# Click fraud protection: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "click fraud protection tool" and as "invalid ad traffic blocker", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/gtm/marketing/click-fraud-protection

**Standing:** ClickCease leads with 37% of first choices; verdict contested. 52 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [ClickCease](https://www.gane.ai/index/gtm/vendors/clickcease/index.md) | 37% | 24% | 59 |
| 2 | [Lunio](https://www.gane.ai/index/gtm/vendors/lunio/index.md) | 13% | 14% | 36 |
| 3 | [ClickGUARD](https://www.gane.ai/index/gtm/vendors/clickguard/index.md) | 8% | 8% | 38 |
| 4 | [Cheq](https://www.gane.ai/index/gtm/vendors/cheq/index.md) | 6% | 4% | 26 |
| 5 | [Fraud Blocker](https://www.gane.ai/index/gtm/vendors/fraud-blocker/index.md) | 6% | 10% | 30 |
| 6 | [TrafficGuard](https://www.gane.ai/index/gtm/vendors/trafficguard/index.md) | 4% | 3% | 32 |
| 7 | [ClickGuardian](https://www.gane.ai/index/gtm/vendors/clickguardian/index.md) | 4% | 20% | 10 |
| 10 | [ClickPatrol](https://www.gane.ai/index/gtm/vendors/clickpatrol/index.md) | 2% | 19% | 21 |
| 13 | [Clixtell](https://www.gane.ai/index/gtm/vendors/clixtell/index.md) | 2% | 18% | 11 |
| 18 | [Spider AF](https://www.gane.ai/index/gtm/vendors/spider-af/index.md) | 0% | 0% | 15 |

Rank is by share of first choices among all 64 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: ClickGUARD, ClickPatrol; alternatives ClickCease, Spider AF
- GPT-5.4 mini: Lunio; alternatives Cheq, ClickCease
- Gemini 3.5 Flash: Lunio; alternatives Cheq, ClickGUARD, ClickPatrol, TrafficGuard
- Perplexity Sonar: Cheq; alternatives ClickCease, Lunio
- Grok 4.20: ClickCease; alternatives ClickGUARD, TrafficGuard
- Mistral Small: ClickCease; alternatives Cheq, Spider AF
- DeepSeek V4 Flash: ClickCease; alternatives ClickGUARD, Lunio
- Llama 4 Maverick: ClickCease
- Qwen 3.7 Flash: ClickCease; alternatives TrafficGuard
- Kimi K2: ClickCease; alternatives ClickGUARD, PPC Protect
- GLM 4.7 FlashX: ClickGUARD; alternatives ClickCease, ClickGuardian, TrafficGuard
- MiniMax M2.5: ClickCease, ClickGUARD; alternatives Cheq, TrafficGuard
- GPT-6 Luna: CHEQ Acquisition; alternatives Lunio
- Muse Glimmer 30B: ClickCease; alternatives Fraud Blocker, IPQualityScore, Lunio, TrafficGuard

## Sources the answers cite

78 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- capterra.com: 33 answers, 50 citations
- softwareadvice.com: 31 answers, 36 citations
- clickcease.com: 28 answers, 48 citations
- lunio.ai: 28 answers, 39 citations
- trafficguard.ai: 26 answers, 33 citations
- sourceforge.net: 24 answers, 26 citations
- spotsaas.com: 21 answers, 41 citations
- clickpatrol.com: 21 answers, 26 citations

Pages named in the most answers:

- https://capterra.com/click-fraud-software (27 answers)
- https://softwareadvice.co.uk/directory/4263/click-fraud/software (18 answers)
- https://softwareadvice.com/click-fraud (16 answers)
- https://sourceforge.net/software/click-fraud/for-mid-size-business (16 answers)
- https://clickcease.com/ (15 answers)
- https://lunio.ai/blog/the-9-best-click-fraud-detection-tools-ranked (15 answers)
- https://softwareadvice.com/click-fraud/small-business (15 answers)
- https://trafficguard.ai/blog/best-click-fraud-protection-software-protect-your-ppc-campaigns (14 answers)
- https://guideflow.com/blog/best-click-fraud-software (13 answers)
- https://growann.com/best/click-fraud-software (12 answers)

## Warned against

- ClickCease: 14 of 59 labels negative. "Account suspension risk: Multiple users report their Google Ads accounts being shut down for "circumventing systems" after installing ClickCease" (GLM 4.7 FlashX, negative prompt)
- Lunio: 5 of 36 labels negative. "Complaints center on admin overhead (manual tweaks needed), questionable effectiveness, and not being "worth the hassle"" (Grok 4.20, negative prompt)
- ClickPatrol: 4 of 21 labels negative. "The same limitation applies to the broader category that ClickCease, ClickGuard, ClickPatrol, TrafficGuard and Lunio belong to" (Muse Glimmer 30B, negative prompt)
- DoubleVerify: 3 of 5 labels negative. "What to Avoid: DoubleVerify / IAS (Integral Ad Science) – ... typically overkill and too expensive for mid-sized B2B companies" (Kimi K2, paraphrase prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: ClickCease at 37%.

- Lunio: 20% to 13%, −7. Inside the floor by 4 points · rank 2 of 64, unchanged.
- ClickGUARD: 2% to 8%, +6. Inside the floor by 5 points · rank 10 → 3 of 64.
- Clixtell: 6% to 2%, −4. Inside the floor by 7 points · rank 4 → 13 of 64.
- Cheq: 4% to 6%, +2. Inside the floor by 9 points · rank 5 → 4 of 64.
- Fraud Blocker: 8% to 6%, −2. Inside the floor by 9 points · rank 3 → 5 of 64.
- TrafficGuard: 2% to 4%, +2. Inside the floor by 9 points · rank 9 → 6 of 64.
- ClickGuardian: 2% to 4%, +2. Inside the floor by 9 points · rank 12 → 7 of 64.
- ClickPatrol: 4% to 2%, −2. Inside the floor by 9 points · rank 6 → 10 of 64.
- ClickCease: 36% to 37%, +1. Inside the floor by 10 points · rank 1 of 64, unchanged.
- Spider AF: 0% to 0%, ±0. Inside the floor by 11 points · rank 17 → 18 of 64.

## 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.