# Fuel50: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 65 judge labels across 6 categories by 14 of 14 models. Page: https://www.gane.ai/index/hr/vendors/fuel50

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Internal talent marketplace](https://www.gane.ai/index/hr/performance/internal-talent-marketplace/index.md) | 30% | 1 | 20% | 44 |
| [Talent intelligence](https://www.gane.ai/index/hr/performance/talent-intelligence/index.md) | 2% | 11 | 0% | 7 |
| [Skills intelligence](https://www.gane.ai/index/hr/performance/skills-intelligence/index.md) | 0% | 21 | 0% | 11 |
| [Learning experience platforms](https://www.gane.ai/index/hr/learning/learning-experience-platforms/index.md) | 0% | 75 | 100% | 1 |
| [Succession planning](https://www.gane.ai/index/hr/performance/succession-planning/index.md) | 0% | 82 | 0% | 1 |
| [Workforce planning](https://www.gane.ai/index/hr/planning/workforce-planning/index.md) | 0% | 86 | 0% | 1 |

## What the models said for it

- "Fuel50 - is a clear leader in the internal talent marketplace, with 47% of first choices across various prompts. It is suitable for mid-market B2B companies." (Llama 4 Maverick, Internal talent marketpl)
- "Fuel50, Gloat, and Lattice are top recommendations due to their maturity, features, and fit for the mid-market segment" (Mistral Small, Internal talent marketpl)
- "I'd generally recommend Fuel50 if your priority is internal mobility, skills visibility, and redeployment" (GPT-5.4 mini, Talent intelligence)
- "Fuel50 is specifically designed for mid‑size organizations and offers strong career‑guidance features." (GLM 4.7 FlashX, Internal talent marketpl)

## And against it

- "Enterprise platforms to skip: Gloat, Fuel50, Eightfold AI" (DeepSeek V4 Flash, Internal talent marketpl)
- "it appears positioned more for enterprise organizations with over 1,000 employees, so it may be harder to justify on a limited budget" (GPT-5.4 mini, Internal talent marketpl)
- "Enterprise Heavyweights (Gloat, Eightfold, Fuel50): ... come with enterprise price tags and long implementation timelines" (Gemini 3.5 Flash, Internal talent marketpl)
- "usually require minimum annual contracts of $50K–$150K+. They're rarely "limited budget" friendly" (Kimi K2, Internal talent marketpl)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 3 | 0 | 0 | 3 |
| GPT-5.4 mini | 3 | 1 | 1 | 1 | 6 |
| Gemini 3.5 Flash | 1 | 1 | 1 | 2 | 5 |
| Perplexity Sonar | 1 | 2 | 0 | 2 | 5 |
| Grok 4.20 | 1 | 1 | 1 | 0 | 3 |
| Mistral Small | 2 | 0 | 2 | 0 | 4 |
| DeepSeek V4 Flash | 1 | 5 | 1 | 1 | 8 |
| Llama 4 Maverick | 1 | 0 | 3 | 0 | 4 |
| Qwen 3.7 Flash | 1 | 2 | 0 | 1 | 4 |
| Kimi K2 | 0 | 3 | 1 | 2 | 6 |
| GLM 4.7 FlashX | 1 | 0 | 2 | 0 | 3 |
| MiniMax M2.5 | 1 | 1 | 1 | 0 | 3 |
| GPT-6 Luna | 2 | 1 | 0 | 0 | 3 |
| Muse Glimmer 30B | 0 | 4 | 3 | 1 | 8 |

## Sources returned with these answers

The sites and pages cited by the answers that named Fuel50, from 170 of the 181 answers that named it (only the models that return a source list).

### Domains cited

- guideflow.com: 87
- fuel50.com: 69 (its own site)
- g2.com: 64
- github.com: 62
- sourceforge.net: 42
- engagedly.com: 35
- peoplemanagingpeople.com: 30
- gofigr.ai: 27
- softwarereviews.com: 25
- docebo.com: 24

### Pages cited

- https://guideflow.com/blog/talent-marketplace-platforms: 68
- https://github.com/ishandutta2007/Awesome-Internal-Talent-Marketplace/blob/main/README.md: 32
- https://github.com/ishandutta2007/Awesome-Talent-Marketplace/blob/main/README.md: 29
- https://github.com/ishandutta2007/Awesome-Talent-Marketplace: 26
- https://engagedly.com/blog/best-talent-mobility-softwares: 25
- https://gofigr.ai/blog/best-talent-marketplace-platforms: 25
- https://softwarereviews.com/categories/internal-talent-marketplace: 25
- https://gcom.pdo.aws.gartner.com/reviews/market/internal-talent-marketplaces: 24

## In its own words

What Fuel50's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Award-winning Workforce Transformation Platform powering how enterprises understand, activate, and evolve their talent. (https://fuel50.com/)
- For: HR leaders; enterprises transforming with people, not around them. (https://fuel50.com/)
- Price stated: Pricing (https://fuel50.com/)
- Certifications: SOC 2 (no type stated), SOC 2 Type II, GDPR, NYC Local Law 144
- Customers named: Lennox, University of California, Irvine, Rush Enterprises, KeyBank, NetApp, Relayr, Z Energy, AIB Group

## What it publishes

Every page fuel50.com exposes, read 2026-09-29: 482 addresses. By kind, pages and the last 90 days:

- blog: 241 pages, 13 in the last 90 days, latest 2026-09-24
- webinar or virtual event: 73 pages, 6 in the last 90 days, latest 2026-09-24
- report or ebook: 1 pages, 0 in the last 90 days, latest 2025-11-17
- comparison: 9 pages, 1 in the last 90 days, latest 2026-08-10
- glossary or explainer: 13 pages, 0 in the last 90 days, latest 2026-05-06
- news or press: 63 pages, 5 in the last 90 days, latest 2026-09-24
- Recent: 2026-09-24 blog: How to redesign work without reducing people to automation scores https://fuel50.com/blog/how-to-redesign-work-without-reducing-people-to-automation-scores
- Recent: 2026-09-24 webinar or virtual event: Leader coach accelerating leadership impact https://fuel50.com/resources/virtual-events/leader-coach-accelerating-leadership-impact
- Recent: 2026-09-24 news or press: Fuel50 launches task intelligence to drive responsible work redesign in the age of ai https://fuel50.com/press/fuel50-launches-task-intelligence-to-drive-responsible-work-redesign-in-the-age-of-ai
- Recent: 2026-09-23 webinar or virtual event: Succession at all altitudes https://fuel50.com/resources/virtual-events/succession-at-all-altitudes
- Recent: 2026-09-23 webinar or virtual event: Workforce agility built to move https://fuel50.com/resources/virtual-events/workforce-agility-built-to-move
- Recent: 2026-09-22 webinar or virtual event: Tasks intelligence https://fuel50.com/resources/virtual-events/tasks-intelligence

## 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.