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Bot management · November 2026 Edition
Imperva Advanced Bot Protection vs HUMAN Bot Defender
Zero of fourteen models named Imperva Advanced Bot Protection first on the direct prompt; zero named HUMAN Bot Defender. Imperva Advanced Bot Protection was named by fourteen of the fourteen models and HUMAN Bot Defender by twelve and Imperva Advanced Bot Protection carries 40 labels and HUMAN Bot Defender 31, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories this edition.
First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate22%29%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 12; printed, not drawn.
Labels4031A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Imperva Advanced Bot Protection reading right to left. Rank and label count are printed, not drawn.DataDome was named alongside these two in twelve of the fourteen direct answers. Cloudflare Bot Management vs Imperva Advanced Bot Protection · Cloudflare Bot Management vs HUMAN Bot Defender · DataDome vs Imperva Advanced Bot Protection
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.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Imperva Advanced Bot ProtectionFirst choices, of fourteen modelsHUMAN Bot Defender
Direct001 against Imperva Advanced Bot Protection
Paraphrase101 against HUMAN Bot Defender
Comparative13
Budget-constrained004 against Imperva Advanced Bot Protection · 1 against HUMAN Bot Defender
Scale-constrained011 against Imperva Advanced Bot Protection
Negative003 against Imperva Advanced Bot Protection · 7 against HUMAN Bot Defender
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, Imperva Advanced Bot Protection and HUMAN Bot Defender were named in the same answer sixty-one times, of the 109 answers naming Imperva Advanced Bot Protection and the 100 naming HUMAN Bot Defender. In those answers HUMAN Bot Defender took the first choice seven times and Imperva Advanced Bot Protection two.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Imperva Advanced Bot Protection and HUMAN Bot Defender stood in it.
| 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 | | | |
Imperva Advanced Bot Protection HUMAN Bot Defender first choice named as an alternative argued againstblank: not namedEach cell is one answer, Imperva Advanced Bot Protection on the left and HUMAN Bot Defender on the right.The direct prompt
The plain question, one answer per model, grouped by where Imperva Advanced Bot Protection and HUMAN Bot Defender stood in it.
Neither was the first choice, one was named
9 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniCloudflare Bot Management alternatives: Akamai Bot Manager, F5 Distributed Cloud Bot Defense, Imperva Advanced Bot Protection
Gemini 3.5 FlashCloudflare Bot Management alternatives: CHEQ, DataDome, HUMAN Bot Defender, Indusface AppTrana
Perplexity SonarCloudflare Bot Management alternatives: Akamai Bot Manager, Cequence Bot Management, DataDome, GeeTest, HUMAN Bot Defender, Indusface AppTrana
Grok 4.20Cloudflare Bot Management alternatives: Akamai Bot Manager, DataDome, Imperva Advanced Bot Protection
Llama 4 MaverickCloudflare Bot Management alternatives: DataDome, Imperva Advanced Bot Protection, Radware Bot Manager
Qwen 3.7 FlashCloudflare Bot Management alternatives: DataDome, Imperva Advanced Bot Protection, Indusface AppTrana
Kimi K2Cloudflare Bot Management alternatives: DataDome, Imperva Advanced Bot Protection
GLM 4.7 FlashXCloudflare Bot Management, DataDome alternatives: Akamai Bot Manager, HUMAN Bot Defender, Imperva Advanced Bot Protection
MiniMax M2.5DataDome alternatives: Cloudflare Bot Management, Imperva Advanced Bot Protection, Kasada Bot Defense
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Cloudflare Bot Management alternatives: DataDome, Netacea Bot Management
Mistral SmallImperva Application Security Platform alternatives: Akamai Bot Manager, Cloudflare One
DeepSeek V4 FlashCloudflare Bot Management alternatives: DataDome
GPT-6 LunaCloudflare's bot protection alternatives: DataDome
Muse Glimmer 30BCloudflare Bot Management alternatives: DataDome
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.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Imperva Advanced Bot Protection leads by two points.
Imperva Advanced Bot Protection2%#5 of 12HUMAN Bot Defender0%#11 of 12Mid-marketThe figures above
Level: the same share of first choices.
Imperva Advanced Bot Protection2%#3 of 12HUMAN Bot Defender2%#4 of 12Enterprise
The order flips: HUMAN Bot Defender leads at enterprise.
HUMAN Bot Defender8%#4 of 11Imperva Advanced Bot Protection4%#5 of 11What the models said about Imperva Advanced Bot Protection
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
What the models said about HUMAN Bot Defender
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 ... enterprise pricing, quoted on request (typically high)” DeepSeek V4 Flash · budget prompt · hard negative
“Premium, specialized solution; no public pricing but positioned above mid-market.” Kimi K2 · paraphrase prompt · hard negative
“Some models suggest avoiding HUMAN Security due to its high cost and complexity.” Mistral Small · negative prompt · hard negative
“Scored highest in strategy in the Forrester Wave... DataDome or HUMAN offer industry-leading AI/ML detection accuracy.” DeepSeek V4 Flash · comparative prompt · first choice
“Solutions like Human Security or DataDome tend to have faster deployment times and lower operational overhead” MiniMax M2.5 · scale prompt · first choice
“For maximum detection accuracy with minimal friction: DataDome or HUMAN” MiniMax M2.5 · comparative prompt · first choice
Also compared
Cloudflare Bot Management vs Imperva Advanced Bot ProtectionCloudflare Bot Management vs HUMAN Bot DefenderDataDome vs Imperva Advanced Bot ProtectionDataDome vs HUMAN Bot DefenderImperva Advanced Bot Protection vs Indusface AppTranaHUMAN Bot Defender vs Indusface AppTranaAll ten head-to-head pages and the full bot management standing
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.