Eightfold AI vs Fuel50
Two of twelve models named Eightfold AI first on the direct prompt; one named Fuel50. Eightfold AI was named by twelve of the twelve models and Fuel50 by seven and Eightfold AI carries 27 labels and Fuel50 12, so the shares are not directly comparable.
Named in eleven 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 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 skills intelligence page.
By framing
Eightfold AIFirst choices, of twelve modelsFuel50
Across every category in the September 2026 Edition, Eightfold AI and Fuel50 were named in the same answer 130 times, of the 494 answers naming Eightfold AI and the 176 naming Fuel50. In those answers Fuel50 took the first choice twenty-three times and Eightfold AI seventeen.
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 | |
Eightfold AI Fuel50 first choice named as an alternative argued againstblank: not namedEach cell is one answer, Eightfold AI on the left and Fuel50 on the right.The direct prompt
Eightfold AI first, Fuel50 an alternative
2 of 12 modelsFuel50 was named in the answer but not as the choice, or not at all.Fuel50 first, Eightfold AI not the choice
1 of 12 modelsEightfold AI was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 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
Eightfold AI0%#10 of 10Fuel500%#– of 10Eightfold AI4%#7 of 16Fuel502%#8 of 16Eightfold AI33%#1 of 10Fuel505%#6 of 10What the models said about Eightfold AI
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Gloat and Eightfold AI ... bring enterprise-grade complexity, cost, and lengthy implementations that usually overkill mid-market budgets” DeepSeek V4 Flash · direct prompt · hard negative
“The Best All-Rounder (AI & Talent Acquisition) Eightfold AI Eightfold is widely considered the leader in the skills-based movement” Qwen 3.7 Flash · direct prompt · first choice
What the models said about Fuel50
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Best overall for enterprise — maps employee skills, career paths, and internal mobility, with gap analysis tied to learning evidence.” DeepSeek V4 Flash · comparative prompt · first choice
“I'd shortlist TalentGuard ... and Fuel50 (if you want higher-fidelity skills intelligence with proven inference)” DeepSeek V4 Flash · direct 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.