Zero of fourteen models named Clixtell first on the direct prompt; zero named ClickPatrol. Clixtell was named by ten of the fourteen models and ClickPatrol by twelve and Clixtell carries 13 labels and ClickPatrol 22, 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, Clixtell and ClickPatrol were named in the same answer fifteen times, of the 43 answers naming Clixtell and the 55 naming ClickPatrol. In those answers ClickPatrol took the first choice two times and Clixtell four.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Aggressive blocking requires careful tuning to avoid false positives.” DeepSeek V4 Flash · negative prompt · soft negative
“Fraud Blocker and ClickPatrol stand out as top choices for small businesses with limited budgets” Mistral Small · budget prompt · first choice
“For most advertisers, ClickCease, Lunio, and ClickPatrol are top contenders” Mistral Small · comparative prompt · first choice
“Recommended: ClickPatrol ... stands out as the best overall value” DeepSeek V4 Flash · paraphrase 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.