Zero of fourteen models named ClickPatrol first on the direct prompt; zero named ClickGUARD. ClickPatrol was named by twelve of the fourteen models and ClickGUARD by fourteen and ClickPatrol carries 22 labels and ClickGUARD 35, 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, ClickPatrol and ClickGUARD were named in the same answer thirty-one times, of the 55 answers naming ClickPatrol and the 95 naming ClickGUARD. In those answers ClickGUARD took the first choice two times and ClickPatrol 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid or be cautious with ClickGuard and any free or low-cost tools that rely solely on basic filters or manual rules.” Mistral Small · negative prompt · hard negative
“A Trustpilot reviewer described it as an *"expensive 'peace of mind tax' with zero real impact on performance."*” DeepSeek V4 Flash · negative prompt · hard negative
“User feedback on ClickGuard illustrates this: “You need to be very careful and not be too aggressive when setting up the rules, as I ended up blocking some real users by accident.”” Muse Glimmer 30B · negative prompt · soft negative
“start with ClickCease or ClickGuard for straightforward PPC protection” GPT-6 Luna · comparative prompt · first choice
“If your budget is under $100/month, go with ClickGUARD Lite.” GPT-5.4 mini · budget prompt · first choice
“If you want deep, granular, hands-on control over your Google Search rules and absolute transparency: Go with ClickGUARD.” Gemini 3.5 Flash · comparative 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.