Lunio vs ClickGUARD
Two of fourteen models named Lunio first on the direct prompt; three named ClickGUARD. Both were named by all fourteen models and Lunio carries 36 labels and ClickGUARD 38, 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.
By framing
LunioFirst choices, of fourteen modelsClickGUARD
Across every category in the November 2026 Edition, Lunio and ClickGUARD were named in the same answer forty-six times, of the 111 answers naming Lunio and the 105 naming ClickGUARD. In those answers ClickGUARD took the first choice four times and Lunio fourteen.
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 4.20 | | | | | | |
| 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 | | | | | |
Lunio ClickGUARD first choice named as an alternative argued againstblank: not namedEach cell is one answer, Lunio on the left and ClickGUARD on the right.The direct prompt
Lunio first, ClickGUARD an alternative
2 of 14 modelsClickGUARD was named in the answer but not as the choice, or not at all.ClickGUARD first, Lunio not the choice
3 of 14 modelsLunio was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 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
What the models said about Lunio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Complaints center on admin overhead (manual tweaks needed), questionable effectiveness, and not being "worth the hassle"” Grok 4.20 · negative prompt · hard negative
“Avoid enterprise tools such as Lunio unless your annual paid-media spend is very high” Perplexity Sonar · budget prompt · hard negative
“The same limitation applies to the broader category that ClickCease, ClickGuard, ClickPatrol, TrafficGuard and Lunio belong to” Muse Glimmer 30B · negative prompt · soft negative
“Lunio is a real-time invalid traffic detection tool that uses AI and machine learning to detect and prevent invalid traffic. It is recommended for mid-market B2B companies.” Llama 4 Maverick · paraphrase prompt · first choice
“consider: Lunio, CHEQ, DataDome, and Anura – these are noted as enterprise-ready with proper security credentials and multi-account capabilities.” MiniMax M2.5 · scale prompt · first choice
“I'd lean toward Lunio since it offers broader platform coverage and cross-channel insights” MiniMax M2.5 · paraphrase prompt · first choice
What the models said about ClickGUARD
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven 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
“Tools like ClickGuard, Fraud Blocker, and AdTector can produce false positives or require operational follow-up” Claude Haiku 4.5 · negative prompt · soft negative
“Tools That Rely Primarily on IP Blocking (Use Caution With All)” DeepSeek V4 Flash · negative prompt · soft negative
“If you run Google, Meta, and Microsoft Ads and want a simple, transparent solution: ClickCease or ClickGuard.” GLM 4.7 FlashX · comparative prompt · first choice
“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
“If you want my single pick for most small businesses, I'd lean ClickGuard Lite” GPT-5.4 mini · 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.