Fuel50 vs Gloat
Four of twelve models named Fuel50 first on the direct prompt; two named Gloat. Fuel50 was named by twelve of the twelve models and Gloat by eleven and Fuel50 carries 36 labels and Gloat 37, so the shares are not directly comparable.
Named in six categories this edition.
Named in four categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 twelve modelsGloat
Across every category in the September 2026 Edition, Fuel50 and Gloat were named in the same answer 138 times, of the 176 answers naming Fuel50 and the 279 naming Gloat. In those answers Gloat took the first choice thirty-four times and Fuel50 nineteen.
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 4.1 Fast | | | | | ||
| Mistral Small | | | | |||
| DeepSeek V4 Flash | | | | | ||
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | |||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | |
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
Both were the first choice
1 of 12 modelsThe answer named them together, and the judge labeled each a first choice.Fuel50 first, Gloat an alternative
3 of 12 modelsGloat was named in the answer but not as the choice, or not at all.Gloat first, Fuel50 an alternative
1 of 12 modelsFuel50 was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 12 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
Gloat49%#1 of 9Fuel5016%#2 of 9What the models said about Fuel50
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Watch out for enterprise vendors like Gloat, Eightfold AI, Fuel50, and Workday” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid for tight budgets: Enterprise tools like Gloat, Fuel50, or Workday” Grok 4.1 Fast · budget prompt · hard negative
“Fuel50 serves SMBs, mid-market, and enterprise businesses, though specific budget-friendly pricing isn't publicly listed.” Claude Haiku 4.5 · budget prompt · soft negative
“Fuel50 or Phenom - Fuel50, Gloat, and Phenom are credible platforms with real capabilities. These are more approachable than the enterprise-grade options for mid-sized teams.” Claude Haiku 4.5 · paraphrase 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. Six of eight in this category shown.
“Gloat & Eightfold: Unless you have more than 2,000 employees... these enterprise solutions can result in low adoption and high implementation fatigue.” Gemini 3.5 Flash · direct prompt · hard negative
“avoid these for now. They are expensive to purchase and require substantial, ongoing internal resources to manage effectively.” Gemini 3.5 Flash · paraphrase prompt · hard negative
“Avoid pure enterprises like Gloat/Eightfold: High cost, complex setup, data-hungry AI underperforms at mid-scale.” Grok 4.1 Fast · paraphrase prompt · hard negative
“Gloat is a leading *internal mobility* platform, especially for enterprise workforce agility and project matching.” Perplexity Sonar · comparative prompt · first choice
“Best overall for mid‑market B2B: Fuel50 ... or Gloat (mature gig/project marketplace)” GLM 4.7 FlashX · direct prompt · first choice
“If your priority is unlocking internal mobility → Gloat (pure-play) or suite-native options.” DeepSeek V4 Flash · 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.