Index › HR › Performance and talent management › Skills intelligence › Enterprise · November 2026 Edition
Skills intelligence for enterprise buyers
Asked as “skills intelligence platform”, and as “skills taxonomy and inference tool”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
33%
Contested · TechWolf 16%
33Eightfold AI16TechWolf14Workday Skills Cloud37others
33% of first choices, contested.
Since October 2026▼−14Since October 2026: 47% → 33%, −14 points. Past the 13-point floor: movement.Eightfold AI held the lead, −14 points on 47%, past the floor.
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 Base55%Clear leader▲+10Since October 2026: 45% → 55%, +10 points. Inside the 13-point floor: within noise.Standing →Mid-marketSkills Base28%Contested▲+10Since October 2026: 18% → 28%, +10 points. Inside the 13-point floor: within noise.Standing →Enterprise
Eightfold AI33%Contested▼−14Since October 2026: 47% → 33%, −14 points. Past the 13-point floor: movement.This page
Skills Base55%Clear leader▲+10Since October 2026: 45% → 55%, +10 points. Inside the 13-point floor: within noise.Standing →Mid-marketSkills Base28%Contested▲+10Since October 2026: 18% → 28%, +10 points. Inside the 13-point floor: within noise.Standing →EnterpriseEightfold AI33%Contested▼−14Since October 2026: 47% → 33%, −14 points. Past the 13-point floor: movement.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Eightfold AI33%14%50endorsed leader▼−14Since October 2026: 47% → 33%, −14 points. Past the 13-point floor: movement.47% → 33%
Eightfold AI33%14%50endorsed leader▼−14Since October 2026: 47% → 33%, −14 points. Past the 13-point floor: movement.47% → 33%02
TechWolf16%10%40accepted challenger▲+6Since October 2026: 10% → 16%, +6 points. Inside the 13-point floor: within noise.10% → 16%
TechWolf16%10%40accepted challenger▲+6Since October 2026: 10% → 16%, +6 points. Inside the 13-point floor: within noise.10% → 16%03
Workday Skills Cloud14%7%42accepted challenger▲+8Since October 2026: 6% → 14%, +8 points. Inside the 13-point floor: within noise.6% → 14%
Workday Skills Cloud14%7%42accepted challenger▲+8Since October 2026: 6% → 14%, +8 points. Inside the 13-point floor: within noise.6% → 14%04
Lightcast Open Skills4%5%21accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 13-point floor: within noise.8% → 4%
Lightcast Open Skills4%5%21accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 13-point floor: within noise.8% → 4%05
Gloat4%24%41accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%
Gloat4%24%41accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%06
Degreed2%16%25accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Degreed2%16%25accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%07
Fuel502%8%12accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Fuel502%8%12accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%Show the nine products at 0%, ordered by negative rate
14
LinkedIn Learning0%43%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
LinkedIn Learning0%43%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%16
Udemy Business0%43%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Udemy Business0%43%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%15
Skillsoft Percipio0%40%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Skillsoft Percipio0%40%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%12
Cornerstone OnDemand0%38%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Cornerstone OnDemand0%38%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%13
Coursera0%33%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Coursera0%33%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
Beamery0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Beamery0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10
Pluralsight Skills0%25%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Pluralsight Skills0%25%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%08
365Talents0%12%16accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
365Talents0%12%16accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%09
Docebo0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Docebo0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All fifteen head-to-head pages: the top six products, each against each
Skills Base vs Lightcast Open SkillsSkills Base vs TechWolfTalentGuard vs 365TalentsTalentGuard vs MuchSkillsTalentGuard vs Lightcast Open SkillsTalentGuard vs TechWolf365Talents vs MuchSkills365Talents vs Lightcast Open Skills365Talents vs TechWolfMuchSkills vs Lightcast Open SkillsMuchSkills vs TechWolfLightcast Open Skills vs TechWolf
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% negative50%
Key
01Eightfold AI33%
Eightfold AI33%02TechWolf16%
TechWolf16%03Workday Skills Cloud14%
Workday Skills Cloud14%04Lightcast Open Skills4%
Lightcast Open Skills4%05Gloat4%
Gloat4%06Degreed2%
Degreed2%07Fuel502%
Fuel502%08365Talents0%
365Talents0%09Docebo0%
Docebo0%10Pluralsight Skills0%
Pluralsight Skills0%11Beamery0%
Beamery0%12Cornerstone OnDemand0%
Cornerstone OnDemand0%13Coursera0%
Coursera0%14LinkedIn Learning0%
LinkedIn Learning0%15Skillsoft Percipio0%
Skillsoft Percipio0%16Udemy Business0%
Udemy Business0%What they warned about
Five of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, 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.
Gloat24%
10 of 41 labels negative · 9 of 14 models · 3 hard negative
“Gloat: Frequently flagged for unpredictable costs ($15–25 per employee per month + $100K+ setup fees; quote-only pricing fails 'predictable total cost' tests)” Muse Glimmer 30B, budget prompt
Eightfold AI14%
7 of 50 labels negative · 7 of 14 models
“I *would* be cautious about these platform types—including when evaluating well-known vendors such as Eightfold, Gloat, or Microsoft People Skills.” GPT-6 Luna, negative prompt
Udemy Business43%
6 of 14 labels negative · 6 of 14 models · 1 hard negative
“Platforms to Avoid or Use Cautiously ... Udemy (individual or basic Business plans): Highly variable course quality ... unsuitable as a core platform” Grok 4.20, negative prompt
LinkedIn Learning43%
6 of 14 labels negative · 6 of 14 models
“MOOCs (Massive Open Online Courses) like LinkedIn Learning, Coursera, and Udemy may have limitations, such as minimal customization, limited ROI data, and low engagement.” Llama 4 Maverick, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
74 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. 936 links across 296 sites, every framing counted. Ranked by the number of answers carrying the site or page. 47 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.
31 answers · 31 citations · 11 models
vendor site · GitHub20 answers · 33 citations · 7 models
vendor site · G219 answers · 43 citations · 11 models
publisher (Gane)16 answers · 25 citations · 7 models
vendor site · Fuel5016 answers · 21 citations · 9 models
vendor site · Disprz16 answers · 18 citations · 7 models
vendor site · 365Talents14 answers · 22 citations · 10 models
vendor site · Docebo14 answers · 15 citations · 9 models
13 answers · 16 citations · 7 models
vendor site · Workday13 answers · 15 citations · 7 models
vendor site · TechWolf12 answers · 20 citations · 9 models
10 answers · 14 citations · 8 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.
31 answers · 11 models
13 answers · 7 models
11 answers · 5 models
11 answers · 7 models
9 answers · 6 models
8 answers · 7 models
8 answers · 4 models
8 answers · 7 models
8 answers · 7 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 |
|---|---|---|---|---|---|---|---|
| Eightfold eightfold.ai Eightfold AI 33% | 33% | 520 | 4,400 | 187 | 53,360 company | 17 | 5 |
| TechWolf techwolf.ai | 16% | 76 | 880 | 10 | 476 | 11 | |
| Workday parent site Workday Skills Cloud 14% | 14% | 97 | 1,220,000 | 23,848 | |||
| Skills Base skills-base.com | 10% | 81 | 480 | 1,728 | 1,283 | 17 | |
| Lightcast lightcast.io Lightcast Open Skills 4% | 4% | 39 | 6,600 | 192 | 106,942 company | 10 | |
| Gloat gloat.com | 4% | 287 | 27,100 | 359 | 22,734 | 0 | |
| ESCO escourtly.com | 4% | 10 | 27,100 | 2,036 | 0 | ||
| Degreed degreed.com | 2% | 159 | 4,400 | 939,221 | 16,835 | 11 | |
| Fuel50 fuel50.com | 2% | 170 | 480 | 0 | 11,009 | 6 | |
| Skilltype skilltype.com | 2% | 2 |
Google's top ten for the two searches hold 15 sites; 0 of them are among the sites the models cited here. 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 an enterprise B2B company?”Paraphrase“Which skills taxonomy and inference tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade skills platforms and how do they differ?”Budget-constrained“What is the best skills intelligence platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a skills intelligence platform. What should we look at?”Negative“Which skills platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Eightfold AIEightfold AIHeldDegreedWorkday Skills Cloudagainst: Beamery, Eightfold AI, Gloatno first choicenothing named
Four alternatives
Beamery, Gloat, TechWolf, Workday Skills CloudThree alternatives
Degreed, Gloat, TechWolfSeven alternatives
360Learning, Bridge Talent Suite, Cornerstone OnDemand, Docebo, Fuel50, Skills Cloud, WorkRampTwo alternatives
Pluralsight Skills, iMochaGPT-5.4 miniWorkday Skills CloudLightcast Open Skills, Workday Skills CloudChangedFuel50against: Cornerstone OnDemand, Oracle HCM Cloud, Phenom, SAP SuccessFactors SkillsFuel50no first choicenothing named
Three alternatives
365Talents, Eightfold AI, Fuel50Two alternatives
Degreed, Workday Skills CloudTwo alternatives
365Talents, Cornerstone Skills EngineGemini 3.5 FlashEightfold AITechWolfChangedEightfold AIWorkday Skills Cloudno first choicenothing named
Seven alternatives
Beamery, Gloat, Lightcast Open Skills, SAP SuccessFactors Opportunity Marketplace, TechWolf, Workday Skills Cloud, iMochaFour alternatives
Eightfold AI, Lightcast Open Skills, SAP SuccessFactors Talent Intelligence Hub, Workday Skills CloudSix alternatives
Cornerstone OnDemand, Degreed, Gloat, Phenom, TechWolf, Workday Skills CloudFour alternatives
Eightfold AI, Fuel50, Gloat, TechWolfPerplexity SonarTechWolfEightfold AIChangedCornerstone OnDemand, DoceboSkills Baseagainst: 365Talents, Eightfold AI, Gloat, TechWolfno first choiceagainst: A Cloud Guru, Codecademy, Cornerstone OnDemand, Coursera, LinkedIn Learning, Pluralsight Skills, Udemy Business
Four alternatives
365Talents, Eightfold AI, Workday Skills Cloud, iMochaTwo alternatives
TechWolf, Workday Skills CloudNine alternatives
360Learning, Coursera, DataCamp, Degreed, LinkedIn Learning, O'Reilly, Pluralsight Skills, Skillsoft Percipio, Udemy BusinessOne alternative
Workday Skills CloudGrok 4.20TechWolfTechWolfHeldagainst: O*NETDocebo, LinkedIn LearningWorkday Skills Cloudagainst: Beamery, Degreed, Gloat, Lightcast Open Skills, LinkedIn Talent Insights, Phenomno first choiceagainst: Cornerstone OnDemand, Coursera, LinkedIn Learning, Oracle Learning, SAP SuccessFactors Learning, Udemy Business
Five alternatives
Eightfold AI, Gloat, Lightcast Open Skills, Phenom, Workday Skills CloudThree alternatives
Eightfold AI, Lightcast Open Skills, Workday Skills CloudFour alternatives
Coursera, Skillsoft Percipio, TechWolf, Udemy BusinessTwo alternatives
Eightfold AI, TechWolfEight alternatives
365Talents, Cornerstone Workforce AI, Degreed, Eightfold AI, Lightcast Open Skills, TechWolf, Workday Skills Cloud, iMochaMistral SmallEightfold AIDegreed, ESCOChangedDegreedWorkday Skills Cloudagainst: Eightfold AI, Gloat, TechWolfno first choiceagainst: Absorb LMS, Cornerstone OnDemand, Docebo, LearnUpon, Skillsoft Percipio, TalentLMS, Udemy Business
Three alternatives
Lightcast Open Skills, TechWolf, Workday Skills CloudThree alternatives
Cornerstone Skills Graph, Eightfold AI, GloatFive alternatives
365Talents, Docebo, Eightfold AI, TechWolf, Workday Skills CloudDeepSeek V4 FlashEightfold AIEightfold AIHeldDegreedSkills Baseagainst: Beamery, Cornerstone Workforce AI, Degreed, Eightfold AI, Fuel50, Gloat, TechWolf, Workday Skills Cloudno first choiceagainst: AWS Skill Builder, Cornerstone OnDemand, Coursera, Degreed, EdCast, LinkedIn Learning, Microsoft Learn, SAP SuccessFactors Learning, Udemy Business
Four alternatives
Gloat, SAP SuccessFactors Talent Intelligence Hub, TechWolf, Workday Skills CloudOne alternative
TechWolfNine alternatives
360Learning, Cornerstone OnDemand, Docebo, Eightfold AI, Gloat, LinkedIn Learning, SAP SuccessFactors Skills, Skillsoft Percipio, Workday Skills CloudTwo alternatives
Lightcast Open Skills, PinnLlama 4 MaverickEightfold AIEightfold AIHeldno first choiceEightfold AIagainst: Gloatno first choiceagainst: Coursera, LinkedIn Learning, Udemy Business
Two alternatives
Lightcast Open Skills, TechWolfTwo alternatives
TechWolf, Workday Skills CloudQwen 3.7 FlashEightfold AIagainst: SAP SuccessFactors Skills, Workday Skills CloudGloatChangedEightfold AIGloatno first choiceagainst: LinkedIn Learning, Pluralsight Skills, Skillsoft Percipio
Three alternatives
Fuel50, Paradox, PhenomThree alternatives
ClimbRank, Eightfold AI, HiredScoreFour alternatives
Beamery, Fuel5k, Gloat, SanaFour alternatives
Lattice, SAP SuccessFactors Skills, Sonar, Workday Skills CloudKimi K2Eightfold AI, TechWolfEightfold AIChangedno first choiceTechWolfagainst: 365Talents, Cornerstone Workforce AI, Eightfold AI, Gloatno first choiceagainst: Gloatagainst: Oracle HCM Cloud, Skillsoft Percipio, TechWolf, Workday Skills Cloud
Three alternatives
365Talents, Gloat, Workday Skills CloudTwo alternatives
TechWolf, Workday Skills CloudEight alternatives
Cornerstone OnDemand, Coursera, Degreed, LinkedIn Learning, O'Reilly Learning Platform, Pluralsight Skills, Skillsoft Percipio, Udemy BusinessTwo alternatives
Skills Base, Workday Skills CloudGLM 4.7 FlashXWorkday Skills CloudTechWolf Skills Intelligence, iMocha Skills TaxonomyChangedno first choiceSkills Baseno first choiceagainst: Moodle
Three alternatives
Beamery, Eightfold AI, TechWolfThree alternatives
Betterworks, MuchSkills, ThinkiaEleven alternatives
360Learning, Absorb LMS, CYPHER Learning, Cornerstone OnDemand, Coursera, D2L Brightspace, Docebo, LinkedIn Learning, Pluralsight Skills, TalentLMS, Udemy BusinessThree alternatives
Skilltype, Wise Skill, Workday Skills CloudMiniMax M2.5Eightfold AIApache Jena / GraphDB, ESCOChangedagainst: LinkedIn Skills Taxonomy, O*NETno first choiceSkills Inventory Managerno first choiceagainst: AlphaCorp AI, Pluralsight Skills, Skillsoft Percipio
Four alternatives
Gloat, Lightcast Open Skills, TechWolf, Workday Skills CloudThree alternatives
Neo4j, PoolParty, TopQuadrantFour alternatives
Degreed, Eightfold AI, Gloat, Workday Skills CloudGPT-6 LunaTechWolfLightcast Open Skills, TechWolfChangedno first choiceSkills Baseno first choiceagainst: Eightfold AI, Gloat, Microsoft People Skills
Three alternatives
Eightfold AI, Gloat, Lightcast Talent TransformOne alternative
Workday Skills CloudNine alternatives
365Talents, Cornerstone Workforce AI, Degreed, Eightfold AI, Gloat, Oracle Dynamic Skills, SAP SuccessFactors Talent Intelligence Hub, TechWolf, Workday Skills CloudOne alternative
hilighterMuse Glimmer 30BEightfold AIEightfold AIHeldno first choiceSkills Base, Skilltypeagainst: Eightfold AI, Gloatno first choiceagainst: Degreed, LinkedIn Learning, Udemy Business
Four alternatives
365Talents, Gloat, Lightcast Open Skills, TechWolfFour alternatives
ESCO, Lightcast Open Skills, O*NET, TechWolfOne alternative
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.
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 | 2026-11-01 12:32 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:06 | yes | 5 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:41 | yes | 8 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:21 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 13 | 34 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:19 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:16 | yes | 24 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:27 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:38 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:06 | yes | 10 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:17 | yes | 15 | 29 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:54 | yes | 9 | 31 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:39 | yes | 5 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:42 | yes | 15 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:55 | yes | 19 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:43 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:47 | no | 0 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:20 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 10 | 33 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:32 | no | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:42 | yes | 23 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:42 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:55 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:41 | yes | 24 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:55 | yes | 15 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:51 | no | 0 | 18 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:27 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:52 | yes | 14 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:27 | yes | 17 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:56 | yes | 4 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:05 | no | 0 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:12 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:11 | yes | 5 | 35 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:56 | yes | 10 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:59 | yes | 25 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:11 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:47 | no | 0 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:18 | yes | 24 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:19 | yes | 24 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:15 | yes | 13 | 51 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:57 | yes | 9 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:12 | yes | 23 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:43 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:47 | yes | 5 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:14 | yes | 13 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:18 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:31 | yes | 13 | 66 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:35 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:38 | yes | 20 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:50 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:39 | no | 0 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:20 | yes | 24 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:17 | yes | 19 | 87 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:45 | yes | 23 | 47 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:08 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:21 | yes | 23 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:59 | yes | 19 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:41 | yes | 3 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:00 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:23 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 10 | 33 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:41 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:17 | yes | 21 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:51 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:06 | yes | 5 | 41 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:37 | yes | 15 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:59 | yes | 15 | 39 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:04 | yes | 10 | 54 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:40 | yes | 2 | 25 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:23 | yes | 12 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:14 | yes | 27 | 15 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:09 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:34 | yes | 11 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:58 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 14 | 32 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:04 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:44 | yes | 25 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:10 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:35 | yes | 10 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:27 | yes | 25 | 58 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:11 | yes | 24 | 67 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:13 | yes | 10 | 74 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:16 | yes | 2 | 40 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:22 | yes | 25 | 35 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
Absorb read as Absorb LMS
Cornerstone read as Cornerstone OnDemand
Coursera for Business read as Coursera
Eightfold read as Eightfold AI
Lightcast read as Lightcast Open Skills
Lightcast (Open Skills) read as Lightcast Open Skills
Litmos read as SAP Litmos
Oracle read as Oracle HCM Cloud
Oracle Fusion Cloud HCM read as Oracle HCM Cloud
Pluralsight read as Pluralsight Skills
SAP read as SAP SuccessFactors Skills
SAP SuccessFactors read as SAP SuccessFactors Skills
SAP Talent Intelligence Hub read as SAP SuccessFactors Talent Intelligence Hub
Skillsoft read as Skillsoft Percipio
Skillsoft (Percipio) read as Skillsoft Percipio
Skillsoft (including Percipio) read as Skillsoft Percipio
Workday read as Workday Skills Cloud
Workday (Workday Skills Cloud) read as Workday Skills Cloud
Unresolved, counted raw
AWS Bedrock
AWS Neptune
AWS Skill Builder
AlphaCorp AI
Amazon Neptune
Apache Jena / GraphDB
Azure Cosmos DB
Azure OpenAI
BiskAmplified
Bridge Talent Suite
ClimbRank
Cornerstone Skills Engine
Correlation One
Fuel5k
Hugging Face Transformers
InSkill
Lightcast Talent Transform
LinkedIn Skills Taxonomy
MSI
Multiverse
O'Reilly Learning Platform
Oracle Dynamic Skills
Oracle Skills Management
Pinn
PoolParty
SkillsTX
SkillsWave
Skillsoft Percipio Platform
Slalom
Sonar
TechWolf Skills Intelligence
Thinkia
TopQuadrant
Tuvana
VocoVision
WEF Global Skills Taxonomy
Wise Skill
iMocha Skills Taxonomy
Discontinued, still offered
No shut-down product was recommended here.