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Internal talent marketplace · October 2026 Edition

Phenom vs Eightfold AI

Zero of fourteen models named Phenom first on the direct prompt; one named Eightfold AI. Phenom was named by eight of the fourteen models and Eightfold AI by thirteen and Phenom carries 11 labels and Eightfold AI 38, so the shares are not directly comparable.

Phenom

criticized challenger

Named in six categories this edition.

Eightfold AI

criticized challenger

Named in fourteen categories this edition.

First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate36%47%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#6A position in a field of 13; printed, not drawn.
Labels1138A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Phenom reading right to left. Rank and label count are printed, not drawn.Fuel50 was named alongside these two in fourteen of the fourteen direct answers. Fuel50 vs Phenom · Fuel50 vs Eightfold AI · Engagedly vs Phenom

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.
PhenomFirst choices, of fourteen modelsEightfold AI
Direct011 against Phenom · 5 against Eightfold AI
Paraphrase102 against Phenom · 7 against Eightfold AI
Comparative01
Budget-constrained001 against Phenom · 3 against Eightfold AI
Scale-constrained001 against Eightfold AI
Negative002 against Eightfold AI
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.

Across every category in the October 2026 Edition, Phenom and Eightfold AI were named in the same answer 172 times, of the 294 answers naming Phenom and the 567 naming Eightfold AI. In those answers Eightfold AI took the first choice fifty-two times and Phenom eleven.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Phenom and Eightfold AI stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
GPT-6 Luna
Muse Glimmer 30B
Phenom Eightfold AI first choice named as an alternative argued againstblank: not namedEach cell is one answer, Phenom on the left and Eightfold AI on the right.

The direct prompt

The plain question, one answer per model, grouped by where Phenom and Eightfold AI stood in it.

Eightfold AI first, Phenom not the choice

1 of 14 modelsPhenom was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Eightfold AI, Fuel50

Neither was named

13 of 14 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniFuel50 alternatives: 365Talents, Workday Talent Marketplace
Gemini 3.5 FlashNestor alternatives: 365Talents, Fuel50, TalentGuard
Perplexity SonarFuel50 alternatives: Engagedly
Grok 4.1 FastFuel50 alternatives: 365Talents, TalentGuard
Mistral SmallEngagedly, Fuel50
DeepSeek V4 FlashFuel50 alternatives: Cornerstone OnDemand, Engagedly, TalentGuard, Workday Talent Marketplace
Llama 4 MaverickSkima AI alternatives: Fuel50, Sprad
Qwen 3.7 FlashFuel50 alternatives: Nestor
Kimi K2Fuel50 alternatives: 365Talents
GLM 4.7 FlashXFuel50 alternatives: 365Talents, Engagedly, Reejig
MiniMax M2.5Fuel50 alternatives: 365Talents, Engagedly, TalentGuard
GPT-6 LunaFuel50 alternatives: Gloat, Workday’s own Career Hub and Talent Marketplace
Muse Glimmer 30BFuel50, SkillPanel alternatives: Sprad, TalentGuard

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
Level: the same share of first choices.
Phenom0%#– of 12
Eightfold AI0%#12 of 12
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Phenom2%#5 of 13
Eightfold AI2%#6 of 13
The full mid-market standing →
Enterprise
Eightfold AI leads by six points.
Eightfold AI6%#3 of 12
Phenom0%#8 of 12
The full enterprise standing →

What the models said about Phenom

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.

“Platforms to Skip... Phenom — ... leans more toward hiring/career sites than pure internal mobility” DeepSeek V4 Flash · paraphrase prompt · hard negative
“Beamery / Phenom — Primarily talent acquisition tools; more suited for external hiring volume” DeepSeek V4 Flash · direct prompt · hard negative

What the models said about Eightfold AI

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.

“Fuel50 and Eightfold tend to be the most commonly recommended options due to their scalability and mid-market-friendly approach” Claude Haiku 4.5 · 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.