Skills intelligence
Asked as “skills intelligence platform”, and as “skills taxonomy and inference tool”, on behalf of a mid-market B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
18%
Contested · TalentGuard 13%
18Skills Base13TalentGuard09iMocha60others
18% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Skills Base (16%) replaces TalentGuard (19% then, 10% now), 6 points clear, inside the 13-point floor.Skills Base leads at 16%, replacing TalentGuard, which led at 19% and stands at 10% now: 6 points clear, inside the floor, so the swap reads as unsettled.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Skills Base45%Clear leader▲+6Since September 2026: 35% → 40%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketSkills Base18%Contested↗new leaderNew leader since September 2026: Skills Base (16%) replaces TalentGuard (19% then, 10% now), 6 points clear, inside the 13-point floor.This pageEnterprise
Eightfold AI47%Clear leader▲+13Since September 2026: 33% → 45%, +13 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →
Skills Base45%Clear leader▲+6Since September 2026: 35% → 40%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketSkills Base18%Contested↗new leaderNew leader since September 2026: Skills Base (16%) replaces TalentGuard (19% then, 10% now), 6 points clear, inside the 13-point floor.This pageEnterpriseEightfold AI47%Clear leader▲+13Since September 2026: 33% → 45%, +13 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Skills Base18%0%16accepted challenger▼−1Since September 2026: 17% → 16%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.17% → 16%
Skills Base18%0%16accepted challenger▼−1Since September 2026: 17% → 16%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.17% → 16%02
TalentGuard13%0%14accepted challenger▼−9Since September 2026: 19% → 10%, −9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.19% → 10%
TalentGuard13%0%14accepted challenger▼−9Since September 2026: 19% → 10%, −9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.19% → 10%03
iMocha9%5%19accepted challenger▲+2Since September 2026: 9% → 10%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 10%
iMocha9%5%19accepted challenger▲+2Since September 2026: 9% → 10%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 10%04
365Talents7%0%11accepted challenger▲+2Since September 2026: 6% → 8%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 8%
365Talents7%0%11accepted challenger▲+2Since September 2026: 6% → 8%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 8%05
TechWolf7%0%11accepted challenger=heldSince September 2026: 9% → 8%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 8%
TechWolf7%0%11accepted challenger=heldSince September 2026: 9% → 8%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 8%06
MuchSkills5%0%11accepted challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 6%
MuchSkills5%0%11accepted challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 6%07
Fuel504%0%14accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 4%
Fuel504%0%14accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 4%08
Gloat4%48%23criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 4%
Gloat4%48%23criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 4%09
Degreed2%0%11accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Degreed2%0%11accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%10
Workday Skills Cloud2%24%17accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Workday Skills Cloud2%24%17accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%11Eightfold AI2%55%31criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%
Eightfold AI2%55%31criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%Show the five products at 0%, ordered by negative rate
16
Skillshare0%57%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Skillshare0%57%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%15
Udemy Business0%33%21criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Udemy Business0%33%21criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%14
edX0%14%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
edX0%14%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%12
Coursera0%10%21accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Coursera0%10%21accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%13
LinkedIn Learning0%0%16accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
LinkedIn Learning0%0%16accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-eight head-to-head pages: the top eight products, each against each
Skills Base vs TechWolfSkills Base vs MuchSkillsSkills Base vs Fuel50Skills Base vs GloatTalentGuard vs iMochaTalentGuard vs 365TalentsTalentGuard vs TechWolfTalentGuard vs MuchSkillsTalentGuard vs Fuel50TalentGuard vs GloatiMocha vs 365TalentsiMocha vs TechWolfiMocha vs MuchSkillsiMocha vs Fuel50iMocha vs Gloat365Talents vs TechWolf365Talents vs MuchSkills365Talents vs Fuel50365Talents vs GloatTechWolf vs MuchSkillsTechWolf vs Fuel50TechWolf vs GloatMuchSkills vs Fuel50MuchSkills vs GloatFuel50 vs Gloat
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01020304050607080910111213141516Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Skills Base18%
Skills Base18%02TalentGuard13%
TalentGuard13%03iMocha9%
iMocha9%04365Talents7%
365Talents7%05TechWolf7%
TechWolf7%06MuchSkills5%
MuchSkills5%07Fuel504%
Fuel504%08Gloat4%
Gloat4%09Degreed2%
Degreed2%10Workday Skills Cloud2%
Workday Skills Cloud2%11Eightfold AI2%
Eightfold AI2%12Coursera0%
Coursera0%13LinkedIn Learning0%
LinkedIn Learning0%14edX0%
edX0%15Udemy Business0%
Udemy Business0%16Skillshare0%
Skillshare0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Gloat48%
11 of 23 labels negative · 10 of 14 models · 1 hard negative
“avoid Eightfold AI, Gloat, and Firefly Talent unless you have over $1M in annual HR spend” GLM 4.7 FlashX, negative prompt
Eightfold AI55%
17 of 31 labels negative · 9 of 14 models · 2 hard negative
“Option C: Avoid for mid-sized B2B ... Powerful but enterprise-priced; six-figure minimums; overkill for mid-market” Kimi K2, paraphrase prompt
Skillshare57%
8 of 14 labels negative · 8 of 14 models · 3 hard negative
“**Skillshare** — Approach with Caution ... Called a "complete scam" by multiple users” Kimi K2, negative prompt
Udemy Business33%
7 of 21 labels negative · 6 of 14 models
“Open Marketplace Platforms (e.g., Udemy)** - **Quality varies widely** between instructors since anyone can create and sell courses” MiniMax M2.5, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
76 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1062 links across 328 sites, every framing counted. Ranked by the number of answers carrying the site or page. 61 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · FirstHR25 answers · 27 citations · 11 models
24 answers · 34 citations · 11 models
vendor site · G221 answers · 28 citations · 10 models
vendor site · SkillPanel21 answers · 23 citations · 10 models
vendor site · Guideflow19 answers · 21 citations · 10 models
vendor site · Fuel5018 answers · 27 citations · 10 models
vendor site · LinkedIn17 answers · 30 citations · 9 models
16 answers · 17 citations · 9 models
14 answers · 27 citations · 9 models
vendor site · INOP14 answers · 15 citations · 8 models
vendor site · Cloud Assess13 answers · 13 citations · 7 models
vendor site · 365Talents12 answers · 21 citations · 10 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
24 answers · 11 models
22 answers · 10 models
14 answers · 9 models
11 answers · 6 models
10 answers · 9 models
9 answers · 7 models
9 answers · 6 models
8 answers · 5 models
8 answers · 6 models
7 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “skills intelligence platform”, “skills platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Skills Base skills-base.com | 18% | 62 | 480 | 1,728 | 1,283 | 17 | |
| TalentGuard talentguard.com | 13% | 62 | 210 | 0 | 27,310 | ||
| iMocha imocha.io | 9% | 96 | 480 | 13 | 7,474 | 22 | 8 |
| 365Talents 365talents.com | 7% | 94 | 90 | 1 | 2,859 | 25 | |
| TechWolf techwolf.ai | 7% | 38 | 880 | 10 | 476 | 11 | |
| MuchSkills muchskills.com | 5% | 38 | 50 | 0 | 51,766 | 2 | |
| Lightcast lightcast.io Lightcast Open Skills 5% | 5% | 26 | 6,600 | 192 | 106,942 company | 10 | |
| Fuel50 fuel50.com | 4% | 200 | 480 | 0 | 11,009 | 6 | |
| Neobrain neobrain.io | 4% | 16 | |||||
| Gloat gloat.com | 4% | 315 | 27,100 | 359 | 22,734 | 0 |
Google's top ten for the two searches hold 15 sites; 1 of them are among the sites the models cited here (linkedin.com). The first result for “skills intelligence platform” is infoprolearning.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best skills intelligence platform for a mid-market B2B company?”Paraphrase“Which skills taxonomy and inference tool would you recommend to a mid-sized B2B company?”Comparative“What are the top skills platforms and how do they differ?”Budget-constrained“What is the best skills intelligence platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a skills intelligence platform. What should we look at?”Negative“Which skills platforms should I avoid or be cautious about?”
Claude Haiku 4.5INOPno first choiceChangedDegreedMuchSkills, Pinno first choicenothing named
Two alternatives
Fuel50, Skillsoft PercipioTwo alternatives
Cornerstone OnDemand, iMochaThree alternatives
TalentGuard, Tapflow, iMochaGPT-5.4 mini365TalentsiMochaChangedno first choiceSeekOut Recruit Coreno first choiceagainst: Skillshare
Two alternatives
Eightfold AI, SkillPanelTwo alternatives
Fuel50, SkillPanelGemini 3.5 FlashiMochaagainst: Eightfold AI, GloatLightcast Open Skills, TechWolfChangedagainst: Eightfold AI, Workday Skills CloudEightfold AI, GloatSkills Baseagainst: Beamery, Eightfold AI, Phenom365Talents, MuchSkills, TechWolfagainst: Beamery, Eightfold AI, Gloatagainst: 2U, BloomTech, Gumroad, Interaction Design Foundation, Skillshare, Teachable, Trilogy, edX
Three alternatives
Fuel50, Retrain.ai, TalentGuardFive alternatives
ESCO, MuchSkills, Teammeter, WEF Global Skills Taxonomy, iMochaNine alternatives
360Learning, Cornerstone OnDemand, Coursera, Degreed, LinkedIn Learning, Pluralsight Skills, SkyHive, TechWolf, Udemy BusinessThree alternatives
MuchSkills, Pin, SkillsEngineFive alternatives
HiBob, Retrain.ai, SuccessFactors, TalentGuard, Workday Skills CloudPerplexity Sonar365Talentsagainst: Eightfold AIno first choiceChangedDegreed, iMochaSkillPanel, agyleOSagainst: Eightfold AIno first choiceagainst: MasterClass, Skillshare
Two alternatives
Docebo, Workday Skills CloudEleven alternatives
360Learning, Acorn PLMS, CodeSignal, Cornerstone OnDemand, Coursera, HackerRank, LinkedIn Learning, TestGorilla, Udemy Business, Vervoe, edXTwo alternatives
Pin, Skills BaseGrok 4.1 FastTalentGuard, iMochaagainst: Eightfold AI, PhenomLightcast Open Skills, iMochaChangedagainst: Eightfold AI, Gloat, O*NET, Workday Skills CloudCourseraSkills BaseDegreed, Eightfold AI, Gloatagainst: Expertskills.org, Fiverr, PW Skills, Skillshare, Sophia Learning, Udemy Business, Upwork
Four alternatives
365Talents, Engagedly, Fuel50, GloatOne alternative
Textkernel Skills Intelligence APIFour alternatives
Degreed, LinkedIn Learning, Udemy Business, edXThree alternatives
MuchSkills, Pin, VervoeMistral SmallFuel50, Neobrainno first choiceChangedno first choiceMuchSkills, Skills Baseno first choiceagainst: Eightfold AI, Firefly Talent, Freelancer.com, Gloat, Skillshare, Udemy Business
Two alternatives
TalentGuard, TechWolfTwo alternatives
TestGorilla, VervoeDeepSeek V4 FlashTalentGuardagainst: Eightfold AI, GloatSkills BaseChangedagainst: Eightfold AI, iMocha365Talents, GloatSkills Baseno first choiceagainst: Coursera, PlanetSpark, SkillArbitrage, Skillshare, Springboard, Udemy Business, edX
Two alternatives
Lightcast Open Skills, iMochaOne alternative
AG5Six alternatives
AG5, Cornerstone OnDemand, Eightfold AI, Skills Base, Workday Skills Cloud, iMochaTwo alternatives
SkillPanel, SkillsDBLlama 4 Maverickno first choiceno first choiceHeldno first choiceno first choiceno first choiceagainst: Skills.sh, Smithery
Qwen 3.7 FlashTalentGuard, TechWolfGloatChangedagainst: Eightfold AI, OVIEightfold AI, GloatPlandroagainst: Eightfold AI, Gloatno first choiceagainst: Craigslist, Freelancer.com, Guru.com, PeoplePerHour, Telegram
Four alternatives
AG5, Eightfold AI, Gloat, iMochaTwo alternatives
SkillPanel, Workday Skills CloudTwo alternatives
Degreed, DoceboFour alternatives
Airtable, Notion, Sana, Zoho PeopleKimi K2TalentGuard365Talents, ESCO, NeobrainChangedagainst: Eightfold AI, Workday Skills CloudCourseraSkills Baseno first choiceagainst: Beamery, Eightfold AI, Gloatagainst: Coursera, MasterClass, Skillshare, Udemy Business
Four alternatives
365Talents, Fuel50, TechWolf, iMochaFive alternatives
Beamery, Gloat, O*NET, TalentGuard, iMochaFour alternatives
LinkedIn Learning, Skillshare, Udemy Business, edXThree alternatives
Equip, SkillsDB, TestGorillaTwo alternatives
365Talents, Fuel50GLM 4.7 FlashXiMochaLightcast (formerly Emsi Burning Glass) Open Skills Library, TechWolfChangedCoursera, edXagainst: Udemy BusinessSkills Baseno first choiceagainst: Eightfold AI, Firefly Talent, Freelancer.com, Gloat, Skillshare, Udemy Business
Two alternatives
365Talents, Fuel50Three alternatives
Airtable, SAP SuccessFactors Skills, Workday Skills CloudSeven alternatives
Codecademy, Degreed, Khan Academy, LinkedIn Learning, Pluralsight Skills, Skillshare, Udemy BusinessThree alternatives
MuchSkills, SkillsDB, TestGorillaMiniMax M2.5Fuel50, iMocha Skills Intelligence CloudTalentGuardChangedagainst: Eightfold AI, Gloat, Workday Skills Cloudno first choiceLessie AI, Skills Baseno first choiceagainst: Udemy Business
Three alternatives
Bryq, Engagedly, TalentGuard WorkforceGPTThree alternatives
Lightcast Open Skills, Skills Base, iMochaThree alternatives
AG5, MuchSkills, SkillsEngineGPT-6 LunaWorkday Skills Cloudagainst: GloatLightcast Open SkillsChangedno first choiceSkills Baseno first choicenothing named
One alternative
TechWolfTwo alternatives
Skills Cloud, TechWolfOne alternative
MuchSkillsMuse Glimmer 30BTalentGuardTalentGuardHeldEightfold AIagainst: GloatSkills Baseno first choiceagainst: Bharat Intern, Career Step, CodSoft, CodeAlpha, Encryptix, InternPe, Oasis Infobyte, Prodigy InfoTech, Verzeo
Four alternatives
Eightfold AI, SAP SuccessFactors Skills, Skills Base, Workday Skills CloudFour alternatives
ESCO, Lightcast Open Skills, O*NET, Skills BaseFive alternatives
Coursera, Fuel50, LinkedIn Learning, Skillsoft Percipio, Udemy BusinessTwo alternatives
MuchSkills, SkillsDBBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:11 | yes | 14 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:26 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:19 | yes | 19 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:49 | yes | 19 | 6 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:34 | yes | 22 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:21 | yes | 12 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:00 | yes | 20 | 37 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:44 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:22 | yes | 8 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:54 | yes | 24 | 36 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:09 | yes | 22 | 47 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:16 | yes | 18 | 43 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:26 | yes | 3 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:33 | yes | 24 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:43 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:44 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:16 | yes | 18 | 60 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:14 | yes | 18 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:43 | yes | 25 | 13 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:05 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:29 | yes | 21 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:44 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:09 | yes | 10 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:19 | yes | 23 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:00 | yes | 24 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:42 | yes | 9 | 95 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:31 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:23 | yes | 23 | 60 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:25 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:05 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:56 | yes | 28 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:18 | yes | 23 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:08 | yes | 22 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:26 | yes | 8 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:43 | yes | 23 | 43 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:24 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:34 | yes | 10 | 55 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:44 | yes | 10 | 20 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:00 | yes | 20 | 33 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:23 | yes | 5 | 16 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:09 | yes | 6 | 16 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:57 | yes | 15 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:59 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:50 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:38 | yes | 19 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 07:55 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:36 | yes | 22 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:17 | yes | 8 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:56 | yes | 21 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:08 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:29 | no | 0 | 40 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:48 | yes | 9 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:41 | yes | 22 | 113 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:07 | yes | 12 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:25 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:40 | yes | 13 | 13 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:00 | yes | 10 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:46 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:09 | yes | 11 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:03 | yes | 18 | 9 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:10 | yes | 19 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:42 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:53 | yes | 12 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:39 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:21 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:42 | yes | 14 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:34 | yes | 13 | 14 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:08 | yes | 5 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:52 | yes | 3 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:04 | yes | 15 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:46 | no | 0 | 3 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:32 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:42 | yes | 26 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:39 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:41 | yes | 25 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:36 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:39 | yes | 24 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:55 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:23 | yes | 10 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:55 | yes | 25 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:02 | yes | 15 | 30 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:17 | yes | 5 | 20 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:12 | no | 0 | 3 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:34 | yes | 24 | 46 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Acorn read as Acorn PLMS
Cornerstone read as Cornerstone OnDemand
Coursera for Business read as Coursera
Eightfold read as Eightfold AI
Guru read as Guru.com
Lightcast read as Lightcast Open Skills
Lightcast (Emsi Burning Glass) read as Lightcast Open Skills
Lightcast (formerly Emsi Burning Glass) read as Lightcast Open Skills
Pluralsight read as Pluralsight Skills
SAP SuccessFactors read as SAP SuccessFactors Skills
Skillsoft read as Skillsoft Percipio
Workday read as Workday Skills Cloud
Unresolved, counted raw
Bharat Intern
CodSoft
CodeAlpha
Coursera Skills Navigator
Encryptix
Expertskills.org
Gumroad
Interaction Design Foundation (IxDF)
InternPe
Lexonis
Lightcast (formerly Emsi Burning Glass) Open Skills Library
Oasis Infobyte
PW Skills (pwskills.com)
Plandro
PlanetSpark
Prodigy InfoTech
Retool
SkillArbitrage
Skills Management Software
Skills.sh (Vercel)
Smithery
Sophia Learning
TalentGuard WorkforceGPT
Trilogy
Verzeo
Visual Workforce
WEF Global Skills Taxonomy
better.ai
iMocha Skills Intelligence Cloud
Discontinued, still offered
No shut-down product was recommended here.