Index › HR › Performance and talent management › Internal talent marketpl › Enterprise · November 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. 44 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
61%
Clear leader
61Gloat09SAP SuccessFactors Opportunity Marketplace07Fuel5023others
61% of first choices, clear leader.
Since October 2026▲+5Since October 2026: 56% → 61%, +5 points. Inside the 13-point floor: within noise.Gloat held the lead, +5 points on 56%, 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
TalentGuard14%Contested▼−4Since October 2026: 18% → 14%, −4 points. Inside the 13-point floor: within noise.Standing →Mid-market
Fuel5030%Contested▼−17Since October 2026: 47% → 30%, −17 points. Past the 13-point floor: movement.Standing →Enterprise
Gloat61%Clear leader▲+5Since October 2026: 56% → 61%, +5 points. Inside the 13-point floor: within noise.This page
TalentGuard14%Contested▼−4Since October 2026: 18% → 14%, −4 points. Inside the 13-point floor: within noise.Standing →Mid-marketFuel5030%Contested▼−17Since October 2026: 47% → 30%, −17 points. Past the 13-point floor: movement.Standing →EnterpriseGloat61%Clear leader▲+5Since October 2026: 56% → 61%, +5 points. Inside the 13-point floor: within noise.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
01Gloat61%8%64endorsed leader▲+5Since October 2026: 56% → 61%, +5 points. Inside the 13-point floor: within noise.56% → 61%
Gloat61%8%64endorsed leader▲+5Since October 2026: 56% → 61%, +5 points. Inside the 13-point floor: within noise.56% → 61%02
SAP SuccessFactors Opportunity Marketplace9%14%36accepted challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 13-point floor: within noise.2% → 9%
SAP SuccessFactors Opportunity Marketplace9%14%36accepted challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 13-point floor: within noise.2% → 9%03Fuel507%4%57accepted challenger▼−15Since October 2026: 22% → 7%, −15 points. Past the 13-point floor: movement.22% → 7%
Fuel507%4%57accepted challenger▼−15Since October 2026: 22% → 7%, −15 points. Past the 13-point floor: movement.22% → 7%04
Workday Talent Marketplace5%5%37accepted challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 13-point floor: within noise.4% → 5%
Workday Talent Marketplace5%5%37accepted challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 13-point floor: within noise.4% → 5%05Workday Opportunity Marketplace5%0%10accepted challengernewNew since October 2026: not ranked then, 5% now.
06
Eightfold AI2%2%48accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 13-point floor: within noise.6% → 2%
Eightfold AI2%2%48accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 13-point floor: within noise.6% → 2%Show the four products at 0%, ordered by negative rate
10
Upwork0%80%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Upwork0%80%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09
Oracle Opportunity Marketplace0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Oracle Opportunity Marketplace0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%07
Phenom0%7%29accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Phenom0%7%29accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%08
365Talents0%0%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
365Talents0%0%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 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 ten head-to-head pages: the top five products, each against each
One product takes 61% of first choices here, so the chart would put nine markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Two products carry a negative rate above 25% in this category.
What they warned about
Nine of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Llama 4 Maverick, Kimi K2 and MiniMax M2.5 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.
Upwork80%
8 of 10 labels negative · 8 of 14 models · 4 hard negative
“Large enterprises avoid open marketplaces due to misclassification risks, IP security, and procurement friction. The main concerns with traditional freelance marketplaces like Upwork and Fiverr include” Claude Haiku 4.5, negative prompt
Fiverr100%
7 of 7 labels negative · 7 of 14 models · 5 hard negative
“Platforms that Specialize in High-Volume, Low-Complexity Freelance Work (e.g., Fiverr, generic outsourced marketplaces)... dangerous for mission-critical or security-sensitive work” DeepSeek V4 Flash, negative prompt
Freelancer.com100%
5 of 5 labels negative · 5 of 14 models · 3 hard negative
“Upwork, Fiverr, Freelancer.com — While popular, these carry substantial risks for large enterprises” MiniMax M2.5, negative prompt
Gloat8%
5 of 64 labels negative · 5 of 14 models
“Gloat is the market leader for overall enterprise capability but is quote-based, so total cost predictability requires a fixed-price, multi-year enterprise agreement.” Muse Glimmer 30B, budget 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
75 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. 878 links across 266 sites, every framing counted. Ranked by the number of answers carrying the site or page. 20 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 · Guideflow43 answers · 51 citations · 12 models
vendor site · Fuel5036 answers · 48 citations · 12 models
vendor site · GitHub31 answers · 72 citations · 10 models
vendor site · G227 answers · 56 citations · 12 models
vendor site · Gloat23 answers · 36 citations · 11 models
vendor site · Engagedly12 answers · 13 citations · 6 models
11 answers · 12 citations · 7 models
11 answers · 11 citations · 7 models
vendor site · Phenom10 answers · 14 citations · 7 models
vendor site · Deloitte10 answers · 11 citations · 6 models
9 answers · 10 citations · 7 models
9 answers · 9 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.
37 answers · 12 models
21 answers · 10 models
20 answers · 9 models
16 answers · 10 models
16 answers · 9 models
16 answers · 9 models
14 answers · 10 models
12 answers · 6 models
10 answers · 7 models
10 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 “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 | 61% | 287 | 27,100 | 359 | 22,734 | 0 | 3 | |
| SAP parent site SAP SuccessFactors Opportunity Marketplace 9%, SAP SuccessFactors Career and Talent Development 5%, SAP SuccessFactors HCM 0% | 14% | 62 | 135,000 | 74,309 | ||||
| Workday parent site Workday Talent Marketplace 5%, Workday Opportunity Marketplace 5%, Workday Talent Optimization 0% | 9% | 75 | 1,220,000 | 23,848 | ||||
| Fuel50 fuel50.com | 7% | 170 | 480 | 0 | 11,009 | 6 | ||
| Eightfold eightfold.ai Eightfold AI 2% | 2% | 520 | 4,400 | 187 | 53,360 company | 17 | ||
| Beamery beamery.com | 2% | 262 | 1,000 | 21 | 12,866 | 0 | ||
| SAP SuccessFactors Career & Talent Development sap.com | 2% | 6 | 2,214,514 | $1,251 | 23 | |||
| TalentGuard talentguard.com | 2% | 49 | 210 | 0 | 27,310 | 7 | ||
| Phenom phenom.com | 0% | 331 | 18,100 | 2,229 | 24,487 | 0 | 4 | |
| 365Talents 365talents.com | 0% | 100 | 90 | 1 | 2,859 | 25 |
Google's top ten for the three searches hold 22 sites; 3 of them are among the sites the models cited here (deloitte.com, gloat.com, phenom.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 4.5no first choiceGloatChangedGloatTalentGuardagainst: Gloatno first choiceagainst: Fiverr, Upwork
Four alternatives
Eightfold AI, Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceThree alternatives
Eightfold AI, Fuel50, SAP SuccessFactors Opportunity MarketplaceTwo alternatives
SAP SuccessFactors Career & Talent Development, Workday Talent MarketplaceGPT-5.4 miniGloatFuel50ChangedGloatFuel50no first choicenothing named
Eight alternatives
365Talents, Eightfold AI, Fuel50, Neobrain, Oracle Opportunity Marketplace, Phenom, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceTwo alternatives
Gloat, PhenomThree alternatives
Beamery, Fuel50, PhenomOne alternative
GloatGemini 3.5 FlashGloatGloatHeldFuel50, GloatSAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceGloatagainst: Fiverr, Freelancer.com, Guru, PeoplePerHour, Upwork
Five alternatives
Eightfold AI, Fuel50, Phenom, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceFour alternatives
Eightfold AI, Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceTwo alternatives
Eightfold AI, Workday Talent MarketplaceFour alternatives
365Talents, Eightfold AI, Fuel50, GloatFive alternatives
Eightfold AI, Fuel50, Phenom, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplacePerplexity SonarGloatagainst: Eightfold AIGloatHeldGloatagainst: WorkMarketSAP SuccessFactors Opportunity Marketplaceno first choiceagainst: Contra, Malt, Mercor, Worksome, YunoJuno
Four alternatives
Docebo, Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceFive alternatives
Avature, Eightfold AI, Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceFive alternatives
Cornerstone OnDemand, Eightfold AI, Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Opportunity MarketplaceOne alternative
GloatGrok 4.20GloatGloatHeldGloatWorkday Opportunity Marketplaceagainst: Oracle Opportunity Marketplace, SAP SuccessFactors Opportunity Marketplaceno first choiceagainst: Fiverr, Freelancer.com, Toptal, Upwork
Four alternatives
Eightfold AI, Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Opportunity MarketplaceSix alternatives
Avature, Eightfold AI, Fuel50, Phenom, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceFive alternatives
Eightfold AI, Fuel50, Phenom, SAP SuccessFactors Opportunity Marketplace, Workday Talent ManagementTwo alternatives
Eightfold AI, GloatFour alternatives
Fuel50, Gloat, Salesforce Opportunity Marketplace, Workday Opportunity MarketplaceMistral SmallGloatGloatHeldGloatGloatno first choiceagainst: Talentcrowd, Toptal, Upwork
Three alternatives
Fuel50, SAP SuccessFactors Career and Talent Development, Workday Talent MarketplaceThree alternatives
Eightfold AI, Fuel50, Workday Talent MarketplaceFive alternatives
Eightfold AI, Fuel50, Phenom, SAP SuccessFactors HCM, Workday Opportunity MarketplaceTwo alternatives
Eightfold AI, Fuel50DeepSeek V4 FlashGloatGloatHeldagainst: Fuel50, SAP SuccessFactors Opportunity MarketplaceGloatSAP SuccessFactors Career & Talent Developmentno first choiceagainst: Fiverr, Oracle Opportunity Marketplace, Phenom, SAP SuccessFactors Opportunity Marketplace, Turing, Upwork
Four alternatives
Eightfold AI, Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceTwo alternatives
Eightfold AI, Workday Talent MarketplaceSeven alternatives
365Talents, Eightfold AI, Fuel50, Neobrain, Phenom, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceTwo alternatives
Gloat, Workday Talent MarketplaceLlama 4 MaverickGloatno first choiceChangedno first choiceGloatno first choiceagainst: Gloat
Four alternatives
Eightfold AI Talent Intelligence, Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceQwen 3.7 FlashGloatagainst: SAP SuccessFactors Mobility, Workday Talent MarketplaceGloatHeldagainst: Oracle Opportunity Marketplace, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceGloatSAP SuccessFactors Opportunity Marketplaceno first choiceagainst: SAP SuccessFactors Opportunity Marketplace
Two alternatives
Fuel50, GoFIGRTwo alternatives
Eightfold AI, Fuel50Four alternatives
Eightfold AI, Fuel50, Phenom, Workday Talent MarketplaceThree alternatives
Fuel50, Gloat, Workday Talent OptimizationKimi K2GloatFuel50ChangedGloatBeameryagainst: Gloat, Phenomno first choicenothing named
Four alternatives
Eightfold AI, Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Career HubThree alternatives
Eightfold AI, Gloat, Workday Talent MarketplaceTwo alternatives
Eightfold AI, Fuel50Two alternatives
Fuel50, SAP SuccessFactors Career & Talent DevelopmentGLM 4.7 FlashXGloatGloatHeldGloatSAP SuccessFactors Opportunity Marketplace, Workday Talent Marketplaceno first choicenothing named
Eight alternatives
365Talents, Eightfold Talent Intelligence, Fuel50, GoFIGR, Maven, MentorcliQ, SAP SuccessFactors Career and Talent Development, Workday Talent OptimizationOne alternative
PhenomThree alternatives
Eightfold AI, Fuel50, Workday Talent MarketplaceThree alternatives
Eightfold AI, Fuel50, GloatMiniMax M2.5GloatEightfold AI, GloatChangedGloatWorkday Opportunity Marketplaceno first choiceagainst: Fiverr, Freelancer.com, Upwork
Four alternatives
Eightfold AI, Oracle Fusion Marketplace, SAP SuccessFactors marketplace, Workday Talent OptimizationThree alternatives
Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceFour alternatives
365Talents, Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceTwo alternatives
365Talents, Eightfold AIGPT-6 LunaGloatGloatHeldFuel50, GloatSAP SuccessFactors Career and Talent Developmentagainst: Fuel50, Gloatno first choiceagainst: Fiverr, Freelancer.com, Upwork
Three alternatives
Eightfold AI, Fuel50, Workday Career Hub / Opportunity MarketplaceThree alternatives
Eightfold AI, Fuel50, Workday Talent MarketplaceFour alternatives
Eightfold AI, Phenom, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceTwo alternatives
Oracle Opportunity Marketplace, Workday Talent MarketplaceMuse Glimmer 30BGloatGloatHeldGloatSAP SuccessFactors Career and Talent Developmentagainst: Gloatno first choiceagainst: Fiverr, Freelancer.com, Upwork
Four alternatives
Eightfold AI, Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceThree alternatives
Eightfold AI, SAP SuccessFactors Career & Talent Development, Workday Talent MarketplaceFive alternatives
Eightfold AI, Fuel50, SAP SuccessFactors HCM, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceTwo alternatives
Fuel50, Workday Opportunity MarketplaceBold 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 11:14 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:03 | yes | 3 | 5 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 11:53 | yes | 10 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:10 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 5 | 27 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:08 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:37 | yes | 23 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:44 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:54 | yes | 10 | 19 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:55 | yes | 15 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:26 | yes | 17 | 30 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:12 | yes | 10 | 62 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:04 | yes | 4 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:19 | yes | 12 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:57 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:07 | yes | 4 | 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 08:50 | yes | 13 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:24 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 5 | 22 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:48 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:03 | yes | 25 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:08 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:26 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:20 | yes | 19 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:24 | yes | 23 | 60 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:41 | yes | 5 | 15 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:59 | yes | 4 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:38 | yes | 15 | 14 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:30 | yes | 16 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:40 | yes | 4 | 8 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 11:52 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:09 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 30 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:50 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:02 | yes | 20 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:19 | yes | 7 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:09 | yes | 5 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:38 | yes | 20 | 44 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:56 | yes | 24 | 129 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:57 | yes | 24 | 69 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:20 | yes | 10 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:07 | yes | 14 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:20 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:24 | yes | 2 | 4 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 09:20 | yes | 9 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:23 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 10 | 40 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:41 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:54 | yes | 24 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:31 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:52 | yes | 9 | 45 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:55 | yes | 20 | 44 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:33 | yes | 14 | 63 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:15 | yes | 5 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:09 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:04 | yes | 18 | 42 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:46 | yes | 25 | 16 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:17 | 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 09:17 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:57 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 10 | 35 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:31 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:36 | yes | 17 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:41 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:16 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:00 | no | 0 | 49 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:58 | yes | 22 | 89 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:57 | no | 0 | 20 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:07 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:33 | yes | 14 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:13 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:34 | yes | 6 | 7 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 11:44 | no | 0 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:32 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 14 | 33 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:57 | yes | 14 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:16 | yes | 24 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:16 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:40 | yes | 10 | 48 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:07 | yes | 25 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:24 | yes | 23 | 25 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:37 | yes | 15 | 40 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:32 | yes | 4 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:06 | yes | 23 | 33 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
Eightfold AI Talent Intelligence Platform read as Eightfold AI
Oracle read as Oracle Opportunity Marketplace
Oracle HCM read as Oracle Opportunity Marketplace
Oracle HCM Cloud read as Oracle Opportunity Marketplace
SAP read as SAP SuccessFactors Opportunity Marketplace
SAP SuccessFactors read as SAP SuccessFactors Opportunity Marketplace
SAP SuccessFactors (Career and Talent Development) read as SAP SuccessFactors Opportunity Marketplace
SAP SuccessFactors (Opportunity Marketplace) read as SAP SuccessFactors Opportunity Marketplace
Workday read as Workday Talent Marketplace
Workday (MySkills / Workday Marketplace) read as Workday Talent Marketplace
Workday Talent read as Workday Talent Marketplace
Unresolved, counted raw
Athyna
Eightfold AI Talent Intelligence
Eightfold Talent Marketplace
Fuel50 Mobility
Go Fractional
Oracle Fusion Marketplace
Oracle Talent Management Cloud formerly Taleo
PeopleScout's Internal Mobility
Radancy's Internal Mobility Career Site
SAP SuccessFactors Mobility
SAP SuccessFactors marketplace
Salesforce Opportunity Marketplace
Talentcrowd
Workday Career Hub
Workday Career Hub / Opportunity Marketplace
Discontinued, still offered
No shut-down product was recommended here.