# Kasada Bot Defense: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 9 judge labels across 1 category by 7 of 14 models. Page: https://www.gane.ai/index/it/vendors/kasada-bot-defense

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Bot management](https://www.gane.ai/index/it/network/bot-management/index.md) | 0% | 20 | 11% | 9 |

## What the models said for it

- "Arkose Bot Manager is described as "Adaptive detection using 225+ risk signals and dynamic challenges"" (Muse Glimmer 30B, Bot management)
- "Best For: E-commerce platforms, Ticketing, and Gaming dealing with high-volume inventory hoarding" (Qwen 3.7 Flash, Bot management)
- "Known for strong ROI (customers report $15-30 saved per dollar spent)" (MiniMax M2.5, Bot management)

## And against it

- "Few public reviews and requires careful pre-launch testing" (DeepSeek V4 Flash, Bot management)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Kasada Bot Defense, from 21 of the 23 answers that named it (only the models that return a source list).

### Domains cited

- cequence.ai: 13
- cloudflare.com: 13
- forrester.com: 11
- prosopo.io: 11
- humansecurity.com: 10
- datadome.co: 9
- g2.com: 9
- hcaptcha.com: 9
- developers.cloudflare.com: 6
- peerspot.com: 6

### Pages cited

- https://cloudflare.com/en-gb/application-services/products/bot-management: 8
- https://cequence.ai/learn/best-bot-management-solutions-for-large-enterprises: 7
- https://cequence.ai/learn/choosing-bot-management-vendors-top-8-compared: 7
- https://forrester.com/report/the-forrester-wave-tm-bot-management-software-q3-2024/RES181013: 6
- https://cloudflare.com/products/bot-mitigation: 5
- https://g2.com/categories/bot-detection-and-mitigation/enterprise: 5
- https://humansecurity.com/wp-content/uploads/2025/01/HMN_030525_Bot_Management_Buyers_Guide_online.pdf: 5
- https://peerspot.com/categories/bot-management: 5

## In its own words

What Kasada Bot Defense's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Bot mitigation that actually works. We stop the most sophisticated bot attacks without CAPTCHAs. (https://kasada.io/)
- For: websites (https://www.kasada.io/use-cases/checkout-fraud)
- Certifications: PCI DSS, SOC 2 Type II
- Customers named: True Alliance, Crocs, REA Group, PointsBet

## What it publishes

Every page kasada.io exposes, read 2026-10-05: 299 addresses. By kind, pages and the last 90 days:

- blog: 191 pages, 5 in the last 90 days, latest 2026-09-28
- case study: 10 pages, 0 in the last 90 days, latest 2026-05-01
- webinar or virtual event: 2 pages, 0 in the last 90 days, latest 2025-03-14
- conference or event: 29 pages, 4 in the last 90 days, latest 2026-07-28
- report or ebook: 21 pages, 1 in the last 90 days, latest 2026-07-29
- comparison: 4 pages, 0 in the last 90 days, latest 2023-12-29
- glossary or explainer: 3 pages, 0 in the last 90 days, latest 2023-05-15
- Recent: 2026-09-28 blog: Refund fraud economy 2026 https://www.kasada.io/blog/refund-fraud-economy-2026
- Recent: 2026-09-14 blog: Psychology of a fraud enabler https://www.kasada.io/blog/psychology-of-a-fraud-enabler
- Recent: 2026-08-21 blog: Kasada launches the adversarys table executive roundtable series https://www.kasada.io/blog/kasada-launches-the-adversarys-table-executive-roundtable-series
- Recent: 2026-07-31 blog: Kasada achieves t edi standards certification https://www.kasada.io/blog/kasada-achieves-t-edi-standards-certification
- Recent: 2026-07-29 blog: Same adversaries faster tooling https://www.kasada.io/blog/same-adversaries-faster-tooling
- Recent: 2026-07-29 report or ebook: Q2 2026 threat intelligence report https://www.kasada.io/reports/q2-2026-threat-intelligence-report

## 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.