Lunio vs TrafficGuard
Four of fourteen models named Lunio first on the direct prompt; zero named TrafficGuard. Lunio was named by fourteen of the fourteen models and TrafficGuard by thirteen and Lunio carries 42 labels and TrafficGuard 30, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories 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 modelsTrafficGuard
Across every category in the October 2026 Edition, Lunio and TrafficGuard were named in the same answer sixty-two times, of the 122 answers naming Lunio and the 85 naming TrafficGuard. In those answers TrafficGuard took the first choice three times and Lunio twenty-eight.
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 4.1 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 | | | |
Lunio TrafficGuard first choice named as an alternative argued againstblank: not namedEach cell is one answer, Lunio on the left and TrafficGuard on the right.The direct prompt
Lunio first, TrafficGuard an alternative
4 of 14 modelsTrafficGuard was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 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
Lunio2%#9 of 10TrafficGuard2%#7 of 10Lunio39%#1 of 12TrafficGuard2%#7 of 12What the models said about Lunio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Percentage-of-ad-spend pricing — the more your campaigns grow, the more you pay, which becomes increasingly expensive at scale.” DeepSeek V4 Flash · negative prompt · soft negative
“typically aimed at growing brands rather than the cheapest option | Better if budget is flexible” Perplexity Sonar · budget prompt · soft negative
“certain enterprise-focused tools like Lunio may not be cost-effective for you” Claude Haiku 4.5 · budget prompt · soft negative
“Look for tools with strong machine learning engines, real-time blocking, and transparent reporting, such as Lunio, TrafficGuard, CHEQ, DataDome, Anura, or ClickCease.” Mistral Small · negative prompt · first choice
“Lunio is highly regarded for mid-market/enterprise marketing teams. It focuses heavily on maximizing ad efficiency and cleaning up smart bidding signals.” Gemini 3.5 Flash · scale prompt · first choice
“The four tools most consistently recommended for enterprise advertisers are Lunio, CHEQ, DataDome, and Anura” DeepSeek V4 Flash · scale prompt · first choice
What the models said about TrafficGuard
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Requires careful baselines to avoid false positives during campaigns, has limited coverage detail for proxy and data-center traffic categories” Claude Haiku 4.5 · negative prompt · soft negative
“Go with [ClickFortify](https://clickfortify.com/) or [TrafficGuard's free tier](https://www.trafficguard.ai/)” Gemini 3.5 Flash · budget prompt · first choice
“choose enterprise-grade, security-first platforms (like *Human Security*, *DataDome*, or *TrafficGuard*)” Gemini 3.5 Flash · negative prompt · first choice
“Best for widest channel coverage: TrafficGuard protects Search, Performance Max, Social, Affiliate, and Mobile from one platform.” Muse Glimmer 30B · direct 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.