# ClickCease vs Cheq: which do AI models recommend for click fraud protection, October 2026

GTM AI Recommendation Index, October 2026 Edition, Click fraud protection. Ten of fourteen models named ClickCease first on the direct prompt; zero named Cheq. Page: https://gtm-ai-index.com/marketing/click-fraud-protection/clickcease-vs-cheq/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| ClickCease | 36% | #1 of 9 | 12% | 57 | 14 of 14 |
| Cheq | 4% | #5 of 9 | 11% | 27 | 14 of 14 |

## The direct prompt, model by model

- GPT-5.4 mini: clickcease first (first choices: ClickCease) (alternatives: Lunio)
- Grok 4.1 Fast: clickcease first (first choices: ClickCease) (alternatives: ClickGUARD, Lunio)
- Mistral Small: clickcease first (first choices: ClickCease) (alternatives: Fraud Blocker, Spider AF)
- DeepSeek V4 Flash: clickcease first (first choices: ClickCease) (alternatives: ClickGUARD, Lunio, TrafficGuard)
- Llama 4 Maverick: clickcease first (first choices: ClickCease) (alternatives: Fraud Blocker)
- Kimi K2: clickcease first (first choices: ClickCease) (alternatives: ClickGuardian, TrafficGuard)
- GLM 4.7 FlashX: clickcease first (first choices: ClickCease) (alternatives: ClickGUARD, ClickPatrol, TrafficGuard)
- MiniMax M2.5: clickcease first (first choices: AdWatcher, ClickCease) (alternatives: ClickPatrol)
- GPT-6 Luna: clickcease first (first choices: ClickCease) (alternatives: Lunio)
- Muse Glimmer 30B: clickcease first (first choices: ClickCease) (alternatives: Clixtell, Lunio, TrafficGuard)
- Claude Haiku 4.5: neither first, one named (first choices: Lunio) (alternatives: ClickCease, ClickGUARD, TrafficGuard)
- Perplexity Sonar: neither first, one named (first choices: Lunio) (alternatives: ClickCease, ClickGUARD, TrafficGuard)
- Qwen 3.7 Flash: neither first, one named (first choices: Lunio) (alternatives: ClickCease, ClickGUARD)
- Gemini 3.5 Flash: neither named (first choices: Lunio) (alternatives: Fraud Blocker, TrafficGuard)

## What the models said about ClickCease

- "Why we do NOT recommend basic tools like ClickCease for Mid-Market B2B" (Gemini 3.5 Flash, direct prompt, hard negative)
- "High ratings (4.6-4.7/5), but occasional complaints on Trustpilot/Capterra about access errors, limited rule customization, analytics depth" (Grok 4.1 Fast, negative prompt, soft negative)
- "You should approach legacy, IP-blocking-heavy tools (such as standard tiers of ClickCease, ClickGuard, or Clixtell) with caution" (Gemini 3.5 Flash, negative prompt, soft negative)
- "If you are an SMB spending under $20k/month on Google and Meta and want a quick, affordable, set-and-forget tool: Go with ClickCease or Fraud Blocker." (Gemini 3.5 Flash, comparative prompt, first choice)
- "For most advertisers, ClickCease, Lunio, and ClickPatrol are top contenders due to their real-time protection, multi-platform support, and ease of integration." (Mistral Small, comparative prompt, first choice)
- "I'd recommend starting with ClickCease due to its low entry price ($12/month), comprehensive feature set, and no-contract policy" (GLM 4.7 FlashX, budget prompt, first choice)

## What the models said about Cheq

- "CHEQ's detection is tuned for security use cases rather than campaign performance, and ad fraud sits alongside many other modules" (Claude Haiku 4.5, comparative prompt, soft negative)
- "Mixed evidence makes it a candidate for caution, especially for budget‑constrained advertisers." (GLM 4.7 FlashX, negative prompt, soft negative)
- "Detection is tuned for security use cases rather than campaign performance" (Claude Haiku 4.5, negative prompt, soft negative)
- "The four tools most consistently recommended for enterprise advertisers are Lunio, CHEQ, DataDome, and Anura" (DeepSeek V4 Flash, scale prompt, first choice)
- "1. CHEQ - Strongest overall pick" (MiniMax M2.5, paraphrase prompt, first choice)
- "CHEQ or HUMAN Security are enterprise-grade cybersecurity tools that protect the entire marketing funnel and CRM from bot entries." (Gemini 3.5 Flash, scale prompt, alternative)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.