Lunio vs Fraud Blocker
Two of fourteen models named Lunio first on the direct prompt; zero named Fraud Blocker. Lunio was named by fourteen of the fourteen models and Fraud Blocker by thirteen and Lunio carries 36 labels and Fraud Blocker 30, 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 modelsFraud Blocker
Across every category in the November 2026 Edition, Lunio and Fraud Blocker were named in the same answer thirty-eight times, of the 111 answers naming Lunio and the 74 naming Fraud Blocker. In those answers Fraud Blocker took the first choice one time and Lunio seven.
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 Fraud Blocker first choice named as an alternative argued againstblank: not namedEach cell is one answer, Lunio on the left and Fraud Blocker on the right.The direct prompt
Lunio first, Fraud Blocker not the choice
2 of 14 modelsFraud Blocker was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 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
Lunio25%#1 of 13Fraud Blocker5%#6 of 13What 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 Fraud Blocker
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“While budget-friendly, it has received mixed reviews, with a rating of only 2.5/5, suggesting it may not be as reliable as other options.” Mistral Small · negative prompt · soft negative
“Fraud Blocker and Clixtell rely mainly on IP exclusions and click-frequency rules, which may be limiting for complex fraud patterns.” Claude Haiku 4.5 · 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
“Fraud Blocker is best for budget-conscious buyers, offering clear entry pricing starting from $79/month with a 7-day free trial.” Claude Haiku 4.5 · budget prompt · first choice
“Best for Pure Affordability ... Often starts under $50–$70/month” Qwen 3.7 Flash · budget prompt · first choice
“A. Fraud Blocker — *Best overall value for small businesses*” Gemini 3.5 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.