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Bot management · October 2026 Edition

HUMAN Security vs Indusface AppTrana

Zero of fourteen models named HUMAN Security first on the direct prompt; zero named Indusface AppTrana. HUMAN Security was named by eight of the fourteen models and Indusface AppTrana by eight and HUMAN Security carries 18 labels and Indusface AppTrana 13, so the shares are not directly comparable.

HUMAN Security

accepted challenger

Named in two categories this edition.

Indusface AppTrana

accepted challenger

Named in four categories this edition.

First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate11%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 9; printed, not drawn.
Labels1813A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, HUMAN Security 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 HUMAN Security · Cloudflare Bot Management vs Indusface AppTrana · DataDome vs HUMAN Security

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.
HUMAN SecurityFirst choices, of fourteen modelsIndusface AppTrana
Direct00
Paraphrase01
Comparative20
Budget-constrained001 against HUMAN Security
Scale-constrained10
Negative001 against HUMAN Security
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.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where HUMAN Security and Indusface AppTrana stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
HUMAN Security Indusface AppTrana first choice named as an alternative argued againstblank: not namedEach cell is one answer, HUMAN Security on the left and Indusface AppTrana on the right.

The direct prompt

The plain question, one answer per model, grouped by where HUMAN Security and Indusface AppTrana stood in it.

Neither was the first choice, one was named

6 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniCloudflare Bot Management alternatives: Arkose Labs, DataDome, HUMAN Security
Gemini 3.5 FlashDataDome alternatives: Cequence Security, Cloudflare Bot Management, Indusface AppTrana
Perplexity SonarCloudflare Bot Management alternatives: Akamai Bot Manager, Indusface AppTrana, Radware Bot Manager
Grok 4.1 FastCloudflare Bot Management alternatives: DataDome, HUMAN Security
Qwen 3.7 FlashCloudflare Bot Management alternatives: DataDome, Imperva Advanced Bot Protection, Indusface AppTrana
MiniMax M2.5DataDome, Fastly Bot Management alternatives: Cloudflare Bot Management, HUMAN Security, Imperva Advanced Bot Protection

Neither was named

8 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5AppTrana Bot Management alternatives: DataDome, Netacea Bot Management, Radware Bot Manager
Mistral SmallDataDome, Fastly Bot Management alternatives: Cloudflare Bot Management, Imperva Advanced Bot Protection
DeepSeek V4 FlashCloudflare Bot Management alternatives: CHEQ, DataDome
Llama 4 Maverickno first choice
Kimi K2DataDome alternatives: Cloudflare Bot Management, Fastly Bot Management
GLM 4.7 FlashXCloudflare Bot Management alternatives: DataDome, Imperva Advanced Bot Protection
GPT-6 LunaCloudflare Bot Management alternatives: DataDome, Fastly Bot Management
Muse Glimmer 30BDataDome alternatives: Barracuda Bot Protection, Cloudbric Bot Protection, Cloudflare Bot Management, Fastly Bot Management

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
Indusface AppTrana leads by ten points.
Indusface AppTrana10%#2 of 7
HUMAN Security0%#– of 7
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
HUMAN Security2%#4 of 9
Indusface AppTrana2%#5 of 9
The full mid-market standing →
Enterprise
Level: the same share of first choices.
HUMAN Security4%#4 of 8
Indusface AppTrana4%#– of 8
The full enterprise standing →

What the models said about HUMAN Security

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

What the models said about Indusface AppTrana

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.

“1. Indusface AppTrana - combines web application firewall capabilities with bot management for APIs and web applications.” Llama 4 Maverick · paraphrase prompt · first choice
“AppTrana's unmetered approach could save money in the long run by eliminating unexpected charges during attacks.” Claude Haiku 4.5 · budget prompt · alternative
“Indusface is highly recommended for mid-market organizations that lack dedicated internal security staff” Qwen 3.7 Flash · direct prompt · alternative
Also compared

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.