Zero of fourteen models named Imperva Advanced Bot Protection first on the direct prompt; zero named Indusface AppTrana. Imperva Advanced Bot Protection was named by fourteen of the fourteen models and Indusface AppTrana by seven and Imperva Advanced Bot Protection carries 40 labels and Indusface AppTrana 10, so the shares are not directly comparable.
Named in one category this edition.
Named in four 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.
| 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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“AppTrana's AI-powered WAAP includes a managed bot protection solution fully integrated into the platform... This bundled approach can be more cost-effective” Claude Haiku 4.5 · budget prompt · first choice
“Indusface lists AppTrana as the "Outcome-First" defender for risk & budget focus because it is unmetered managed service” Muse Glimmer 30B · budget prompt · alternative
“Best low-cost managed option: AppTrana — reported plans start around $99 per application per month” Perplexity Sonar · budget 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.