketing funnel and CRM from bot entries.” Gemini 3.5 Flash · scale prompt · alternative
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.