# Click fraud protection for small business buyers: 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 small B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/gtm/marketing/click-fraud-protection/smb

**Standing:** ClickCease leads with 47% of first choices; verdict clear leader. 51 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) | 47% | 19% | 64 |
| 2 | [TrafficGuard](https://www.gane.ai/index/gtm/vendors/trafficguard/index.md) | 6% | 17% | 24 |
| 3 | [Clixtell](https://www.gane.ai/index/gtm/vendors/clixtell/index.md) | 6% | 11% | 19 |
| 4 | [Lunio](https://www.gane.ai/index/gtm/vendors/lunio/index.md) | 6% | 46% | 24 |
| 5 | [ClickPatrol](https://www.gane.ai/index/gtm/vendors/clickpatrol/index.md) | 4% | 4% | 26 |
| 6 | [ClickGuardian](https://www.gane.ai/index/gtm/vendors/clickguardian/index.md) | 4% | 0% | 19 |
| 7 | [Cheq](https://www.gane.ai/index/gtm/vendors/cheq/index.md) | 4% | 47% | 17 |
| 8 | [ClickGUARD](https://www.gane.ai/index/gtm/vendors/clickguard/index.md) | 2% | 15% | 40 |
| 9 | [Fraud Blocker](https://www.gane.ai/index/gtm/vendors/fraud-blocker/index.md) | 2% | 16% | 31 |
| 10 | [Spider AF](https://www.gane.ai/index/gtm/vendors/spider-af/index.md) | 2% | 10% | 21 |

Rank is by share of first choices among all 62 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: ClickCease, Lunio; alternatives ClickGuardian, Fraud Blocker
- GPT-5.4 mini: ClickCease; alternatives TrafficGuard
- Gemini 3.5 Flash: ClickCease; alternatives ClickGUARD, Fraud Blocker, TrafficGuard
- Perplexity Sonar: ClickCease; alternatives ClickGUARD, ClickGuardian, Clixtell, TrafficGuard
- Grok 4.20: ClickCease; alternatives Cheq, ClickGUARD, Spider AF
- Mistral Small: ClickCease, Spider AF
- DeepSeek V4 Flash: ClickCease; alternatives ClickGUARD, ClickGuardian, ClickPatrol
- Llama 4 Maverick: ClickCease; alternatives Affise, AppsFlyer, ClickGUARD
- Qwen 3.7 Flash: Fraud Blocker; alternatives ClickCease, ClickGUARD
- Kimi K2: ClickCease; alternatives ClickGUARD, ClickGuardian, ClickSambo
- GLM 4.7 FlashX: ClickCease; alternatives ClickGUARD, Clixtell, Spider AF, TrafficGuard
- MiniMax M2.5: ClickCease; alternatives Cheq, ClickGUARD, Spider AF
- GPT-6 Luna: ClickCease; alternatives ClickGUARD
- Muse Glimmer 30B: Cheq, ClickCease, ClickGUARD; alternatives ClickPatrol, Clixtell, Spider AF

## Sources the answers cite

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

- softwareadvice.com: 40 answers, 57 citations
- g2.com: 38 answers, 44 citations
- clickcease.com: 35 answers, 49 citations
- capterra.com: 35 answers, 40 citations
- clickguardian.ai: 30 answers, 47 citations
- spotsaas.com: 30 answers, 45 citations
- getapp.com: 27 answers, 31 citations
- softwareadvice.co.uk: 27 answers, 27 citations

Pages named in the most answers:

- https://softwareadvice.com/click-fraud/small-business (32 answers)
- https://softwareadvice.co.uk/directory/4263/click-fraud/software (27 answers)
- https://capterra.com/click-fraud-software (26 answers)
- https://g2.com/categories/click-fraud/small-business (26 answers)
- https://spotsaas.com/list/click-fraud-software/for-small-business (22 answers)
- https://clickcease.com/ (20 answers)
- https://getapp.com/marketing-software/click-fraud/org/small-business (17 answers)
- https://lunio.ai/blog/the-9-best-click-fraud-detection-tools-ranked (16 answers)
- https://guideflow.com/blog/best-click-fraud-software (13 answers)
- https://clickguardian.ai/blog/best-click-fraud-protection (12 answers)

## Warned against

- Lunio: 11 of 24 labels negative. "Avoid this for small teams unless you are spending hundreds of thousands annually, as it gets expensive fast." (GLM 4.7 FlashX, comparative prompt)
- ClickCease: 12 of 64 labels negative. "Tools With Accuracy & False Positive Issues

ClickCease
- False positives: Users frequently report legitimate customers being mistakenly flagged and blocked" (GLM 4.7 FlashX, negative prompt)
- Cheq: 8 of 17 labels negative. "Why to avoid them: These enterprise platforms are built for cybersecurity teams and large brands spending $50,000 to $500,000+ per month" (Gemini 3.5 Flash, negative prompt)
- ClickGUARD: 6 of 40 labels negative. "CHEQ / ClickGuard (over-reporting & questionable value)" (DeepSeek V4 Flash, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: ClickCease at 47%.

- ClickCease: 54% to 47%, −7. Inside the floor by 4 points · rank 1 of 62, unchanged.
- TrafficGuard: 2% to 6%, +4. Inside the floor by 7 points · rank 7 → 2 of 62.
- Lunio: 2% to 6%, +4. Inside the floor by 7 points · rank 14 → 4 of 62.
- Cheq: 0% to 4%, +4. Inside the floor by 7 points · rank 45 → 7 of 62.
- Fraud Blocker: 6% to 2%, −4. Inside the floor by 7 points · rank 3 → 9 of 62.
- Clixtell: 8% to 6%, −2. Inside the floor by 9 points · rank 2 → 3 of 62.
- ClickPatrol: 6% to 4%, −2. Inside the floor by 9 points · rank 4 → 5 of 62.
- ClickGuardian: 2% to 4%, +2. Inside the floor by 9 points · rank 6 of 62, unchanged.
- ClickGUARD: 4% to 2%, −2. Inside the floor by 9 points · rank 5 → 8 of 62.
- Spider AF: 0% to 2%, +2. Inside the floor by 9 points · rank 17 → 10 of 62.
- Improvely: 2% to 0%, −2. Inside the floor by 9 points · rank 8 → 35 of 62.

## 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.