Fuel50 vs Gloat
Five of fourteen models named Fuel50 first on the direct prompt; zero named Gloat. Both were named by all fourteen models and Fuel50 carries 44 labels and Gloat 40, so the shares are not directly comparable.
Named in six categories this edition.
Named in six categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the internal talent marketplace page.
By framing
Fuel50First choices, of fourteen modelsGloat
Across every category in the November 2026 Edition, Fuel50 and Gloat were named in the same answer 146 times, of the 181 answers naming Fuel50 and the 328 naming Gloat. In those answers Gloat took the first choice forty-three times and Fuel50 fifteen.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | | | | |||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | | | | | ||
| Grok 4.20 | | | | |||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | | | ||
| Kimi K2 | | | | | ||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | | | |||
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | | | | |
Fuel50 Gloat first choice named as an alternative argued againstblank: not namedEach cell is one answer, Fuel50 on the left and Gloat on the right.The direct prompt
Fuel50 first, Gloat an alternative
5 of 14 modelsGloat was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Gloat61%#1 of 10Fuel507%#3 of 10What the models said about Fuel50
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Enterprise platforms to skip: Gloat, Fuel50, Eightfold AI” DeepSeek V4 Flash · budget prompt · hard negative
“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 prompt · soft negative
“Enterprise Heavyweights (Gloat, Eightfold, Fuel50): ... come with enterprise price tags and long implementation timelines” Gemini 3.5 Flash · scale prompt · soft negative
“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 prompt · first choice
“Fuel50, Gloat, and Lattice are top recommendations due to their maturity, features, and fit for the mid-market segment” Mistral Small · paraphrase prompt · first choice
“Fuel50 is specifically designed for mid‑size organizations and offers strong career‑guidance features.” GLM 4.7 FlashX · direct prompt · first choice
What the models said about Gloat
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Enterprise platforms to skip: Gloat, Fuel50, Eightfold AI, Workday Talent Marketplace, and SAP SuccessFactors” DeepSeek V4 Flash · budget prompt · hard negative
“Gloat helps enterprises build internal opportunity marketplaces that support full-time roles, projects, short-term gigs, mentorships, and learning-driven mobility.” Claude Haiku 4.5 · comparative prompt · first choice
“Most mature two-sided marketplace; matches employees to full-time roles, gigs, projects, mentorships; serves 1.5M+ employees at Fortune 500s” DeepSeek V4 Flash · comparative prompt · first choice
“Best overall enterprise talent marketplace for large organizations building AI-driven internal mobility and skills-based workforce systems.” Muse Glimmer 30B · comparative prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.