Five of fourteen models named Fuel50 first on the direct prompt; zero named TalentGuard. Fuel50 was named by fourteen of the fourteen models and TalentGuard by seven and Fuel50 carries 44 labels and TalentGuard 10, so the shares are not directly comparable.
Named in six categories this edition.
Named in three 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.
Across every category in the November 2026 Edition, Fuel50 and TalentGuard were named in the same answer twenty-five times, of the 181 answers naming Fuel50 and the 49 naming TalentGuard. In those answers TalentGuard took the first choice nine times and Fuel50 three.
| 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 |
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.
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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“TalentGuard appears to be the best choice due to its combination of affordability (starting at $7/user/month) and free trial option” Claude Haiku 4.5 · budget prompt · first choice
“For most companies with a limited budget, TalentGuard offers the best balance of affordability and functionality.” DeepSeek V4 Flash · budget 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.