Ten of fourteen models named ClickCease first on the direct prompt; zero named Clixtell. ClickCease was named by fourteen of the fourteen models and Clixtell by ten and ClickCease carries 57 labels and Clixtell 13, so the shares are not directly comparable.
Named in one category 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.
Across every category in the October 2026 Edition, ClickCease and Clixtell were named in the same answer thirty-eight times, of the 156 answers naming ClickCease and the 43 naming Clixtell. In those answers Clixtell took the first choice four times and ClickCease nine.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Why we do NOT recommend basic tools like ClickCease for Mid-Market B2B” Gemini 3.5 Flash · direct prompt · hard negative
“High ratings (4.6-4.7/5), but occasional complaints on Trustpilot/Capterra about access errors, limited rule customization, analytics depth” Grok 4.1 Fast · negative prompt · soft negative
“You should approach legacy, IP-blocking-heavy tools (such as standard tiers of ClickCease, ClickGuard, or Clixtell) with caution” Gemini 3.5 Flash · negative prompt · soft negative
“If you are an SMB spending under $20k/month on Google and Meta and want a quick, affordable, set-and-forget tool: Go with ClickCease or Fraud Blocker.” Gemini 3.5 Flash · comparative prompt · first choice
“For most advertisers, ClickCease, Lunio, and ClickPatrol are top contenders due to their real-time protection, multi-platform support, and ease of integration.” Mistral Small · comparative prompt · first choice
“I'd recommend starting with ClickCease due to its low entry price ($12/month), comprehensive feature set, and no-contract policy” GLM 4.7 FlashX · budget prompt · first choice
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
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.