# HackerOne PTaaS: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 13 judge labels across 1 category by 9 of 14 models. Page: https://www.gane.ai/index/it/vendors/hackerone-ptaas

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Penetration testing as a service](https://www.gane.ai/index/it/security/penetration-testing-as-a-service/index.md) | 0% | 15 | 15% | 13 |

## What the models said for it

- "While famous for Bug Bounty programs, both offer structured, crowdsourced penetration testing services." (Gemini 3.5 Flash, PTaaS)
- "Want continuous testing on a budget? → Crowdsourced platforms like HackerOne or Bugcrowd" (DeepSeek V4 Flash, PTaaS)
- "better if you want a crowdsourced model or ongoing researcher access" (GPT-5.4 mini, PTaaS)
- "HackerOne / Bugcrowd for hybrid bug-bounty and managed testing programs" (Muse Glimmer 30B, PTaaS)

## And against it

- "What to Avoid - Synack/Bugcrowd/HackerOne" (Kimi K2, PTaaS)
- "though they may require more management than pure PTaaS" (Grok 4.20, PTaaS)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| 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 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 0 | 2 |
| Kimi K2 | 0 | 0 | 1 | 1 | 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 | 1 | 1 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named HackerOne PTaaS, from 34 of the 40 answers that named it (only the models that return a source list).

### Domains cited

- stingrai.io: 16
- synack.com: 12
- atlantsecurity.com: 10
- cloudsecuritypartners.com: 9
- clutch.co: 9
- techrepublic.com: 8
- underdefense.com: 7
- cobalt.io: 6
- cybri.com: 6
- versprite.com: 6

### Pages cited

- https://cloudsecuritypartners.com/blog/best-penetration-testing-companies: 9
- https://clutch.co/it-services/cybersecurity/penetration-testing: 9
- https://synack.com/blog/best-penetration-testing-companies: 8
- https://techrepublic.com/article/best-penetration-testing-companies: 8
- https://atlantsecurity.com/blog/top-penetration-testing-companies: 7
- https://underdefense.com/blog/penetration-testing-services: 7
- https://cobalt.io/platform/pricing: 6
- https://versprite.com/resources/blog/best-penetration-testing-firms-compared-2026: 6

## What it publishes

Every page hackerone.com exposes, read 2026-09-29: 27264 addresses. By kind, pages and the last 90 days:

- blog: 1269 pages, 16 in the last 90 days, latest 2026-09-29
- case study: 27 pages, 0 in the last 90 days, latest 2026-04-14
- webinar or virtual event: 36 pages, 0 in the last 90 days, latest 2026-04-22
- conference or event: 103 pages, 0 in the last 90 days, latest undated
- report or ebook: 34 pages, 0 in the last 90 days, latest undated
- comparison: 22 pages, 0 in the last 90 days, latest 2026-05-06
- template or tool: 8 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 10 pages, 0 in the last 90 days, latest 2025-09-17
- news or press: 155 pages, 6 in the last 90 days, latest 2026-09-21
- Recent: 2026-09-29 blog: Thank you for meeting with us https://www.hackerone.com/thank-you-for-meeting-with-us
- Recent: 2026-09-21 news or press: Newsroom https://www.hackerone.com/company/newsroom
- Recent: 2026-09-21 news or press: Hackerone bring anthropics mythos exposure management lifecycle discovery verified https://www.hackerone.com/press-release/hackerone-bring-anthropics-mythos-exposure-management-lifecycle-discovery-verified
- Recent: 2026-09-08 blog: Eu cra reporting requirements https://www.hackerone.com/blog/eu-cra-reporting-requirements
- Recent: 2026-09-03 news or press: Hackerone makes openai gpt cyber models available h1 platform turn security findings https://www.hackerone.com/press-release/hackerone-makes-openai-gpt-cyber-models-available-h1-platform-turn-security-findings
- Recent: 2026-09-01 blog: Project glasswing frontier model h1 https://www.hackerone.com/blog/project-glasswing-frontier-model-h1

## 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.
