Index › Performance and talent management › Internal talent marketpl › Enterprise › October 2026 Edition
Internal talent marketplace for enterprise buyers
Asked as “internal talent marketplace”, and as “internal mobility platform”, on behalf of an enterprise B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
56%
Clear leader
56Gloat22Fuel5006Eightfold AI16others
56% of first choices, clear leader.
Since September 2026▲+7Since September 2026: 49% → 56%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Gloat held the lead, +7 points on 49%, 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
TalentGuard18%Contested▼−5Since September 2026: 24% → 18%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
Fuel5047%Clear leader▲+19Since September 2026: 26% → 45%, +19 points. Past the 13-point floor: movement. Read over the models both editions asked.Standing →Enterprise
Gloat56%Clear leader▲+7Since September 2026: 49% → 56%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This page
TalentGuard18%Contested▼−5Since September 2026: 24% → 18%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketFuel5047%Clear leader▲+19Since September 2026: 26% → 45%, +19 points. Past the 13-point floor: movement. Read over the models both editions asked.Standing →EnterpriseGloat56%Clear leader▲+7Since September 2026: 49% → 56%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.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 September 2026
01Gloat56%16%63endorsed leader▲+7Since September 2026: 49% → 56%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.49% → 56%
Gloat56%16%63endorsed leader▲+7Since September 2026: 49% → 56%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.49% → 56%02Fuel5022%6%52accepted challenger▲+8Since September 2026: 16% → 23%, +8 points. Inside the 13-point floor: within noise. Read over the models both editions asked.16% → 23%
Fuel5022%6%52accepted challenger▲+8Since September 2026: 16% → 23%, +8 points. Inside the 13-point floor: within noise. Read over the models both editions asked.16% → 23%03
Eightfold AI6%22%45accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 5%
Eightfold AI6%22%45accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 5%04
Workday Talent Marketplace4%6%33accepted challenger▼−6Since September 2026: 11% → 5%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.11% → 5%
Workday Talent Marketplace4%6%33accepted challenger▼−6Since September 2026: 11% → 5%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.11% → 5%05
SAP SuccessFactors Opportunity Marketplace2%7%15accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%
SAP SuccessFactors Opportunity Marketplace2%7%15accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%06
365Talents2%10%10accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
365Talents2%10%10accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%07
Cornerstone OnDemand2%38%13criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Cornerstone OnDemand2%38%13criticized 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 five products at 0%, ordered by negative rate
12
Fiverr0%79%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%
Fiverr0%79%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%11
Upwork0%59%17criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Upwork0%59%17criticized 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
Toptal0%20%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Toptal0%20%10accepted 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
Beamery0%8%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%
Beamery0%8%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%08
Phenom0%6%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%
Phenom0%6%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%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 fifteen head-to-head pages: the top six products, each against each
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Gloat56%
Gloat56%02Fuel5022%
Fuel5022%03Eightfold AI6%
Eightfold AI6%04Workday Talent Marketplace4%
Workday Talent Marketplace4%05SAP SuccessFactors Opportunity Marketplace2%
SAP SuccessFactors Opportunity Marketplace2%06365Talents2%
365Talents2%07Cornerstone OnDemand2%
Cornerstone OnDemand2%08Phenom0%
Phenom0%09Beamery0%
Beamery0%10Toptal0%
Toptal0%11Upwork0%
Upwork0%12Fiverr0%
Fiverr0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Mistral Small, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 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.
Fiverr79%
11 of 14 labels negative · 11 of 14 models · 6 hard negative
“should avoid or exercise extreme caution when using **unvetted, open-bid generalist platforms** (e.g., standard tiers of Upwork, Fiverr, or Freelancer.com)” Gemini 3.5 Flash, negative prompt
Upwork59%
10 of 17 labels negative · 10 of 14 models · 4 hard negative
“Large enterprises should avoid or exercise extreme caution when using **unvetted, open-bid generalist platforms** (e.g., standard tiers of Upwork, Fiverr, or Freelancer.com).” Gemini 3.5 Flash, negative prompt
Freelancer.com100%
9 of 9 labels negative · 9 of 14 models · 6 hard negative
“avoid or exercise extreme caution when using **unvetted, open-bid generalist platforms** (e.g., standard tiers of Upwork, Fiverr, or Freelancer.com)” Gemini 3.5 Flash, negative prompt
Gloat16%
10 of 63 labels negative · 9 of 14 models
“Platforms such as Gloat, Phenom, or SkyHive can be a poor fit if the organization lacks reliable skills data, HRIS integration, employee engagement, or the IT capacity for rollout.” Perplexity Sonar, 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
80 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. 1194 links across 318 sites, every framing counted. Ranked by the number of answers carrying the site or page. 49 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 · Fuel5043 answers · 79 citations · 14 models
vendor site · Engagedly31 answers · 46 citations · 11 models
vendor site · Gartner28 answers · 33 citations · 13 models
vendor site · Sprad22 answers · 28 citations · 12 models
vendor site · Pin20 answers · 26 citations · 10 models
vendor site · Teammeter20 answers · 20 citations · 10 models
vendor site · Zendikt20 answers · 20 citations · 9 models
19 answers · 24 citations · 8 models
vendor site · Skima19 answers · 19 citations · 10 models
18 answers · 24 citations · 12 models
18 answers · 23 citations · 10 models
18 answers · 20 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.
27 answers · 12 models
27 answers · 12 models
25 answers · 11 models
20 answers · 9 models
18 answers · 10 models
18 answers · 10 models
18 answers · 10 models
17 answers · 9 models
16 answers · 9 models
14 answers · 9 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 “best internal talent marketplace”, “internal talent marketplace”, “talent marketplaces”. 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 |
|---|---|---|---|---|---|---|---|---|
| Gloat gloat.com | 56% | 315 | 27,100 | 359 | 22,734 | 0 | 3 | |
| Fuel50 fuel50.com | 22% | 200 | 480 | 0 | 11,009 | 6 | ||
| Eightfold eightfold.ai Eightfold AI 6% | 6% | 540 | 4,400 | 187 | 53,360 company | 17 | ||
| Workday parent site Workday Talent Marketplace 4%, Workday Skills Cloud 2% | 6% | 117 | 1,220,000 | 23,848 | ||||
| Teamflect teamflect.com | 4% | 149 | 880 | 12 | 12,592 | 30 | ||
| SAP parent site SAP SuccessFactors Opportunity Marketplace 2% | 2% | 26 | 135,000 | 74,309 | ||||
| 365Talents 365talents.com | 2% | 94 | 90 | 1 | 2,859 | 25 | ||
| Cornerstone cornerstoneondemand.com Cornerstone OnDemand 2% | 2% | 283 | 165,000 | 17,999 | 33,785 company | $428 | 100 | |
| Phenom phenom.com | 0% | 288 | 18,100 | 2,229 | 24,487 | 0 | 4 | |
| Beamery beamery.com | 0% | 293 | 1,000 | 21 | 12,866 | 0 |
Google's top ten for the three searches hold 22 sites; 1 of them are among the sites the models cited here (gartner.com). The first result for “best internal talent marketplace” is imocha.io.
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 internal talent marketplace for an enterprise B2B company?”Paraphrase“Which internal mobility platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade talent marketplaces and how do they differ?”Budget-constrained“What is the best internal talent marketplace 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 an internal talent marketplace. What should we look at?”Negative“Which talent marketplaces should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5GloatGloatHeldGloatFuel50no first choicenothing named
Three alternatives
Eightfold AI, Fuel50, Workday Talent MarketplaceTwo alternatives
Fuel50, Workday Talent MarketplaceThree alternatives
Eightfold AI, Fuel50, SAP SuccessFactors Opportunity MarketplaceOne alternative
Eightfold AIGPT-5.4 miniGloatFuel50, GloatChangedno first choiceWorkday Talent Marketplaceno first choicenothing named
Three alternatives
Phenom, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceFive alternatives
Cornerstone OnDemand, Eightfold Talent Intelligence, Gloat, Oracle Opportunity Marketplace, Workday Talent MarketplaceThree alternatives
Eightfold AI, Fuel50, GloatGemini 3.5 FlashGloatGloatHeldGloatagainst: SAP SuccessFactors Opportunity Marketplace, Workday Skills CloudSAP SuccessFactors Opportunity Marketplace, Workday Talent Marketplaceagainst: Eightfold AI, Gloatno first choiceagainst: Fuel50against: Fiverr, Freelancer.com, Upwork
Four alternatives
Eightfold AI, Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceFour alternatives
Eightfold AI, Fuel50, SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceTwo alternatives
Eightfold AI, Fuel50One alternative
Fuel50Perplexity SonarGloatGloatHeldno first choiceCornerstone OnDemandno first choiceagainst: Gloat, Phenom, SkyHive
Two alternatives
Cornerstone OnDemand, Fuel50Four alternatives
Avature, Cornerstone Opportunity Marketplace, Fuel50, SAP SuccessFactors Opportunity MarketplaceOne alternative
GloatGrok 4.1 FastGloatGloatHeldBeamery, GloatFuel50against: Eightfold AI, GloatGloatagainst: Fiverr, Freelancer.com, Guru, Upwork
Three alternatives
Eightfold AI, Fuel50, Workday Skills CloudFour alternatives
Avature, Eightfold AI, Fuel50, Workday Skills CloudThree alternatives
Eightfold AI, Fuel50, Workday Talent MarketplaceThree alternatives
Cornerstone OnDemand, SAP SuccessFactors Opportunity Marketplace, Workday Skills CloudTwo alternatives
Sprad, UpscendMistral SmallGloatFuel50, Workday Skills CloudChangedGloatFuel50against: Eightfold AI, Gloatno first choiceagainst: Arise Virtual Solutions, Fiverr, TaskRabbit
Two alternatives
Eightfold AI, Fuel50One alternative
Oracle HCM CloudSeven alternatives
Beamery, Eightfold AI, Engagedly, Fuel50, Phenom, SAP SuccessFactors Career & Talent Development, Workday Talent MarketplaceDeepSeek V4 FlashGloatGloatHeldagainst: Eightfold AIEightfold AI, GloatGloatagainst: Eightfold AIFuel50, Gloatagainst: Cornerstone OnDemand, Degreed, Eightfold AI, Workday Skills Cloudagainst: Fiverr, Freelancer.com, Toptal, Upwork
Four alternatives
Eightfold AI, Fuel50, Phenom, Workday Talent MarketplaceThree alternatives
365Talents, SAP SuccessFactors Career & Talent Development, Workday Talent MarketplaceFour alternatives
Engagedly, Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceOne alternative
Workday Talent MarketplaceTwo alternatives
365Talents, ProFindaLlama 4 Maverickno first choiceno first choiceHeldno first choiceno first choiceGloatagainst: Fiverr, Upwork
One alternative
365TalentsQwen 3.7 FlashEightfold AI, GloatGloatChangedGloatTeamflectagainst: Eightfold AI, Fuel50, Gloatno first choiceagainst: Fiverr, Freelancer.com, Upwork
Three alternatives
Beamery, Liberwin, Microsoft Viva Career HubThree alternatives
Eightfold AI, Phenom, Workday Talent MarketplaceThree alternatives
Eightfold AI, Fuel50, SpringboardTwo alternatives
Professional.me Internal Mobility, Workday Talent MarketplaceKimi K2Fuel50Fuel50, GloatChangedBraintrust, ToptalFuel50against: 365Talents, Eightfold AI, GloatGloatagainst: Fiverr, Freelancer.com, Guru, Mercor, PeoplePerHour, Toptal, Upwork
Two alternatives
Gloat, PhenomOne alternative
Eightfold AIFour alternatives
Andela, Gun.io, Turing, UpworkOne alternative
TalentGuardThree alternatives
Eightfold AI, Fuel50, Workday Talent MarketplaceGLM 4.7 FlashXGloatGloatHeldGloat, Workday Talent MarketplaceTeamflectagainst: Cornerstone OnDemand, Fuel50, Gloat, Workday Talent Marketplaceno first choiceagainst: Andela, Craigslist, Fiverr, Freelancer.com, Mercor, Turing, Upler, Upwork
Two alternatives
Eightfold AI, Workday Talent MarketplaceThree alternatives
Eightfold AI, Fuel50, Workday Talent MarketplaceFour alternatives
Beamery, Eightfold AI, Fuel50, PhenomMiniMax M2.5no first choiceEightfold AI, GloatChangedGloatFuel50against: Beamery, Cornerstone OnDemand, Gloatno first choiceagainst: Cornerstone OnDemandagainst: Fiverr, Freelancer.com, Upwork
Two alternatives
Beamery, PhenomFour alternatives
365Talents, Eightfold AI, Fuel50, Workday Skills CloudTwo alternatives
SAP SuccessFactors Opportunity Marketplace, TalentGuardGPT-6 LunaGloatGloatHeldno first choiceFuel50no first choiceagainst: Fiverr, Freelancer.com, Upwork
Two alternatives
Fuel50, Workday Talent MarketplaceTwo alternatives
Fuel50, Workday Career Hub / Opportunity MarketplaceSix alternatives
A.Team, Andela, Braintrust, Catalant, Toptal, UpworkOne alternative
Workday Talent MarketplaceMuse Glimmer 30BGloatEightfold AI, GloatChangedFuel50, Gloat, Workday Talent Marketplace365Talentsagainst: Cornerstone OnDemand, Eightfold AI, Gloatno first choiceagainst: Eightfold AI, Fiverr, Freelancer.com, Gloat, Upwork, Workday Talent Marketplace
Four alternatives
Eightfold AI, Fuel50, Workday Skills Cloud, Workday Talent MarketplaceTwo alternatives
Avature, Fuel50Five alternatives
Beeline Talent Marketplace, SAP Fieldglass, Toptal, Upwork, WorksomeOne alternative
Fuel50Bold 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 10:22 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:00 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:16 | yes | 18 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:21 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:48 | yes | 23 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:10 | yes | 12 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:09 | yes | 22 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:43 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:35 | yes | 5 | 17 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:06 | yes | 15 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:00 | yes | 22 | 44 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:35 | yes | 5 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:20 | yes | 6 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:21 | yes | 14 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:33 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:57 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:51 | yes | 12 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:03 | yes | 17 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:27 | yes | 24 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:48 | yes | 15 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:09 | yes | 23 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:39 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:26 | no | 0 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:53 | yes | 24 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:11 | yes | 23 | 76 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:09 | yes | 24 | 31 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:28 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:54 | yes | 15 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:18 | yes | 16 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:05 | yes | 9 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:26 | yes | 21 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:26 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:45 | yes | 23 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:58 | yes | 8 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:01 | yes | 21 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:20 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:24 | yes | 23 | 50 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:22 | yes | 24 | 41 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:31 | yes | 22 | 66 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:29 | yes | 23 | 31 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:51 | yes | 8 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:16 | yes | 24 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:40 | yes | 19 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:17 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:17 | yes | 14 | 65 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:27 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:33 | yes | 17 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:35 | yes | 20 | 10 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:29 | yes | 23 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:18 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:43 | yes | 10 | 65 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:10 | yes | 20 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:56 | yes | 20 | 44 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:41 | yes | 21 | 56 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:14 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:21 | yes | 22 | 48 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:33 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:56 | yes | 5 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:32 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:16 | yes | 17 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:48 | yes | 18 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:06 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:05 | yes | 22 | 88 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:45 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:38 | yes | 5 | 48 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:08 | yes | 10 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:54 | yes | 14 | 36 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:24 | yes | 5 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:45 | yes | 4 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:05 | yes | 14 | 30 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:09 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:59 | yes | 5 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:07 | yes | 23 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:57 | yes | 19 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:41 | yes | 23 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:01 | yes | 15 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:52 | yes | 22 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:55 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:50 | yes | 22 | 96 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:51 | yes | 25 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:27 | yes | 23 | 83 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:59 | yes | 19 | 33 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:11 | yes | 4 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:16 | yes | 15 | 17 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
Cornerstone read as Cornerstone OnDemand
Eightfold read as Eightfold AI
Professional.me read as Professional.me Internal Mobility
SAP (via SAP HCM) read as SAP SuccessFactors Opportunity Marketplace
SAP SuccessFactors read as SAP SuccessFactors Opportunity Marketplace
Workday read as Workday Talent Marketplace
Unresolved, counted raw
8th Light
Adaptavist
Adepto
Beeline Talent Marketplace
Cornerstone Opportunity Marketplace
Eightfold mobility
Gigged AI
Graphite
Liberwin’s Future-Of-Work platform (Liberwin)
Microsoft Viva Career Hub
OpenTalent
Opportunity Marketplace
Oracle Opportunity Marketplace
ProFinda
ProKure
Pymetrics Talent Marketplace
SuccessFactors Opportunity Marketplace
Upler
Upscend
Venminder
Wingify (formerly Pymetrics or related AI tools)
Workday Career Hub / Opportunity Marketplace
Discontinued, still offered
No shut-down product was recommended here.