Two of fourteen models named DataDome first on the direct prompt; zero named Imperva Advanced Bot Protection. Both were named by all fourteen models and DataDome carries 59 labels and Imperva Advanced Bot Protection 40, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category 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, DataDome and Imperva Advanced Bot Protection were named in the same answer ninety-two times, of the 188 answers naming DataDome and the 109 naming Imperva Advanced Bot Protection. In those answers Imperva Advanced Bot Protection took the first choice three times and DataDome twenty-one.
| 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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid premium enterprise solutions like Akamai or Imperva unless scaling up” Grok 4.20 · budget prompt · hard negative
“Even top-tier enterprise vendors (such as Akamai Bot Manager, Cloudflare Bot Management, DataDome, Imperva, and HUMAN Security) have trade-offs” Gemini 3.5 Flash · negative prompt · soft negative
“Noted for dashboard limitations and overwhelming multi-layered detection, which can be difficult for small teams to manage effectively.” Mistral Small · negative prompt · soft negative
“Cloudflare Bot Manager or Imperva Advanced Bot Management are the best all-around choices” Mistral Small · paraphrase prompt · first choice
“Cloudflare, Imperva, and Akamai are top choices for scalability and integration” Mistral Small · comparative prompt · first choice
“Excellent for strict compliance ... More enterprise-oriented with higher costs and potentially more setup complexity” Grok 4.20 · paraphrase prompt · alternative
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.