Zero of fourteen models named ClickGuardian first on the direct prompt; one named ClickPatrol. ClickGuardian was named by nine of the fourteen models and ClickPatrol by twelve and ClickGuardian carries 10 labels and ClickPatrol 21, 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 November 2026 Edition, ClickGuardian and ClickPatrol were named in the same answer thirteen times, of the 38 answers naming ClickGuardian and the 62 naming ClickPatrol. In those answers ClickPatrol took the first choice one time and ClickGuardian one.
| 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 |
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.
“lesser-known brands like ClickGuardian or niche local solutions that have very low review counts. Their lower ratings (e.g., 3.3/5) often reflect inconsistent performance” Qwen 3.7 Flash · negative prompt · soft negative
“ClickGuardian has a much smaller review footprint on G2, and Trustpilot reviewers mention unusual pricing structure concerns” GPT-5.4 mini · negative prompt · soft negative
“Try ClickFortify ($10/mo) or ClickGuardian ($49/mo). At these prices, the tool pays for itself” Kimi K2 · budget prompt · first choice
“ClickGuardian stands out as the best click fraud protection tool” Mistral Small · budget prompt · first choice
“Choose ClickGuardian if you primarily use Google and Microsoft Ads and prefer flat-fee pricing” Perplexity Sonar · budget prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“The same limitation applies to the broader category that ClickCease, ClickGuard, ClickPatrol, TrafficGuard and Lunio belong to” Muse Glimmer 30B · negative prompt · soft negative
“there are concerns about its overall effectiveness and the possibility of false positives or negatives in fraud detection” Mistral Small · negative prompt · soft negative
“Cons include complex implementation, outdated docs, limited integrations, and potential for blocking good traffic.” Grok 4.20 · negative prompt · soft negative
“I'd recommend requesting demos from ClickPatrol and ClickGUARD, as they appear most tailored to mid-market B2B needs” Claude Haiku 4.5 · direct prompt · first choice
“Best for European advertisers: ClickPatrol, which combines multi-platform coverage with a GDPR-focused positioning.” Perplexity Sonar · comparative prompt · alternative
“Choose ClickPatrol if you want more comprehensive features for just a bit more money” MiniMax M2.5 · budget 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.