Eleven of fourteen models named Cloudflare Bot Management first on the direct prompt; two named DataDome. Both were named by all fourteen models and Cloudflare Bot Management carries 58 labels and DataDome 59, so the shares are not directly comparable.
Named in one category this edition.
Named in three categories this edition.
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; every quote names the model and the prompt it came from. Both figures come from the bot management page.
Across every category in the November 2026 Edition, Cloudflare Bot Management and DataDome were named in the same answer 152 times, of the 191 answers naming Cloudflare Bot Management and the 188 naming DataDome. In those answers DataDome took the first choice twenty-one times and Cloudflare Bot Management eighty-four.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“the free tier is very basic and can be overly aggressive (high false positives on good bots like search crawlers)” Grok 4.20 · negative prompt · soft negative
“Cloudflare is investigating reports of some legitimate requests being incorrectly assigned a low bot score.” Muse Glimmer 30B · negative prompt · soft negative
“Unpredictable Costs at Scale: Native bot rules often charge per request analyzed.” Gemini 3.5 Flash · negative prompt · soft negative
“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 prompt · 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 prompt · first choice
“Cloudflare Bot Management — Excellent for mid-market. Strong ML detection, very low latency, generous free tier to start” Grok 4.20 · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“What to Avoid on a Tight Budget - DataDome — starts at $3,830/month (enterprise-grade, overkill for most SMBs)” DeepSeek V4 Flash · budget prompt · hard negative
“Some models recommend avoiding DataDome for budget-conscious buyers, citing its high cost and potential overkill” Mistral Small · negative prompt · hard negative
“Avoid starting with DataDome, Akamai, Radware, or similar enterprise platforms” Perplexity Sonar · budget prompt · hard negative
“DataDome and Cloudflare offer the best balance of features and affordability, with DataDome specifically noted for providing "excellent service at an affordable price."” MiniMax M2.5 · budget prompt · first choice
“For a typical mid-market B2B company, DataDome offers the best balance of detection accuracy, pricing, and B2B-specific features.” MiniMax M2.5 · direct prompt · first choice
“I'd recommend evaluating DataDome or Netacea first as they balance cost, ease of integration, and B2B-specific threat protection.” Claude Haiku 4.5 · paraphrase prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.