Skills intelligence · September 2026 Edition
TechWolf vs Eightfold AI
Zero of twelve models named TechWolf first on the direct prompt; two named Eightfold AI. TechWolf was named by eight of the twelve models and Eightfold AI by twelve and TechWolf carries 11 labels and Eightfold AI 27, so the shares are not directly comparable.
Named in two categories this edition.
Named in eleven categories this edition.
First-choice share9%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate18%59%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#7A position in a field of 16; printed, not drawn.
Labels1127A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, TechWolf reading right to left. Rank and label count are printed, not drawn.TalentGuard was named alongside these two in nine of the twelve direct answers. TalentGuard vs TechWolf · TalentGuard vs Eightfold AI · Skills Base vs TechWolf
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
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
TechWolfFirst choices, of twelve modelsEightfold AI
Direct027 against Eightfold AI
Paraphrase302 against TechWolf · 4 against Eightfold AI
Comparative02
Budget-constrained003 against Eightfold AI
Scale-constrained102 against Eightfold AI
Negative00
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
Every model, every framing
The seventy-two answers behind the chart above, one cell each: where TechWolf and Eightfold AI 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 4.1 Fast | | | | |||
| Mistral Small | ||||||
| DeepSeek V4 Flash | | | | | ||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | | | |||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | | |||||
| MiniMax M2.5 | | |
TechWolf Eightfold AI first choice named as an alternative argued againstblank: not namedEach cell is one answer, TechWolf on the left and Eightfold AI on the right.The direct prompt
The plain question, one answer per model, grouped by where TechWolf and Eightfold AI stood in it.
Eightfold AI first, TechWolf not the choice
2 of 12 modelsTechWolf was named in the answer but not as the choice, or not at all.GPT-5.4 miniEightfold AI, SkillPanel alternatives: Fuel50, Retrain.ai, Workday Skills Cloud
Qwen 3.7 FlashEightfold AI alternatives: Clad.io, DeepSkill, Gloat, Lightcast Open Skills
Neither was the first choice, one was named
1 of 12 modelsThe answer put something else first and named one of the two as an alternative.Kimi K2TalentGuard alternatives: 365Talents, Engagedly, Fuel50, TechWolf
Neither was named
9 of 12 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5TalentGuard alternatives: Amplemarket, iMocha
Gemini 3.5 FlashCareer Bird alternatives: Docebo, Fuel50, Workera
Perplexity SonarTalentGuard alternatives: INOP, SkillPanel, Skills Base, iMocha
Grok 4.1 FastTalentGuard, iMocha alternatives: Fuel50
Mistral SmallTalentGuard, iMocha alternatives: Bryq, INOP
DeepSeek V4 FlashFuel50, TalentGuard alternatives: MuchSkills, Skills Base
Llama 4 MaverickTalentGuard alternatives: Criteria Corp, Engagedly, iMocha
GLM 4.7 FlashXiMocha alternatives: MuchSkills, Skills Base, TalentGuard
MiniMax M2.5TalentGuard alternatives: 365Talents, Gloat
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.
TechWolf0%#– of 10Eightfold AI0%#10 of 10Mid-marketThe figures above
TechWolf leads by four points.
TechWolf9%#5 of 16Eightfold AI4%#7 of 16Enterprise
The order flips: Eightfold AI leads at enterprise.
Eightfold AI33%#1 of 10TechWolf12%#3 of 10What the models said about TechWolf
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“or *TechWolf* (built for complex global structures)” Gemini 3.5 Flash · paraphrase prompt · soft negative
“Strong but can be overkill/heavier integration” DeepSeek V4 Flash · paraphrase prompt · soft negative
“at 500 employees, specialized mid-market platforms like TechWolf, 365Talents, or SkillPanel may be a better fit for speed and cost” DeepSeek V4 Flash · scale prompt · first choice
“Primary Recommendation: TechWolf + Lightcast (Open Skills) Combination” MiniMax M2.5 · paraphrase prompt · first choice
“My Top Recommendation: TechWolf or 365Talents” Kimi K2 · paraphrase prompt · first choice
What 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
Also compared
TalentGuard vs TechWolfTalentGuard vs Eightfold AISkills Base vs TechWolfSkills Base vs Eightfold AIiMocha vs TechWolfiMocha vs Eightfold AILightcast Open Skills vs TechWolfLightcast Open Skills vs Eightfold AITechWolf vs 365TalentsTechWolf vs Fuel50365Talents vs Eightfold AIEightfold AI vs Fuel50All twenty-eight head-to-head pages and the full skills intelligence standing
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.