# Arkose Labs Bot Manager: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 12 judge labels across 1 category by 9 of 14 models. Page: https://www.gane.ai/index/it/vendors/arkose-labs-bot-manager

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Bot management](https://www.gane.ai/index/it/network/bot-management/index.md) | 0% | 14 | 8% | 12 |

## What the models said for it

- "Best for account abuse prevention: Arkose Labs, using adaptive challenges and fraud workflows" (Muse Glimmer 30B, Bot management)
- "Arkose Labs | Credential stuffing, account takeover | Strong CAPTCHA alternative needs" (Kimi K2, Bot management)
- "Strong in specific niches (e.g., challenge-based like Arkose for frictionless defense" (Grok 4.20, Bot management)
- "Need adaptive challenges for login, signup, or account recovery | Arkose Labs" (Perplexity Sonar, Bot management)

## And against it

- "Overkill for most mid-size B2B unless you're in regulated industries" (DeepSeek V4 Flash, Bot management)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Arkose Labs Bot Manager, from 30 of the 32 answers that named it (only the models that return a source list).

### Domains cited

- forrester.com: 17
- g2.com: 17
- cequence.ai: 16
- hcaptcha.com: 16
- cloudflare.com: 15
- securityboulevard.com: 13
- humansecurity.com: 11
- datadome.co: 10
- prosopo.io: 10
- developers.cloudflare.com: 9

### Pages cited

- https://g2.com/categories/bot-detection-and-mitigation/enterprise: 11
- https://cloudflare.com/en-gb/application-services/products/bot-management: 10
- https://forrester.com/report/the-forrester-wave-tm-bot-management-software-q3-2024/RES181013: 10
- https://securityboulevard.com/2024/10/what-is-bot-management: 10
- https://hcaptcha.com/learning/bot-management/best-bot-detection-fraud-prevention-tools: 9
- https://cequence.ai/learn/choosing-bot-management-vendors-top-8-compared: 8
- https://g2.com/categories/bot-platforms: 8
- https://securityboulevard.com/2024/02/13-top-bot-management-software-in-the-market-for-2024: 8

## What it publishes

Every page arkoselabs.com exposes, read 2026-10-05: 1096 addresses. By kind, pages and the last 90 days:

- blog: 112 pages, 1 in the last 90 days, latest 2026-09-10
- case study: 47 pages, 1 in the last 90 days, latest 2026-08-25
- webinar or virtual event: 91 pages, 2 in the last 90 days, latest 2026-09-30
- conference or event: 35 pages, 2 in the last 90 days, latest 2026-09-15
- report or ebook: 14 pages, 0 in the last 90 days, latest 2026-04-09
- comparison: 2 pages, 0 in the last 90 days, latest 2024-12-04
- template or tool: 3 pages, 0 in the last 90 days, latest 2023-02-01
- glossary or explainer: 6 pages, 0 in the last 90 days, latest 2024-10-24
- podcast or video: 19 pages, 0 in the last 90 days, latest 2023-01-25
- news or press: 306 pages, 12 in the last 90 days, latest 2026-09-04
- Recent: 2026-09-30 webinar or virtual event: Agentic commerce wave mrc webinar https://www.arkoselabs.com/events/agentic-commerce-wave-mrc-webinar
- Recent: 2026-09-15 conference or event: Efg canada 2026 https://www.arkoselabs.com/events/efg-canada-2026
- Recent: 2026-09-14 conference or event: Charlotte dinner 2026 lp https://www.arkoselabs.com/events/charlotte-dinner-2026-lp
- Recent: 2026-09-10 blog: Population two arrives https://www.arkoselabs.com/blog/population-two-arrives
- Recent: 2026-09-04 news or press: Intent not identity kevin gosschalk cyberwire https://www.arkoselabs.com/news/intent-not-identity-kevin-gosschalk-cyberwire
- Recent: 2026-09-04 news or press: Online sports betting scams kevin gosschalk ktvu fox 2 https://www.arkoselabs.com/news/online-sports-betting-scams-kevin-gosschalk-ktvu-fox-2

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.