# hCaptcha: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 11 judge labels across 1 category by 7 of 14 models. Page: https://www.gane.ai/index/it/vendors/hcaptcha

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Bot management](https://www.gane.ai/index/it/network/bot-management/index.md) | 0% | 21 | 18% | 11 |

## What the models said for it

- "Privacy-sensitive deployment and protection extending beyond the initial bot check | hCaptcha Enterprise" (Perplexity Sonar, Bot management)
- "Better alternatives: hCaptcha, Cloudflare Turnstile, Friendly Captcha (privacy-focused, minimal tracking)" (Kimi K2, Bot management)
- "Other options include DataDome, Akamai Bot Manager, and hCaptcha Enterprise." (Llama 4 Maverick, Bot management)
- "Privacy-friendly, strong for account/login/transaction protection" (DeepSeek V4 Flash, Bot management)

## And against it

- "reCAPTCHA (Google) and basic/hCaptcha variants: Often criticized for poor user experience" (Grok 4.20, Bot management)
- "CAPTCHA-Only Solutions (e.g., Legacy Google reCAPTCHA v2/v3, hCaptcha standalone)" (Gemini 3.5 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 | 1 | 1 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 0 | 2 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 3 | 0 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named hCaptcha, from 24 of the 28 answers that named it (only the models that return a source list).

### Domains cited

- cloudflare.com: 17
- hcaptcha.com: 17 (its own site)
- cequence.ai: 13
- g2.com: 13
- forrester.com: 11
- humansecurity.com: 11
- datadome.co: 9
- gane.ai/index: 8
- research.oz.spotlightar.com: 7
- developers.cloudflare.com: 6

### Pages cited

- 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://cloudflare.com/en-gb/application-services/products/bot-management: 8
- https://g2.com/categories/bot-detection-and-mitigation/enterprise: 8
- https://humansecurity.com/wp-content/uploads/2025/01/HMN_030525_Bot_Management_Buyers_Guide_online.pdf: 8
- https://cequence.ai/learn/best-bot-management-solutions-for-large-enterprises: 7
- https://research.oz.spotlightar.com/reports/forrester-wave-bot-management-software-q3-2024/leaders: 7
- https://cloudflare.com/products/bot-management: 6

## In its own words

What hCaptcha's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: enterprise platform for real-time bot detection, AI agent verification, and fraud prevention (https://hcaptcha.com/)
- For: organizations (https://hcaptcha.com/)
- Starting price: Free up to 10,000 requests per month (https://www.hcaptcha.com/plans)
- Free plan or trial: Try For Free (https://hcaptcha.com/)
- Certifications: ISO 27001, SOC 2 Type II, PCI DSS, GDPR, CCPA, LGPD, PIPL
- Hosting: over 200 points of presence
- Customers named: Shopify

## What it publishes

Every page hcaptcha.com exposes, read 2026-10-05: 212 addresses. By kind, pages and the last 90 days:

- blog: 67 pages, 3 in the last 90 days, latest 2026-10-02
- webinar or virtual event: 2 pages, 0 in the last 90 days, latest undated
- comparison: 4 pages, 2 in the last 90 days, latest 2026-09-02
- glossary or explainer: 5 pages, 4 in the last 90 days, latest 2026-09-02
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-10-02 blog: Hcaptcha webmcp https://www.hcaptcha.com/blog/hcaptcha-webmcp
- Recent: 2026-10-02 blog: Web bot auth https://www.hcaptcha.com/blog/web-bot-auth
- Recent: 2026-09-02 blog: Data diode model training https://www.hcaptcha.com/blog/data-diode-model-training
- Recent: 2026-09-02 comparison: Credential stuffing vs brute force https://www.hcaptcha.com/learning/account-defense/credential-stuffing-vs-brute-force
- Recent: 2026-09-02 glossary or explainer: What is account takeover https://www.hcaptcha.com/learning/account-defense/what-is-account-takeover
- Recent: 2026-09-02 glossary or explainer: What is credential stuffing https://www.hcaptcha.com/learning/account-defense/what-is-credential-stuffing

## 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.