The standing depends on who is buying. Every model is asked the same questions for each company size.
Ranked first. Next is ClickGuard at 2%.
Ranked first. Next is DataDome at 15%. 11 of 14 models made it the first choice when asked directly.
Ranked first, contested: DataDome has 20%.
“the recommended bot detection and mitigation tool for a mid-sized B2B company is Cloudflare Bot Management, as it is the clear leader with 56% of first choices”Llama 4 Maverick · Paraphrase question · first choice
“A managed, edge-based solution like Cloudflare or DataDome will likely give you the best balance of capability and operational simplicity.”DeepSeek V4 Flash · Scale-constrained question · first choice
“Cloudflare Bot Management — Excellent for mid-market. Strong ML detection, very low latency, generous free tier to start”Grok 4.20 · Scale-constrained question · first choice
“an enterprise ranking for 2026 puts Cloudflare, DataDome, Netacea, Akamai and Imperva as the top enterprise solutions”Muse Glimmer 30B · Comparative question · first choice
“the free tier is very basic and can be overly aggressive (high false positives on good bots like search crawlers)”Grok 4.20 · Negative question · warning
“Cloudflare is investigating reports of some legitimate requests being incorrectly assigned a low bot score.”Muse Glimmer 30B · Negative question · warning
“Unpredictable Costs at Scale: Native bot rules often charge per request analyzed.”Gemini 3.5 Flash · Negative question · warning
“Be Cautious With: Cloudflare Bot Management ... limited control for others.”Qwen 3.7 Flash · Negative question · warning
The products named in the same answers as Cloudflare Bot Management, over the 191 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 152 | 21 | Compare → | |
| 127 | 3 | View → | |
| 99 | 2 | Compare → | |
| 82 | 9 | Compare → | |
| 40 | 0 | View → | |
| 39 | 1 | View → | |
| 28 | 0 | View → | |
| 27 | 1 | View → | |
| 26 | 0 | View → | |
| 23 | 1 | View → |
What the models named instead of Cloudflare Bot Management →
A side-by-side page exists where both products are among a category's top eight.
Stated on Cloudflare Bot Management's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 165 of the 191 answers that named Cloudflare Bot Management and are not a share of its labels.
379 of the 586 domain citations in answers naming Cloudflare Bot Management came from a third party's page. Fifty-three were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 1 | 0 | 3 |
| GPT-5.4 mini | 4 | 1 | 0 | 0 | 5 |
| Gemini 3.5 Flash | 3 | 2 | 0 | 1 | 6 |
| Perplexity Sonar | 3 | 1 | 0 | 0 | 4 |
| Grok 4.20 | 3 | 1 | 0 | 1 | 5 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 5 | 1 | 0 | 0 | 6 |
| Llama 4 Maverick | 3 | 0 | 1 | 0 | 4 |
| Qwen 3.7 Flash | 4 | 0 | 0 | 1 | 5 |
| Kimi K2 | 3 | 1 | 0 | 0 | 4 |
| GLM 4.7 FlashX | 2 | 0 | 1 | 0 | 3 |
| MiniMax M2.5 | 1 | 3 | 0 | 0 | 4 |
| GPT-6 Luna | 2 | 0 | 1 | 0 | 3 |
| Muse Glimmer 30B | 4 | 0 | 0 | 1 | 5 |