Seven of fourteen models named Cloudflare Bot Management first on the direct prompt; five named DataDome. Both were named by all fourteen models and Cloudflare Bot Management carries 59 labels and DataDome 49, so the shares are not directly comparable.
Named in two categories this edition.
Named in two 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 October 2026 Edition, Cloudflare Bot Management and DataDome were named in the same answer 121 times, of the 177 answers naming Cloudflare Bot Management and the 149 naming DataDome. In those answers DataDome took the first choice twenty-eight times and Cloudflare Bot Management sixty-six.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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.
“Cloudflare notes that Bot Fight Mode and Super Bot Fight Mode can cause false positives and are intentionally aggressive, so they can block legitimate traffic if left on without careful review.” GPT-5.4 mini · negative prompt · soft negative
“Bot Fight Mode and Super Bot Fight Mode are “aggressive by design. False positives are expected, especially in the first few days after enablement.”” Muse Glimmer 30B · negative prompt · soft negative
“Vendors like Cloudflare and others are criticized on G2 for steep learning curves, complex UIs/rules, and time-intensive tuning.” Grok 4.1 Fast · negative prompt · soft negative
“If your B2B company already uses Cloudflare for DNS or CDN, start by upgrading to their Super Bot Protection or Enterprise Bot Management. It is the most seamless transition.” Gemini 3.5 Flash · paraphrase prompt · first choice
“Cloudflare's bot protection features (starting with free tiers and low-cost plans) stand out as the best option for a company with a limited budget.” Grok 4.1 Fast · budget prompt · first choice
“I'd generally recommend Cloudflare Bot Management if you want the best balance of capability, operational simplicity, and breadth of controls” GPT-5.4 mini · paraphrase 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.
“If you are currently evaluating dedicated bot-management vendors (such as DataDome, HUMAN, Kasada, Akamai, or F5), watch out for these contract and technical warning signs” Gemini 3.5 Flash · negative prompt · soft negative
“DataDome's published Essentials plan starts at $3,830/month, so I'd reserve it for a clear need and budget.” GPT-6 Luna · paraphrase prompt · soft negative
“No free tier (free trial only) | Enterprise‑only pricing (custom quotes) ... can budget >$200/mo” GLM 4.7 FlashX · budget prompt · soft negative
“DataDome | Real-time, multi-surface protection | Sub-2ms latency, <0.01% false positives, strong API/mobile coverage, 24/7 SOC | Can be pricier” DeepSeek V4 Flash · scale prompt · first choice
“If you have the budget (~$45k/year) and want the highest protection with the least amount of internal work, go with DataDome.” Gemini 3.5 Flash · direct prompt · first choice
“DataDome (Leader in Forrester Wave) ... Superior AI-agent trust management, zero-friction UX, and excellent API-level protection.” Gemini 3.5 Flash · comparative 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.