Index › Performance and talent management › Skills intelligence › Small business › October 2026 Edition
Skills intelligence for small business buyers
Asked as “skills intelligence platform”, and as “skills taxonomy and inference tool”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
45%
Clear leader
45Skills Base11SkillPanel07iMocha36others
45% of first choices, clear leader.
Since September 2026▲+6Since September 2026: 35% → 40%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Skills Base held the lead, +6 points on 35%, inside the 13-point 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 Base45%Clear leader▲+6Since September 2026: 35% → 40%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageMid-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.Standing →Enterprise
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.This pageMid-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.Standing →EnterpriseEightfold 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Skills Base45%0%39endorsed leader▲+6Since September 2026: 35% → 40%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.35% → 40%
Skills Base45%0%39endorsed leader▲+6Since September 2026: 35% → 40%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.35% → 40%02
SkillPanel11%13%15accepted challenger▲+8Since September 2026: 5% → 13%, +8 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 13%
SkillPanel11%13%15accepted challenger▲+8Since September 2026: 5% → 13%, +8 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 13%03
iMocha7%7%14accepted challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 6%
iMocha7%7%14accepted challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 6%04Eightfold AI4%77%22criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 4%
Eightfold AI4%77%22criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 4%05
MuchSkills2%0%21accepted challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 2%
MuchSkills2%0%21accepted challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 2%06
AG52%0%14accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
AG52%0%14accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%07
Gloat2%82%22criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Gloat2%82%22criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%Show the four products at 0%, ordered by negative rate
11
Udemy Business0%50%12criticized 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%50%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%10
Pluralsight Skills0%30%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Pluralsight Skills0%30%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%09
SkillsDB0%0%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%
SkillsDB0%0%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%08
GoSkills0%0%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
GoSkills0%0%12accepted 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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Skills Base45%
Skills Base45%02SkillPanel11%
SkillPanel11%03iMocha7%
iMocha7%04Eightfold AI4%
Eightfold AI4%05MuchSkills2%
MuchSkills2%06AG52%
AG52%07Gloat2%
Gloat2%08GoSkills0%
GoSkills0%09SkillsDB0%
SkillsDB0%10Pluralsight Skills0%
Pluralsight Skills0%11Udemy Business0%
Udemy Business0%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, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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.
Gloat82%
18 of 22 labels negative · 9 of 14 models · 9 hard negative
“heavyweight systems like Gloat, Eightfold, or Workday Skills Cloud. For a 30-person team, these are expensive, overly complex, and will ultimately fail” Gemini 3.5 Flash, scale prompt
Eightfold AI77%
17 of 22 labels negative · 9 of 14 models · 8 hard negative
“Platforms likely too heavy/expensive: Eightfold AI, Workday Skills Cloud, Gloat, Beamery—these target 1,000+ employee enterprises.” Kimi K2, scale prompt
Cornerstone OnDemand100%
9 of 9 labels negative · 8 of 14 models · 5 hard negative
“described as part of the enterprise end of the market and needing implementation and assessor capacity that small companies usually do not have” Perplexity Sonar, negative prompt
Docebo100%
6 of 6 labels negative · 6 of 14 models · 5 hard negative
“Platforms to Avoid | **Docebo, Litmos, SAP SuccessFactors Learning, Cornerstone OnDemand** | ... complex, require a dedicated L&D team, and are usually quoted-based and expensive.” GLM 4.7 FlashX, 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
73 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. 1058 links across 284 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 · FirstHR41 answers · 52 citations · 11 models
vendor site · G233 answers · 68 citations · 13 models
28 answers · 46 citations · 10 models
vendor site · GoSkills21 answers · 40 citations · 12 models
21 answers · 22 citations · 11 models
vendor site · Guideflow20 answers · 22 citations · 9 models
vendor site · SkillPanel18 answers · 23 citations · 11 models
vendor site · Cloud Assess16 answers · 20 citations · 10 models
16 answers · 18 citations · 10 models
15 answers · 20 citations · 7 models
vendor site · Fuel5015 answers · 18 citations · 8 models
15 answers · 15 citations · 9 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.
41 answers · 11 models
24 answers · 9 models
19 answers · 11 models
17 answers · 8 models
15 answers · 9 models
12 answers · 8 models
11 answers · 9 models
11 answers · 8 models
11 answers · 7 models
10 answers · 5 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 | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Skills Base skills-base.com | 45% | 62 | 480 | 1,728 | 1,283 | 17 | ||
| SkillPanel skillpanel.com | 11% | 36 | 10 | 0 | 4,174 | |||
| iMocha imocha.io | 7% | 96 | 480 | 13 | 7,474 | 22 | 8 | |
| ESCO escourtly.com | 5% | 11 | 27,100 | 2,036 | 0 | |||
| Lightcast lightcast.io Lightcast Open Skills 4% | 4% | 26 | 6,600 | 192 | 106,942 company | 10 | ||
| Eightfold eightfold.ai Eightfold AI 4% | 4% | 540 | 4,400 | 187 | 53,360 company | 17 | 5 | |
| MuchSkills muchskills.com | 2% | 38 | 50 | 0 | 51,766 | 2 | ||
| AG5 ag5.com | 2% | 24 | 480 | 50 | 69,476 | $389 | 18 | |
| O*NET onetcenter.org | 2% | 12 | 636 | 92,729 | ||||
| Lessie lessie.ai Lessie AI 2% | 2% | 12 | 590 | 3 | 21,371 company | 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 a small B2B company?”Paraphrase“Which skills taxonomy and inference tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top skills platforms for a small team and how do they differ?”Budget-constrained“What is the best skills intelligence platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a skills intelligence platform. What should we look at?”Negative“Which skills platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Eightfold AI, TurboHireagainst: Beamery, Gloat, Workday Skills Cloudno first choiceChangedMuchSkills, TalentLMSPinno first choicenothing named
Four alternatives
Ashby, Gem, Metaview, hireEZFour alternatives
Guru.com, ProProfs Training Maker, Slite, iSpring LearnTwo alternatives
MuchSkills, Skills BaseGPT-5.4 miniSkillPanel, iMochaagainst: Eightfold AILightcast Skills EngineChangedSkills Baseagainst: SkillsBoard, Workday Skills CloudSkillPanelagainst: Cornerstone OnDemand, TalentGuardno first choicenothing named
One alternative
CodilityTwo alternatives
ESCO, spaCyFive alternatives
AG5, CodeSignal, Codility, GoSkills, Pluralsight SkillsOne alternative
MuchSkillsGemini 3.5 FlashSkills Baseagainst: Eightfold AI, Gloat, TechWolfMuchSkillsChangedagainst: Gloat, TechWolfMuchSkillsSkills Baseagainst: Eightfold AI, Gloat, TechWolfSkills Baseagainst: Eightfold AI, Gloat, Workday Skills Cloudagainst: Cornerstone OnDemand, Docebo, Fiverr, HackerRank, LinkedIn Learning, Moodle, SAP Litmos, TestGorilla, Upwork
Three alternatives
MuchSkills, SkillsDB, agyleOSThree alternatives
Lightcast Open Skills, Skills Base, iMochaFour alternatives
GoSkills, Skills Base, TalentLMS, agyleOSFour alternatives
Excel or Google Sheets template, MuchSkills, SkillsDB, agyleOSFour alternatives
Google Sheet, MuchSkills, Notion, TeammeterPerplexity SonarSkills Base, iMochaagainst: SkillPanelESCO, O*NET, SFIAChangedGoSkillsagainst: Google ClassroomSkills Baseno first choiceagainst: 360Learning, Absorb LMS, Cornerstone OnDemand, Docebo, Kajabi, LearnUpon, SAP Litmos, SAP SuccessFactors Skills, Skillsoft Percipio, Tovuti, Trainual, Udemy Business
One alternative
agyleOSFive alternatives
Degreed, LearnDash, Moodle, Pluralsight Skills, Udemy BusinessOne alternative
iMochaGrok 4.1 FastSkills BaseLightcast Open Skills, Textkernel Skills Intelligence APIChangedagainst: O*NET, iMochaTalentLMSagainst: Eightfold AI, GloatSkills Baseno first choiceagainst: Workday Skills Cloudagainst: Eightfold AI, Firefly Talent, Fiverr, Freelancer.com, Gloat, Udemy Business, Upwork
Four alternatives
AG5, ClickUp, Cloud Assess, SkillsDBTwo alternatives
ESCO, spaCyFive alternatives
AG5, ClickUp, GoSkills, Skills Base, Skills Inventory ManagerThree alternatives
MuchSkills, SkillPanel, SkillsDBOne alternative
Cloud AssessMistral SmallSkillPanelESCO, OpenSkillsChangedGoSkills, TalentLMSagainst: Codility, HackerRankSkillPanel, Skills Baseno first choiceagainst: Coursera, Fiverr, Freelancer.com, Skillshare, Upskillist.com
Two alternatives
Skills Base, SkillsDBSix alternatives
Airtable, Google Sheets, Lightcast Open Skills, O*NET-SOC, SeekOut, SkillsTXThree alternatives
AG5, Kahuna, iMochaOne alternative
AvilarDeepSeek V4 FlashSkills Baseagainst: Degreed, Eightfold AI, Gloat, Lightcast Open SkillsSkills BaseHeldagainst: Cornerstone OnDemand, Eightfold AI, Gloat, TechWolfSkills BaseSkills Baseagainst: Eightfold AI, Gloat, Lightcast Open SkillsSkills Baseagainst: Beamery, Eightfold AI, Gloatagainst: Cornerstone OnDemand, Docebo, Mighty Networks, Saba, Udemy Business
Two alternatives
SkillPanel, SkillsDBTwo alternatives
MuchSkills, SkillsDBFour alternatives
360Learning, AG5, Pluralsight Skills, TalentGuardOne alternative
MuchSkillsTwo alternatives
AG5, KahunaLlama 4 MaverickSkillPanelSkills BaseChangedno first choiceLessie AIno first choiceagainst: Cornerstone OnDemand, Coursera, Docebo, Pluralsight Skills, SAP SuccessFactors Skills, Skillsoft Percipio
Three alternatives
360Learning, AG5, Skills BaseFour alternatives
AG52, MuchSkills, SkillPanel, agyleOSThree alternatives
Gem, Skills Base, Udemy BusinessQwen 3.7 FlashParagon AIagainst: Eightfold AI, GloatEightfold AI, GloatChangedEdAppagainst: Cornerstone OnDemandMicrosoft Viva Peopleno first choiceagainst: Absorb LMS, Criteria Corp, LearnDash, Oracle Learning, Pymetrics, SAP SuccessFactors Skills, TalentLMS, Thinkific, WorkRamp, Workday Skills Cloud
Two alternatives
Fuel50, SkillcastThree alternatives
Acorn.Works, Greenhouse, LeverFour alternatives
360Learning, LinkedIn Learning, TalentLMS, Udemy BusinessThree alternatives
Mozilla Open Skills, Rippling, Sova.aiFive alternatives
BambooHR, Catalyst, Oviyo, Personio, RipplingKimi K2AG5ESCO, Skills BaseChangedagainst: Eightfold AI, GloatGoSkills, TalentLMSSkills Baseno first choiceagainst: Beamery, Eightfold AI, Gloat, Workday Skills Cloudagainst: 360Learning, LearnUpon, LinkedIn Learning, Mighty Networks, SAP Litmos, Udemy Business
Three alternatives
SkillPanel, Skills Base, TalentLMSTwo alternatives
O*NET, OVIFive alternatives
Coursera, LinkedIn Learning, Pluralsight Skills, SkyPrep, Udemy BusinessThree alternatives
AG5, MuchSkills, SkillsDBGLM 4.7 FlashXSkills Baseagainst: Eightfold AI, GloatSkills BaseHeldMuchSkills, Skills BaseSkills Baseagainst: Bryq, Lessie AI, SkillPanelno first choiceagainst: Cornerstone OnDemand, Coursera, Docebo, Mighty Networks, Pluralsight Skills, SAP Litmos, SAP SuccessFactors Learning, Skillsoft Percipio, Udemy Business
Two alternatives
SkillPanel, SkillsDBFour alternatives
Huneety Learning, MuchSkills, SkillsDB, iMochaTen alternatives
AG5, Augmentir, Cloud Assess, Codility, Degreed, Kahuna, Pluralsight Skills, SkillsDB, Vervoe, iMochaOne alternative
MuchSkillsMiniMax M2.5SkillPanel, iMochaagainst: Eightfold AI, Firefly Talent, Gloatno first choiceChangedGoSkillsSkills Baseno first choiceagainst: Freelancer.com
Three alternatives
Cloud Assess, Deel, Pluralsight SkillsFour alternatives
Coursera, DataCamp, LinkedIn Learning, Udemy BusinessTwo alternatives
Lessie AI, iMochaGPT-6 LunaSkills BaseLightcast Open SkillsChangedSkills Baseagainst: SkiloopeSkills Baseagainst: SkillsEngineno first choiceagainst: Fiverr, Freelancer.com, Upwork
One alternative
SkillPanelOne alternative
O*NETTwo alternatives
AG5, MuchSkillsOne alternative
SkiloopeMuse Glimmer 30BSkills Base, iMochaagainst: Eightfold AI, GloatSkills BaseChangedSkills BaseSkills BaseSkills Baseagainst: Cornerstone OnDemand, Coursera, Degreed, Docebo, Eightfold AI, Firefly Talent, Freelancer.com, Gloat, Kajabi, LinkedIn Learning, Pluralsight Skills, Skillsoft Percipio, Udemy Business
Three alternatives
SwipeGuide, agyleOS, edyoucatedThree alternatives
AG5, MuchSkills, SkillMAPTwo alternatives
MuchSkills, SkillsDBTwo alternatives
Google Sheets, 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 09:48 | yes | 9 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:46 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:15 | yes | 22 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:37 | yes | 19 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:57 | yes | 20 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:10 | yes | 9 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:01 | yes | 20 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:35 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:06 | no | 0 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:12 | yes | 22 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:53 | yes | 20 | 90 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:43 | yes | 13 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:54 | yes | 2 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:07 | yes | 22 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:48 | no | 0 | 2 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:44 | no | 0 | 2 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:01 | yes | 24 | 30 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:22 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:37 | yes | 22 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:15 | no | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:14 | yes | 19 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:20 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:50 | yes | 7 | 91 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:27 | yes | 18 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:27 | yes | 15 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:58 | no | 0 | 58 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:45 | yes | 2 | 26 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:39 | yes | 8 | 14 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:30 | yes | 19 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:28 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:26 | yes | 22 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:49 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:24 | yes | 23 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:11 | yes | 10 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:28 | yes | 20 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:53 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:19 | no | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:04 | yes | 14 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:35 | yes | 19 | 27 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:35 | yes | 13 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:52 | yes | 4 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:32 | yes | 23 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:46 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:18 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:18 | yes | 18 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:24 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:41 | yes | 22 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:16 | yes | 11 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:25 | yes | 22 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:32 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:12 | no | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:06 | yes | 16 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:55 | yes | 19 | 23 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:19 | yes | 5 | 13 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:14 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:24 | yes | 13 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:37 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:48 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:26 | yes | 17 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:34 | yes | 18 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:20 | yes | 16 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:17 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:57 | yes | 23 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:12 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:59 | no | 0 | 41 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:31 | yes | 14 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:57 | yes | 13 | 15 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:38 | yes | 5 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:58 | yes | 3 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:30 | yes | 22 | 37 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:47 | yes | 17 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:50 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:12 | yes | 22 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:23 | yes | 25 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:49 | yes | 24 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:39 | yes | 15 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:14 | yes | 25 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:14 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:05 | yes | 24 | 51 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:08 | yes | 24 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:38 | yes | 16 | 43 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:49 | yes | 15 | 38 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:51 | yes | 5 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:56 | yes | 12 | 24 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Cornerstone read as Cornerstone OnDemand
Coursera for Business read as Coursera
Coursera for Teams read as Coursera
Eightfold read as Eightfold AI
Guru read as Guru.com
Lightcast read as Lightcast Open Skills
Lightcast (formerly EMSI Burning Glass) read as Lightcast Open Skills
Litmos read as SAP Litmos
Pluralsight read as Pluralsight Skills
Pluralsight Enterprise 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
AG52
Acorn.Works
Augmentir
Avilar
Bounti
Catalyst
Coursera Skills
Excel or Google Sheets template
Growspace
Hugging Face
Huneety Learning
Lightcast Skills Engine
LinkedIn Premium Recruiter
Microsoft Viva People
Mozilla Open Skills
O*NET-SOC (US-based)
OpenSkills (by Workday)
Oviyo
Paragon AI
SkillMAP
SkillsBoard
SkillsTX
Sova.ai
Upskillist.com
Discontinued, still offered
No shut-down product was recommended here.