Internal talent marketplace · November 2026 Edition
Fuel50 vs Engagedly
Five of fourteen models named Fuel50 first on the direct prompt; five named Engagedly. Fuel50 was named by fourteen of the fourteen models and Engagedly by nine and Fuel50 carries 44 labels and Engagedly 13, so the shares are not directly comparable.
Named in six categories this edition.
Named in eight categories this edition.
First-choice share30%13%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate20%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 13; printed, not drawn.
Labels4413A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Fuel50 reading right to left. Rank and label count are printed, not drawn.Fuel50 vs TalentGuard · Fuel50 vs 365Talents · Fuel50 vs Gloat
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Fuel50First choices, of fourteen modelsEngagedly
Direct55
Paraphrase911 against Fuel50
Comparative00
Budget-constrained007 against Fuel50
Scale-constrained001 against Fuel50
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Fuel50 and Engagedly stood in it.
| 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 Engagedly first choice named as an alternative argued againstblank: not namedEach cell is one answer, Fuel50 on the left and Engagedly on the right.The direct prompt
The plain question, one answer per model, grouped by where Fuel50 and Engagedly stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Mistral SmallEngagedly, Fuel50 alternatives: 365Talents, MentorcliQ
Fuel50 first, Engagedly an alternative
4 of 14 modelsEngagedly was named in the answer but not as the choice, or not at all.GPT-5.4 miniFuel50 alternatives: 365Talents, Workday Talent Marketplace
Grok 4.20Fuel50 alternatives: Eightfold AI, Engagedly, Gloat, Phenom, SAP SuccessFactors Opportunity Marketplace, Workday Talent Marketplace
GLM 4.7 FlashXFuel50, GoFIGR alternatives: 365Talents, Workday Talent Optimization
GPT-6 LunaFuel50 alternatives: Eightfold AI, Gloat, Workday Talent Marketplace
Engagedly first, Fuel50 an alternative
4 of 14 modelsFuel50 was named in the answer but not as the choice, or not at all.Perplexity SonarEngagedly alternatives: 365Talents, Fuel50, Hitch Works, Workday Talent Marketplace
Llama 4 MaverickEngagedly
MiniMax M2.5Engagedly alternatives: Cornerstone OnDemand, Fuel50, HCM4ALL, Workday Talent Marketplace
Muse Glimmer 30BEngagedly alternatives: 365Talents, Fuel50, GoFIGR, HCM4ALL, MentorcliQ
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashNestor alternatives: Fuel50, HiBob, Lattice Grow / Talent, TalentGuard, Workday Talent Marketplace
DeepSeek V4 FlashGoFIGR alternatives: Engagedly
Qwen 3.7 FlashGoFIGR alternatives: Fuel50, ServiceNow Workforce Transformation, Workday Prism, Workday Talent Marketplace
Kimi K2365Talents alternatives: Engagedly, Fuel50
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Mid-marketThe figures above
Fuel50 leads by seventeen points.
Fuel5030%#1 of 13Engagedly13%#2 of 13Enterprise
Engagedly is not named for this buyer.
Fuel507%#3 of 10Engagedly—not namedWhat 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 Engagedly
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Engagedly and Fuel50 are the top recommendations due to their strong features, mid-market focus” Mistral Small · direct prompt · first choice
“the market consensus in 2026 points to Engagedly for readiness-driven mobility” Muse Glimmer 30B · direct prompt · first choice
Also compared
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.