Zero of fourteen models named HUMAN Security first on the direct prompt; zero named Akamai Bot Manager. HUMAN Security was named by eight of the fourteen models and Akamai Bot Manager by fourteen and HUMAN Security carries 18 labels and Akamai Bot Manager 37, so the shares are not directly comparable.
Named in two categories 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 October 2026 Edition, HUMAN Security and Akamai Bot Manager were named in the same answer forty-six times, of the 94 answers naming HUMAN Security and the 144 naming Akamai Bot Manager. In those answers Akamai Bot Manager took the first choice four times and HUMAN Security eight.
| 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. One of one in this category shown.
“Leader in Forrester Wave Q3 2024 with top scores in strategy, detection models... #1 on G2 for Bot Detection and Mitigation” Grok 4.1 Fast · comparative 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.
“Enterprise-focused tools (Akamai, Imperva) often have high costs for advanced features, unsuitable for SMBs.” Grok 4.1 Fast · negative prompt · soft negative
“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
“Has experienced public false positive incidents; complex configuration can cause availability risks” Kimi K2 · negative prompt · soft negative
“DataDome and Akamai Bot Manager are the top choices” Mistral Small · paraphrase prompt · first choice
“Leverages massive edge network for real-time bot detection via ML, threat intelligence, and client-side challenges. Good for high-traffic sites.” Grok 4.1 Fast · comparative prompt · alternative
“Fastly Bot Management and Akamai Bot Manager are examples of solutions that offer robust detection and mitigation capabilities.” Llama 4 Maverick · scale 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.