Click fraud protection · November 2026 Edition
Lunio vs ClickGuardian
Two of fourteen models named Lunio first on the direct prompt; zero named ClickGuardian. Lunio was named by fourteen of the fourteen models and ClickGuardian by nine and Lunio carries 36 labels and ClickGuardian 10, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share13%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate14%20%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#7A position in a field of 10; printed, not drawn.
Labels3610A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Lunio reading right to left. Rank and label count are printed, not drawn.ClickCease was named alongside these two in twelve of the fourteen direct answers. ClickCease vs Lunio · ClickCease vs ClickGuardian · Lunio vs ClickGUARD
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
LunioFirst choices, of fourteen modelsClickGuardian
Direct201 against Lunio
Paraphrase401 against Lunio
Comparative00
Budget-constrained021 against Lunio
Scale-constrained10
Negative002 against Lunio · 2 against ClickGuardian
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Lunio and ClickGuardian stood in it.
| 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 ClickGuardian first choice named as an alternative argued againstblank: not namedEach cell is one answer, Lunio on the left and ClickGuardian on the right.The direct prompt
The plain question, one answer per model, grouped by where Lunio and ClickGuardian stood in it.
Lunio first, ClickGuardian not the choice
2 of 14 modelsClickGuardian was named in the answer but not as the choice, or not at all.GPT-5.4 miniLunio alternatives: Cheq, ClickCease
Gemini 3.5 FlashLunio alternatives: Cheq, ClickGUARD, ClickPatrol, TrafficGuard
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Perplexity SonarCheq alternatives: ClickCease, Lunio
DeepSeek V4 FlashClickCease alternatives: ClickGUARD, Lunio
GLM 4.7 FlashXClickGUARD alternatives: ClickCease, ClickGuardian, TrafficGuard
GPT-6 LunaCHEQ Acquisition alternatives: Lunio
Muse Glimmer 30BClickCease alternatives: Fraud Blocker, IPQualityScore, Lunio, TrafficGuard
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5ClickGUARD, ClickPatrol alternatives: ClickCease, Spider AF
Grok 4.20ClickCease alternatives: ClickGUARD, TrafficGuard
Mistral SmallClickCease alternatives: Cheq, Spider AF
Llama 4 MaverickClickCease
Qwen 3.7 FlashClickCease alternatives: TrafficGuard
Kimi K2ClickCease alternatives: ClickGUARD, PPC Protect
MiniMax M2.5ClickCease, ClickGUARD alternatives: Cheq, TrafficGuard
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Mid-marketThe figures above
Enterprise
Lunio leads by twenty-three points.
Lunio25%#1 of 13ClickGuardian2%#– 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 ClickGuardian
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
Also compared
ClickCease vs LunioClickCease vs ClickGuardianLunio vs ClickGUARDLunio vs CheqLunio vs Fraud BlockerLunio vs TrafficGuardLunio vs ClickPatrolClickGUARD vs ClickGuardianCheq vs ClickGuardianFraud Blocker vs ClickGuardianTrafficGuard vs ClickGuardianClickGuardian vs ClickPatrolAll twenty-eight head-to-head pages and the full click fraud protection standing
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.