# Intel 471: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 10 judge labels across 2 categories by 8 of 14 models. Page: https://www.gane.ai/index/it/vendors/intel-471

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Threat intelligence platforms](https://www.gane.ai/index/it/security/threat-intelligence-platforms/index.md) | 0% | 25 | 11% | 9 |
| [Digital risk protection](https://www.gane.ai/index/it/security/digital-risk-protection/index.md) | 0% | 115 | 100% | 1 |

## What the models said for it

- "Do you need deep dark‑web or underground intelligence? → Intel 471 or Flashpoint Ignite may be better." (GLM 4.7 FlashX, Threat intel)
- "Specialized in underground adversary tracking; high-fidelity operational intelligence." (Grok 4.20, Threat intel)
- "Best for: Advanced persistent threat (APT) intelligence from adversary perspective" (DeepSeek V4 Flash, Threat intel)
- "Best for: Adversary-focused intelligence" (MiniMax M2.5, Threat intel)

## And against it

- "Intel 471 or Flashpoint without a usability pilot. ... reported concerns include difficult navigation, limited integration breadth" (Perplexity Sonar, Threat intel)
- "Platforms to evaluate carefully: Recorded Future, Flashpoint, Intel 471, Cyberint." (Qwen 3.7 Flash, DRP)

## 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 | 0 | 0 | 1 | 1 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Intel 471, from 26 of the 27 answers that named it (only the models that return a source list).

### Domains cited

- ciopages.com: 13
- gane.ai/index: 11
- bitsight.com: 9
- csoonline.com: 8
- cybersecuritynews.com: 7
- cyble.com: 7
- securityboulevard.com: 7
- vectra.ai: 7
- recordedfuture.com: 6
- upguard.com: 5

### Pages cited

- https://ciopages.com/buyer-guides/threat-intelligence-platform: 13
- https://csoonline.com/article/3984720/threat-intelligence-platform-buyers-guide-how-to-pick-the-best-platform.html: 8
- https://cyble.com/knowledge-hub/top-best-threat-intelligence-platforms: 7
- https://vectra.ai/topics/threat-intelligence-tools: 7
- https://cybersecuritynews.com/best-threat-intelligence-platforms: 6
- https://www.gane.ai/index/it/security/digital-risk-protection/smb: 5
- https://securityboulevard.com/2024/10/top-7-threat-intelligence-platforms-for-2024: 5
- https://bestdevops.com/top-10-threat-intelligence-platforms-features-pros-cons-comparison: 4

## In its own words

What Intel 471's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Intelligence-driven cyber security (https://intel471.com/)
- For: cybersecurity teams worldwide (https://intel471.com/)

## What it publishes

Every page intel471.com exposes, read 2026-09-29: 871 addresses. By kind, pages and the last 90 days:

- blog: 539 pages, 10 in the last 90 days, latest 2026-09-24
- case study: 20 pages, 2 in the last 90 days, latest 2026-08-11
- webinar or virtual event: 95 pages, 0 in the last 90 days, latest undated
- conference or event: 4 pages, 0 in the last 90 days, latest 2025-06-24
- report or ebook: 81 pages, 0 in the last 90 days, latest 2025-11-25
- comparison: 5 pages, 0 in the last 90 days, latest 2024-08-28
- glossary or explainer: 1 pages, 0 in the last 90 days, latest 2020-10-27
- podcast or video: 121 pages, 0 in the last 90 days, latest undated
- news or press: 1 pages, 0 in the last 90 days, latest 2020-10-13
- Recent: 2026-09-24 blog: 2026 sans threat hunting survey adversaries prizing stealth over speed defenders cooling on ai https://www.intel471.com/blog/2026-sans-threat-hunting-survey-adversaries-prizing-stealth-over-speed-defenders-cooling-on-ai
- Recent: 2026-09-10 blog: Follow the money the financial sectors threat landscape in 2026 https://www.intel471.com/blog/follow-the-money-the-financial-sectors-threat-landscape-in-2026
- Recent: 2026-09-01 blog: Chinese speaking threat actors targeting mexican android users with remote access trojan https://www.intel471.com/blog/chinese-speaking-threat-actors-targeting-mexican-android-users-with-remote-access-trojan
- Recent: 2026-08-19 blog: A new era of bulletproof hosting providers emerge https://www.intel471.com/blog/a-new-era-of-bulletproof-hosting-providers-emerge
- Recent: 2026-08-11 case study: Threat hunting case study the gentlemen https://www.intel471.com/blog/threat-hunting-case-study-the-gentlemen
- Recent: 2026-08-04 blog: Introducing mcp471 and agent471 bringing intelligence into the ai workflows analysts use https://www.intel471.com/blog/introducing-mcp471-and-agent471-bringing-intelligence-into-the-ai-workflows-analysts-use

## 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.