# Lunio: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 36 judge labels across 1 category by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/lunio

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Click fraud protection](https://www.gane.ai/index/gtm/marketing/click-fraud-protection/index.md) | 13% | 2 | 14% | 36 |

## What the models said for it

- "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, Click fraud protection)
- "consider: Lunio, CHEQ, DataDome, and Anura – these are noted as enterprise-ready with proper security credentials and multi-account capabilities." (MiniMax M2.5, Click fraud protection)
- "I'd lean toward Lunio since it offers broader platform coverage and cross-channel insights" (MiniMax M2.5, Click fraud protection)
- "If you want the single best pick for a mid-market B2B company, choose Lunio." (GPT-5.4 mini, Click fraud protection)

## And against it

- "Complaints center on admin overhead (manual tweaks needed), questionable effectiveness, and not being "worth the hassle"" (Grok 4.20, Click fraud protection)
- "Avoid enterprise tools such as Lunio unless your annual paid-media spend is very high" (Perplexity Sonar, Click fraud protection)
- "The same limitation applies to the broader category that ClickCease, ClickGuard, ClickPatrol, TrafficGuard and Lunio belong to" (Muse Glimmer 30B, Click fraud protection)
- "Cons: Can be overly expensive and complex for standard mid-market budgets." (Qwen 3.7 Flash, Click fraud protection)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 2 | 1 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 2 | 1 | 1 | 0 | 4 |
| Perplexity Sonar | 0 | 3 | 0 | 1 | 4 |
| Grok 4.20 | 0 | 1 | 0 | 1 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 1 | 4 |
| Llama 4 Maverick | 1 | 0 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 1 | 2 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 2 | 1 | 0 | 0 | 3 |
| GPT-6 Luna | 0 | 3 | 0 | 0 | 3 |
| Muse Glimmer 30B | 0 | 2 | 1 | 1 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named Lunio, from 108 of the 111 answers that named it (only the models that return a source list).

### Domains cited

- lunio.ai: 84 (its own site)
- trafficguard.ai: 48
- clickcease.com: 44
- capterra.com: 38
- g2.com: 37
- sourceforge.net: 37
- softwareadvice.com: 30
- clickfortify.com: 29
- clickpatrol.com: 28
- clickguardian.ai: 26

### Pages cited

- https://lunio.ai/blog/best-click-fraud-detection-tools-for-enterprise-advertisers: 50
- https://lunio.ai/blog/the-9-best-click-fraud-detection-tools-ranked: 39
- https://capterra.com/click-fraud-software: 26
- https://clickcease.com/: 24
- https://guideflow.com/blog/best-click-fraud-software: 23
- https://trafficguard.ai/blog/best-click-fraud-protection-software-protect-your-ppc-campaigns: 23
- https://softwareadvice.com/click-fraud: 22
- https://softwareadvice.co.uk/directory/4263/click-fraud/software: 20

## What it publishes

Every page lunio.ai exposes, read 2026-10-05: 419 addresses. By kind, pages and the last 90 days:

- blog: 220 pages, 9 in the last 90 days, latest 2026-10-01
- case study: 21 pages, 0 in the last 90 days, latest 2026-04-14
- webinar or virtual event: 18 pages, 0 in the last 90 days, latest 2025-11-21
- report or ebook: 6 pages, 0 in the last 90 days, latest 2023-09-13
- comparison: 8 pages, 2 in the last 90 days, latest 2026-09-29
- template or tool: 3 pages, 0 in the last 90 days, latest 2025-06-24
- glossary or explainer: 48 pages, 0 in the last 90 days, latest 2026-06-25
- podcast or video: 20 pages, 0 in the last 90 days, latest 2025-11-12
- news or press: 18 pages, 0 in the last 90 days, latest 2026-07-02
- Recent: 2026-10-01 blog: Best click fraud detection tools for enterprise advertisers https://www.lunio.ai/blog/best-click-fraud-detection-tools-for-enterprise-advertisers
- Recent: 2026-09-29 comparison: Givt vs sivt sophisticated vs general invalid traffic explained https://www.lunio.ai/blog/givt-vs-sivt-sophisticated-vs-general-invalid-traffic-explained
- Recent: 2026-09-21 blog: Free click fraud detection tools compared https://www.lunio.ai/blog/free-click-fraud-detection-tools-compared
- Recent: 2026-09-18 blog: Google smart bidding bad data https://www.lunio.ai/blog/google-smart-bidding-bad-data
- Recent: 2026-09-03 blog: Ad fraud detection guide https://www.lunio.ai/blog/ad-fraud-detection-guide
- Recent: 2026-08-17 blog: How to audit an ai max campaign https://www.lunio.ai/blog/how-to-audit-an-ai-max-campaign

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.