# Jellyfish: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 2 categories by 1 of 14 models. Page: https://www.gane.ai/index/hr/vendors/jellyfish

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Compensation benchmarking data](https://www.gane.ai/index/hr/rewards/compensation-benchmarking-data/index.md) | 0% | 98 | 0% | 1 |
| [Flexible benefits and lifestyle spending accounts](https://www.gane.ai/index/hr/rewards/flexible-benefits-and-lifestyle-spending-accounts/index.md) | 0% | 76 | 0% | 1 |

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

## Sources returned with these answers

The sites and pages cited by the answers that named Jellyfish, from 1 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- autymate.com: 1
- expertiseaccelerated.com: 1
- featuredcustomers.com: 1
- gitnux.org: 1
- isg-one.com: 1
- isg.sitefinity.cloud: 1
- jellyfish.co: 1 (its own site)
- linkedin.com: 1
- note.com: 1
- prosple.com: 1

### Pages cited

- https://autymate.com/blog/big-4-accounting-firms-deloitte-pwc-ey-kpmg-explained-2026: 1
- https://expertiseaccelerated.com/blog/ultimate-guide-big-4-accounting-firms: 1
- https://featuredcustomers.com/software/benchmarking-software: 1
- https://gitnux.org/service/benchmarking: 1
- https://gitnux.org/service/corporate-benchmarking: 1
- https://isg-one.com/: 1
- https://isg-one.com/advisory/benchmarking: 1
- https://isg-one.com/platforms/isg-probenchmark/providers: 1

## In its own words

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

- Positioning: The Intelligence Platform for AI-Integrated Engineering (https://jellyfish.co/)
- For: R&D teams (https://jellyfish.co/)
- Price stated: Jellyfish pricing is based on number of seats and specific modules selected. Talk to a sales person today to get a quote. (https://jellyfish.co/pricing)
- Certifications: SOC 1 Type II, SOC 2 Type II, CSA STAR, GDPR, CCPA
- Customers named: Box, Siigo, Loadsmart, Lastpass, TaskRabbit, Kaleris, ZenQMS, Priceline

## What it publishes

Every page jellyfish.co exposes, read 2026-09-29: 1434 addresses. By kind, pages and the last 90 days:

- blog: 624 pages, 11 in the last 90 days, latest 2026-08-25
- case study: 32 pages, 3 in the last 90 days, latest 2026-09-24
- webinar or virtual event: 131 pages, 3 in the last 90 days, latest 2026-09-14
- conference or event: 5 pages, 0 in the last 90 days, latest 2026-04-01
- report or ebook: 6 pages, 0 in the last 90 days, latest 2025-07-28
- comparison: 31 pages, 8 in the last 90 days, latest 2026-09-10
- template or tool: 2 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 18 pages, 0 in the last 90 days, latest 2026-06-16
- podcast or video: 7 pages, 0 in the last 90 days, latest undated
- news or press: 123 pages, 3 in the last 90 days, latest 2026-09-24
- Recent: 2026-09-24 case study: Loadsmart https://jellyfish.co/case-studies/loadsmart
- Recent: 2026-09-24 news or press: Jellyfish surpasses 100 million pull requests https://jellyfish.co/newsroom/jellyfish-surpasses-100-million-pull-requests
- Recent: 2026-09-14 webinar or virtual event: Ai impact week october 2026 https://jellyfish.co/events-and-webinars/ai-impact-week-october-2026
- Recent: 2026-09-10 comparison: Linearb alternatives competitors https://jellyfish.co/blog/linearb-alternatives-competitors
- Recent: 2026-08-26 comparison: Swarmia alternatives competitors https://jellyfish.co/blog/swarmia-alternatives-competitors
- Recent: 2026-08-25 blog: Jellyfish tops g2s fall 2026 software development analytics grid for 17 quarters https://jellyfish.co/blog/jellyfish-tops-g2s-fall-2026-software-development-analytics-grid-for-17-quarters

## Record

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