Index › HR › Performance and talent management › Internal talent marketpl › Enterprise · September 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. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
49%
Clear leader
49Gloat16Fuel5011Workday Talent Marketplace24others
49% of first choices, clear leader.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four products at 0%, ordered by negative rate
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 twenty-one head-to-head pages: the top seven products, each against each
Fuel50 vs TalentGuardFuel50 vs Workday Talent MarketplaceFuel50 vs Phenom365Talents vs Engagedly365Talents vs Gloat365Talents vs TalentGuard365Talents vs Workday Talent Marketplace365Talents vs PhenomEngagedly vs GloatEngagedly vs TalentGuardEngagedly vs Workday Talent MarketplaceEngagedly vs PhenomGloat vs TalentGuardGloat vs Workday Talent MarketplaceGloat vs PhenomTalentGuard vs Workday Talent MarketplaceTalentGuard vs PhenomWorkday Talent Marketplace vs Phenom
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 →
01
02
03
04
05
06
07
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Gloat49%
Gloat49%02Fuel5016%
Fuel5016%03Workday Talent Marketplace11%
Workday Talent Marketplace11%04SAP SuccessFactors Opportunity Marketplace4%
SAP SuccessFactors Opportunity Marketplace4%05Eightfold AI0%
Eightfold AI0%06Phenom0%
Phenom0%07Toptal0%
Toptal0%08Upwork0%
Upwork0%What they warned about
Five of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 and GLM 4.7 FlashX 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.
Upwork59%
10 of 17 labels negative · 10 of 12 models · 6 hard negative
“Platforms like Upwork, Fiverr, and Freelancer.com are primarily designed for SMEs and individual freelancers. For large enterprises, they present several critical risks” Qwen 3.7 Flash, negative prompt
Fiverr100%
8 of 8 labels negative · 8 of 12 models · 6 hard negative
“Upwork (non-Enterprise tiers) and Fiverr present substantial risks for enterprise use” Kimi K2, negative prompt
Gloat13%
7 of 53 labels negative · 7 of 12 models
“Gloat - While popular for internal mobility, it has a steep learning curve reported by reviewers... enterprise-only pricing with limited mid-market accessibility.” Claude Haiku 4.5, negative prompt
Eightfold AI21%
9 of 42 labels negative · 6 of 12 models · 1 hard negative
“Several major AI talent intelligence and matching platforms (most notably Eightfold AI and Workday) have faced high-profile class-action lawsuits.” Gemini 3.5 Flash, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
65 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 1034 links across 319 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Fuel5045 answers · 80 citations · 12 models
vendor site · Gartner39 answers · 46 citations · 11 models
vendor site · Engagedly30 answers · 38 citations · 11 models
24 answers · 27 citations · 11 models
vendor site · Docebo21 answers · 22 citations · 10 models
vendor site · G220 answers · 31 citations · 12 models
vendor site · Sprad18 answers · 22 citations · 10 models
vendor site · Guideflow18 answers · 18 citations · 9 models
vendor site · Phenom16 answers · 21 citations · 9 models
15 answers · 20 citations · 7 models
15 answers · 18 citations · 10 models
vendor site · Teammeter15 answers · 15 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.
38 answers · 11 models
28 answers · 11 models
27 answers · 10 models
25 answers · 10 models
21 answers · 10 models
21 answers · 10 models
17 answers · 9 models
15 answers · 9 models
15 answers · 8 models
13 answers · 7 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 | 49% | 287 | 27,100 | 359 | 22,734 | 0 | 3 | |
| Fuel50 fuel50.com | 16% | 170 | 480 | 0 | 11,009 | 6 | ||
| Workday parent site Workday Talent Marketplace 11% | 11% | 75 | 1,220,000 | 23,848 | ||||
| SAP parent site SAP SuccessFactors Opportunity Marketplace 4% | 4% | 62 | 135,000 | 74,309 | ||||
| Docebo docebo.com | 4% | 360 | 9,900 | 242 | 98,677 | 15 | ||
| 365Talents 365talents.com | 2% | 100 | 90 | 1 | 2,859 | 25 | ||
| MentorcliQ mentorcliq.com | 2% | 175 | 880 | 4 | 164,583 | $124 | 17 | |
| JobCannon jobcannon.io | 2% | 3 | 70 | 0 | 479,796 | |||
| Microsoft Viva | 2% | 1,900 | 233 | |||||
| PharmaX (formerly Pymetrics) / Eightfold.ai | 2% |
Google's top ten for the three searches hold 22 sites; 2 of them are among the sites the models cited here (gartner.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 choiceno first choiceHeldEightfold AI, GloatFuel50, Gloatagainst: Eightfold AIno first choiceagainst: Fiverr, Gloat, Upwork
Two alternatives
SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceGPT-5.4 miniFuel50against: SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceGloatChangedFuel50, Gloatagainst: HiredScoreFuel50no first choicenothing named
Two alternatives
Eightfold AI, GloatThree alternatives
365Talents, Fuel50, NeobrainFive alternatives
Beamery, Eightfold AI, Phenom, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceOne alternative
GloatGemini 3.5 FlashGloatGloatHeldagainst: SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceGloatagainst: Workday/SAP SuccessFactorsSAP SuccessFactors Opportunity Marketplace, Workday Talent Marketplaceagainst: Eightfold AI, Gloatno first choiceagainst: Eightfold AI, Oracle Opportunity Marketplace, SAP SuccessFactors Opportunity Marketplace, Workday Talent Marketplace
Four alternatives
Eightfold AI, Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceThree alternatives
365Talents, Eightfold AI, Fuel50Two alternatives
Eightfold AI, Fuel50Two alternatives
ServiceNow Talent Workflows, TeamflectPerplexity SonarGloatGloatHeldGloatWorkday Talent Marketplaceagainst: TalentGuardno first choiceagainst: Fiverr, Upwork
Three alternatives
Eightfold AI, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceThree alternatives
Eightfold AI, Fuel50, Workday Talent MarketplaceTwo alternatives
Eightfold AI, Fuel50One alternative
GloatGrok 4.20GloatGloatHeldGloatagainst: Workday/SAP SuccessFactorsWorkday Talent Marketplaceagainst: Eightfold AI, Gloat, TalentGuardGloatagainst: Fiverr, Freelancer.com, Guru, Upwork, Workday Skills Cloud
Three alternatives
Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceFour alternatives
Avature, Eightfold AI, Fuel50, Workday Talent MarketplaceTwo alternatives
Eightfold AI, Fuel50One alternative
SAP SuccessFactors Opportunity MarketplaceTwo alternatives
Eightfold AI, Workday Skills CloudMistral SmallGloatDocebo, MentorcliQChangedGloatGloatno first choiceagainst: Andela, Braintrust, Toptal, Upwork
Three alternatives
365Talents, Eightfold AI, Fuel50One alternative
EngagedlyTwo alternatives
Eightfold AI, Workday Talent MarketplaceTwo alternatives
Eightfold AI, Fuel50DeepSeek V4 FlashGloatFuel50, GloatChangedagainst: Eightfold AIGloatGloatagainst: Eightfold AI, Phenomno first choiceagainst: Andela, Eightfold AI, Fiverr, Fuel50, Gloat, Toptal, Upwork
Three alternatives
Eightfold AI, Fuel50, ServiceNow Opportunity MarketplaceOne alternative
AvatureFour alternatives
Eightfold AI, Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceTwo alternatives
Cornerstone OnDemand, Fuel50Llama 4 Maverickno first choiceDoceboChangedno first choiceno first choiceno first choiceagainst: Eightfold AI, Gloat, Phenom, Upwork, Workday Talent Marketplace
Two alternatives
Guideflow, MentorcliQQwen 3.7 FlashFuel50, GloatGloat, PharmaX (formerly Pymetrics) / Eightfold.aiChangedagainst: SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceEightfold AI, Gloatagainst: SAP SuccessFactors Opportunity MarketplaceMicrosoft Viva, Oracle Opportunity Marketplace, SAP SuccessFactors Opportunity Marketplace, Workday Talent Marketplaceagainst: Eightfold AIno first choiceagainst: Fiverr, Freelancer.com, Upwork
Three alternatives
365Talents, Phenom, ServiceNow Opportunity MarketplaceThree alternatives
Degreed, Docebo, Fuel50Four alternatives
Catalant, Fuel50, Phenom, UpworkFive alternatives
Culture Amp, Glint, HiBob, Lattice, SpringboardKimi K2Fuel50, GloatGloatChangedGloatJobCannonagainst: GloatGloatagainst: Fiverr, Gigster, Upwork
One alternative
Eightfold AIFour alternatives
Eightfold AI, Fuel50, SAP SuccessFactors Career & Development, Workday Talent MarketplaceNine alternatives
A.Team, Andela, Eightfold AI, Fuel50, SAP SuccessFactors Opportunity Marketplace, Toptal, Turing, Upwork, Workday Talent MarketplaceOne alternative
Fuel50Five alternatives
Avature, Eightfold AI, Fuel50, Phenom, Workday Talent MarketplaceGLM 4.7 FlashXGloatWorkday Talent MarketplaceChangedFuel50, Gloat, SkyHiveTalentGuardagainst: Gloatno first choiceagainst: CareerBuilder, Craigslist, Facebook Jobs, Fiverr, Freelancer.com, Glassdoor, Indeed, LinkedIn, Monster, PeoplePerHour, Twitter Jobs, Upwork
Three alternatives
365Talents, Fuel50, ServiceNow Opportunity MarketplaceTwo alternatives
Eightfold AI, SAP SuccessFactors Opportunity MarketplaceSix alternatives
Beamery, Cornerstone OnDemand, Degreed, Eightfold AI, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceOne alternative
Fuel50MiniMax M2.5GloatGloatHeldGloat365Talents, Fuel50no first choiceagainst: Fiverr, Toptal, Upwork
Three alternatives
Docebo, Phenom, Workday Talent MarketplaceTwo alternatives
Eightfold AI, Workday Talent MarketplaceFive alternatives
Degreed, Eightfold AI, Fuel50, Phenom, Workday Talent 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.
Seventy-two 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 | 2026-09-17 19:48 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:26 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:59 | yes | 15 | 56 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:29 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:46 | yes | 34 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:57 | yes | 12 | 11 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:04 | yes | 25 | 43 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:37 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:04 | yes | 9 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:12 | yes | 8 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:24 | yes | 22 | 454 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:30 | yes | 10 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:17 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:45 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:58 | yes | 9 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 20:37 | yes | 20 | 7 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:59 | yes | 28 | 19 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:12 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:14 | yes | 26 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:59 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:04 | yes | 5 | 20 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:51 | yes | 16 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:10 | yes | 24 | 112 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:57 | yes | 5 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:50 | yes | 15 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:56 | no | 0 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:05 | yes | 31 | 59 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 20:10 | yes | 20 | 9 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:18 | yes | 37 | 20 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:28 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:06 | yes | 19 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:44 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:38 | yes | 10 | 46 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:06 | yes | 18 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:21 | yes | 16 | 67 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:13 | yes | 17 | 64 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:50 | yes | 28 | 13 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:30 | yes | 6 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:55 | yes | 10 | 42 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 21:27 | yes | 20 | 8 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:40 | yes | 28 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:56 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:54 | yes | 21 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:55 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:18 | no | 0 | 119 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:37 | yes | 12 | 39 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:12 | yes | 23 | 63 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:45 | yes | 16 | 47 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:51 | yes | 18 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:21 | yes | 2 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:01 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 18:30 | yes | 20 | 13 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:42 | yes | 14 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:26 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:26 | yes | 27 | 32 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:33 | yes | 5 | 5 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:15 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:17 | yes | 17 | 36 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:47 | yes | 28 | 60 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:40 | yes | 5 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:25 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:38 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:50 | yes | 19 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 21:02 | yes | 20 | 9 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:20 | yes | 41 | 20 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:47 | yes | 19 | 13 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:14 | yes | 30 | 83 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:12 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:23 | yes | 10 | 47 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:20 | yes | 25 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:16 | yes | 15 | 73 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:27 | yes | 15 | 28 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
Cornerstone (Talent Marketplace module) read as Cornerstone OnDemand
Eightfold read as Eightfold AI
Eightfold AI Talent Intelligence Platform read as Eightfold AI
Freelancer read as Freelancer.com
Freelancer Enterprise read as Freelancer.com
Oracle read as Oracle Opportunity Marketplace
Oracle Talent Cloud read as Oracle Opportunity Marketplace
SAP read as SAP SuccessFactors Opportunity Marketplace
SAP SuccessFactors read as SAP SuccessFactors Opportunity Marketplace
ServiceNow (via Hitch Works) read as ServiceNow Opportunity Marketplace
Workday read as Workday Talent Marketplace
Workday (MyCareers) read as Workday Talent Marketplace
Workday Skills Cloud/Talent Marketplace read as Workday Talent Marketplace
Unresolved, counted raw
GigFlow Enterprise
Gignav
Heidrick & Struggles Craftwork
PharmaX (formerly Pymetrics) / Eightfold.ai
ProFinda
SAP SuccessFactors Career & Development
ServiceNow Talent Workflows
Talent Marketplace by Unilever
Twitter Jobs
Discontinued, still offered
No shut-down product was recommended here.