Fuel50 is a workforce transformation platform for enterprises and their HR leaders · fuel50.com ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
TalentGuard is first at 14%.
Ranked first, contested: Engagedly has 13%. 5 of 14 models made it the first choice when asked directly.
Gloat is first at 61%.
“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 · Paraphrase question · first choice
“Fuel50, Gloat, and Lattice are top recommendations due to their maturity, features, and fit for the mid-market segment”Mistral Small · Paraphrase question · first choice
“I'd generally recommend Fuel50 if your priority is internal mobility, skills visibility, and redeployment”GPT-5.4 mini · Paraphrase question · first choice
“Fuel50 is specifically designed for mid‑size organizations and offers strong career‑guidance features.”GLM 4.7 FlashX · Direct question · first choice
“Enterprise platforms to skip: Gloat, Fuel50, Eightfold AI”DeepSeek V4 Flash · Budget-constrained question · warning
“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 · Budget-constrained question · warning
“Enterprise Heavyweights (Gloat, Eightfold, Fuel50): ... come with enterprise price tags and long implementation timelines”Gemini 3.5 Flash · Scale-constrained question · warning
“usually require minimum annual contracts of $50K–$150K+. They're rarely "limited budget" friendly”Kimi K2 · Budget-constrained question · warning
The products named in the same answers as Fuel50, over the 181 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 146 | 43 | Compare → | |
| 130 | 11 | View → | |
| 71 | 3 | View → | |
| 57 | 4 | View → | |
| 55 | 0 | View → | |
| 52 | 5 | Compare → | |
| 26 | 2 | View → | |
| 25 | 9 | Compare → | |
| 25 | 3 | View → | |
| 23 | 1 | View → |
What the models named instead of Fuel50 →
A side-by-side page exists where both products are among a category's top eight.
Stated on Fuel50's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 170 of the 181 answers that named Fuel50 and are not a share of its labels.
396 of the 465 domain citations in answers naming Fuel50 came from a third party's page.
Pages are listed as the models cited them.
| 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 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 241 | 13 | 2026-09-24 | Internal talent marketpl, Succession planning | |
| Webinar or virtual event | 73 | 6 | 2026-09-24 | Skills intelligence, Internal talent marketpl | |
| News or press | 63 | 5 | 2026-09-24 | Skills intelligence | |
| Glossary or explainer | 13 | 0 | 2026-05-06 | Skills intelligence | |
| Comparison | 9 | 1 | 2026-08-10 | Skills intelligence | |
| Report or ebook | 1 | 0 | 2025-11-17 |
Every page fuel50.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.