Internal talent marketplace
Asked as “internal talent marketplace”, and as “internal mobility platform”, on behalf of a mid-market B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
30%
Contested · Engagedly 13%
30Fuel5013Engagedly11TalentGuard47others
30% of first choices, contested.
Since October 2026▼−17Since October 2026: 47% → 30%, −17 points. Past the 13-point floor: movement.Fuel50 held the lead, −17 points on 47%, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
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.This pageEnterprise
Gloat61%Clear leader▲+5Since October 2026: 56% → 61%, +5 points. Inside the 13-point floor: within noise.Standing →
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.This pageEnterpriseGloat61%Clear leader▲+5Since October 2026: 56% → 61%, +5 points. Inside the 13-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Fuel5030%20%44accepted challenger▼−17Since October 2026: 47% → 30%, −17 points. Past the 13-point floor: movement.47% → 30%
Fuel5030%20%44accepted challenger▼−17Since October 2026: 47% → 30%, −17 points. Past the 13-point floor: movement.47% → 30%02
Engagedly13%0%13accepted challenger▲+2Since October 2026: 11% → 13%, +2 points. Inside the 13-point floor: within noise.11% → 13%
Engagedly13%0%13accepted challenger▲+2Since October 2026: 11% → 13%, +2 points. Inside the 13-point floor: within noise.11% → 13%03TalentGuard11%0%10accepted challenger▲+5Since October 2026: 6% → 11%, +5 points. Inside the 13-point floor: within noise.6% → 11%
TalentGuard11%0%10accepted challenger▲+5Since October 2026: 6% → 11%, +5 points. Inside the 13-point floor: within noise.6% → 11%04
365Talents6%12%16accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise.4% → 6%
365Talents6%12%16accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise.4% → 6%05Gloat4%52%40criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%
Gloat4%52%40criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%Show the eight products at 0%, ordered by negative rate
13
Freelancer.com0%71%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Freelancer.com0%71%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
Upwork0%65%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Upwork0%65%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%12
Fiverr0%62%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Fiverr0%62%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10
Eightfold AI0%47%34criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Eightfold AI0%47%34criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%09
SAP SuccessFactors Opportunity Marketplace0%33%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
SAP SuccessFactors Opportunity Marketplace0%33%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%06
Workday Talent Marketplace0%21%29accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Workday Talent Marketplace0%21%29accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%08
Phenom0%15%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Phenom0%15%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%07
Toptal0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Toptal0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
All ten head-to-head pages: the top five 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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Fuel5030%
Fuel5030%02Engagedly13%
Engagedly13%03TalentGuard11%
TalentGuard11%04365Talents6%
365Talents6%05Gloat4%
Gloat4%06Workday Talent Marketplace0%
Workday Talent Marketplace0%07Toptal0%
Toptal0%08Phenom0%
Phenom0%09SAP SuccessFactors Opportunity Marketplace0%
SAP SuccessFactors Opportunity Marketplace0%10Eightfold AI0%
Eightfold AI0%11Upwork0%
Upwork0%12Fiverr0%
Fiverr0%13Freelancer.com0%
Freelancer.com0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX 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.
Upwork65%
11 of 17 labels negative · 11 of 14 models
“Even established sites like Upwork have pitfalls: Scams... High fees (e.g., Upwork's 10% flat or connects system that costs money to bid)” Grok 4.20, negative prompt
Freelancer.com71%
10 of 14 labels negative · 10 of 14 models · 6 hard negative
“it receives significant criticism from both freelancers and employers due to its aggressive fee structure and platform policies” Gemini 3.5 Flash, negative prompt
Fiverr62%
10 of 16 labels negative · 10 of 14 models
“Upwork and Fiverr are the world's largest freelancing platforms... heavily criticized for supply/demand imbalance and scam tactics.” Muse Glimmer 30B, negative prompt
Gloat52%
21 of 40 labels negative · 9 of 14 models · 2 hard negative
“Enterprise platforms to skip: Gloat, Fuel50, Eightfold AI, Workday Talent Marketplace, and SAP SuccessFactors” DeepSeek V4 Flash, 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
77 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. 925 links across 253 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 · Guideflow30 answers · 36 citations · 11 models
vendor site · GitHub22 answers · 60 citations · 9 models
vendor site · Engagedly18 answers · 29 citations · 10 models
vendor site · G217 answers · 35 citations · 8 models
vendor site · Fuel5017 answers · 25 citations · 9 models
15 answers · 29 citations · 8 models
vendor site · Lead Change Group15 answers · 28 citations · 10 models
15 answers · 15 citations · 8 models
13 answers · 17 citations · 7 models
vendor site · GoFIGR12 answers · 21 citations · 7 models
vendor site · TalentGuard11 answers · 14 citations · 6 models
11 answers · 11 citations · 6 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.
24 answers · 10 models
14 answers · 8 models
13 answers · 10 models
13 answers · 6 models
12 answers · 6 models
12 answers · 8 models
11 answers · 8 models
11 answers · 6 models
10 answers · 7 models
10 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 |
|---|---|---|---|---|---|---|---|---|
| Fuel50 fuel50.com | 30% | 170 | 480 | 0 | 11,009 | 6 | ||
| Engagedly engagedly.com | 13% | 77 | 1,000 | 3 | 47,955 | 0 | ||
| TalentGuard talentguard.com | 11% | 49 | 210 | 0 | 27,310 | 7 | ||
| 365Talents 365talents.com | 6% | 100 | 90 | 1 | 2,859 | 25 | ||
| GoFIGR gofigr.ai | 6% | 29 | ||||||
| Spacewalk gospacewalk.com | 6% | 13 | ||||||
| Teamflect teamflect.com | 6% | 136 | 880 | 12 | 12,592 | 30 | ||
| Lattice lattice.com | 4% | 625 | 90,500 | 13,900 | 122,123 | $1,328 | 120 | |
| DevSkiller TalentBoost devskiller.com | 4% | 5 | 48 | |||||
| Gloat gloat.com | 4% | 287 | 27,100 | 359 | 22,734 | 0 | 3 |
Google's top ten for the three searches hold 22 sites; 1 of them are among the sites the models cited here (talentguard.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 a mid-market B2B company?”Paraphrase“Which internal mobility platform would you recommend to a mid-sized B2B company?”Comparative“What are the top talent marketplaces and how do they differ?”Budget-constrained“What is the best internal talent marketplace for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an internal talent marketplace. What should we look at?”Negative“Which talent marketplaces should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldGloatTalentGuardno first choiceagainst: Freelancer.com, Upwork
Three alternatives
Eightfold AI, Fuel50, PhenomGPT-5.4 miniFuel50against: GloatFuel50HeldUpwork365Talentsagainst: Fuel50no first choicenothing named
Two alternatives
365Talents, Workday Talent MarketplaceThree alternatives
Eightfold AI, Gloat, Workday Talent MarketplaceFour alternatives
Contra, Fiverr, Freelancer.com, ToptalGemini 3.5 FlashNestoragainst: Eightfold AI, GloatFuel50Changedagainst: Eightfold AI, Gloatno first choiceLattice, TalentGuardagainst: Eightfold AI, Fuel50, Gloatno first choiceagainst: Eightfold AI, Fuel50, Gloatagainst: Facebook job boards, Fiverr, Freelancer.com, Microworkers, PeoplePerHour, Rev, Telegram, Textbroker, Upwork, WhatsApp
Five alternatives
Fuel50, HiBob, Lattice Grow / Talent, TalentGuard, Workday Talent MarketplaceFour alternatives
Nestor, Spacewalk, TalentGuard, iMochaEight alternatives
360Learning, Airtable, BambooHR, Cornerstone OnDemand, Microsoft Viva, Notion, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceSix alternatives
360Learning, Gigged.AI, Lattice, MuchSkills, TalentGuard, Workday Talent MarketplacePerplexity SonarEngagedlyagainst: GloatFuel50ChangedGloatDevSkiller TalentBoost, TalentGuardagainst: 365Talents, Fuel50, Gloatno first choiceagainst: CareerBuilder, Fiverr, Freelancer.com, Monster, Nexxt, Upwork, ZipRecruiter
Four alternatives
365Talents, Fuel50, Hitch Works, Workday Talent MarketplaceFive alternatives
Cornerstone OnDemand, Eightfold AI, Engagedly, Gloat, Workday Talent MarketplaceTwo alternatives
Eightfold AI, Fuel50Grok 4.20Fuel50GloatChangedagainst: SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceToptal, UpworkTeamflectagainst: Eightfold AI, Gloat, SAP SuccessFactors Opportunity Marketplace, Workday Talent Marketplaceno first choiceagainst: Crowdspring, Fiverr, Freelancer.com, Guru, Hubstaff Talent, JobsInDubai.com, PeoplePerHour, Testlio, Upwork
Six alternatives
Eightfold AI, Engagedly, Gloat, Phenom, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceThree alternatives
Eightfold AI, Lattice, LeapsomeFour alternatives
Fiverr, Freelancer.com, Guru, PeoplePerHourSeven alternatives
Airtable, BambooHR, GoFIGR, Google Workspace equivalents, Microsoft Teams, Notion, RipplingThree alternatives
LinkedIn Learning, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceMistral SmallEngagedly, Fuel50Fuel50, Gloat, LatticeChangedno first choiceHCM4ALLno first choiceagainst: Cyber Focus AI, CyberCoders, Jobgether, Jobleads, Jobot, Lensa, Mercor, RemoteHunter, Swooped, Talentify
Two alternatives
365Talents, MentorcliQTwo alternatives
Leapsome, PhenomTwo alternatives
GoFIGR, TalentGuardDeepSeek V4 FlashGoFIGRagainst: Gloat, Phenom, Workday Talent MarketplaceFuel50Changedagainst: GloatGloatTalentGuardagainst: Eightfold AI, Fuel50, Gloat, SAP SuccessFactors Opportunity Marketplace, Workday Talent Marketplaceno first choiceagainst: Eightfold AI, Gloatagainst: Amazon Mechanical Turk, Fiverr, Freelancer.com, Upwork
One alternative
EngagedlyTwo alternatives
Engagedly, Workday Talent MarketplaceThree alternatives
Eightfold AI, Fuel50, PhenomOne alternative
GoFIGRFive alternatives
365Talents, Fuel50, SAP SuccessFactors Opportunity Marketplace, Teamflect, Workday Talent MarketplaceLlama 4 MaverickEngagedlyFuel50Changedno first choiceno first choiceno first choiceagainst: Fiverr, Freelancer.com, Upwork
One alternative
PeopleScoutQwen 3.7 FlashGoFIGRFuel50Changedagainst: Eightfold AI, GloatGloatSpacewalkagainst: Eightfold AI, Fuel50, Gloatno first choiceagainst: Amazon Mechanical Turk, Fiverr, Freelancer.com, Upwork
Four alternatives
Fuel50, ServiceNow Workforce Transformation, Workday Prism, Workday Talent MarketplaceTwo alternatives
Engagedly, Workday Talent MarketplaceTwo alternatives
Eightfold AI, Fuel50Four alternatives
BambooHR, Deel, GoFIGR, Zoho PeopleKimi K2365Talentsagainst: Gloat365Talents, SpacewalkChangedagainst: Eightfold AI, Fuel50, GloatA.Team, ToptalTeamflectagainst: Eightfold AI, Fuel50, Workday Talent Marketplaceno first choiceagainst: Eightfold AI, Gloat, Phenomagainst: 99designs, DesignCrowd, Fiverr, Freelancer.com, Guru, PeoplePerHour, Upwork
Two alternatives
Engagedly, Fuel50One alternative
NeobrainSix alternatives
Arc.dev, Braintrust, Fiverr, Gun.io, Lemon.io, UpworkFour alternatives
Airtable, Gloat, Notion, SAP SuccessFactors Opportunity MarketplaceTwo alternatives
Degreed, TalentGuardGLM 4.7 FlashXFuel50, GoFIGRagainst: SAP SuccessFactors Opportunity MarketplaceSpacewalkChangedGloatSAP SuccessFactors Career and Talent Developmentno first choiceagainst: SAP SuccessFactors Opportunity Marketplace, Workday Talent Marketplaceagainst: Cyber Focus AI, CyberCoders, Eyetech Solutions, Fiverr, Jobgether, Jobleads, Jobot, Lensa, Mercor, RemoteHunter, Swooped, Talentify, Upwork
Two alternatives
365Talents, Workday Talent OptimizationTwo alternatives
Mentica, hireEZThree alternatives
Eightfold AI, Workhuman, WorksuiteFive alternatives
ERPNext, Microsoft Teams, Odoo, SharePoint, Workday Talent OptimizationMiniMax M2.5EngagedlyFuel50Changedagainst: Eightfold AI, GloatGloat, Workday Talent MarketplaceDevSkiller TalentBoost, Teamflectno first choicenothing named
Four alternatives
Cornerstone OnDemand, Fuel50, HCM4ALL, Workday Talent MarketplaceThree alternatives
Engagedly, Phenom, Workday Talent MarketplaceGPT-6 LunaFuel50Fuel50HeldUpworkHitchhikerno first choiceagainst: Fiverr, Freelancer.com, Upwork
Three alternatives
Eightfold AI, Gloat, Workday Talent MarketplaceOne alternative
Workday Career Hub and Opportunity MarketplaceFour alternatives
99designs, Contra, Fiverr, ToptalOne alternative
SAP SuccessFactors Career and Talent DevelopmentMuse Glimmer 30BEngagedlyagainst: Eightfold AI, GloatEngagedlyHeldagainst: Eightfold AI, GloatGloatTalentGuardagainst: 365Talents, Eightfold AI, Fuel50, Gloat, Reejigno first choiceagainst: Fiverr, Freelancer.com, Upwork
Five alternatives
365Talents, Fuel50, GoFIGR, HCM4ALL, MentorcliQOne alternative
Fuel50Two alternatives
Beamery, Eightfold AITwo alternatives
GoFIGR, SAP SuccessFactors Career & Talent DevelopmentBold 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 09:43 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:25 | 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 12:00 | yes | 10 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:41 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 15 | 28 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:24 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:54 | yes | 23 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:07 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:37 | yes | 10 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:06 | yes | 17 | 55 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:37 | yes | 21 | 116 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:30 | yes | 5 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:11 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:40 | yes | 15 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:18 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:43 | yes | 3 | 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 11:01 | yes | 8 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:17 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 5 | 26 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:21 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:47 | yes | 20 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:59 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:38 | yes | 5 | 20 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:56 | yes | 24 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:18 | yes | 22 | 25 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:15 | yes | 25 | 53 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:59 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:47 | yes | 24 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:52 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:43 | yes | 5 | 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 08:52 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:44 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 9 | 30 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:24 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:51 | yes | 22 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:01 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:52 | yes | 5 | 22 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:21 | yes | 15 | 49 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:44 | yes | 20 | 21 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:41 | yes | 5 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:24 | yes | 6 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:21 | yes | 24 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:06 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:48 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:19 | yes | 7 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 08:40 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 13 | 43 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:50 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:54 | yes | 23 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:39 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:25 | yes | 23 | 55 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:22 | yes | 21 | 77 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:38 | yes | 21 | 175 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:48 | yes | 9 | 37 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:45 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:41 | yes | 22 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:33 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:57 | no | 0 | 6 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 10:33 | yes | 10 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:30 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 13 | 37 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:43 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:45 | yes | 23 | 32 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:16 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:20 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:21 | yes | 15 | 101 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:55 | yes | 16 | 72 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:59 | yes | 9 | 19 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:36 | yes | 4 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:19 | yes | 12 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:48 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:16 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:45 | yes | 7 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:09 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 13 | 34 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:09 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:00 | yes | 24 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:08 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:37 | yes | 15 | 73 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:30 | yes | 23 | 63 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:47 | yes | 22 | 63 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:28 | no | 0 | 16 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:04 | yes | 3 | 12 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:09 | yes | 14 | 23 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
Guru.com read as Guru
Oracle read as Oracle Opportunity Marketplace
SAP read as SAP SuccessFactors Opportunity Marketplace
SAP SuccessFactors read as SAP SuccessFactors Opportunity Marketplace
Workday read as Workday Talent Marketplace
Unresolved, counted raw
365 Talents
50skills
Apploi
Bolto
CloudTask Marketplace
Eyetech Solutions
Facebook job boards
Google Workspace equivalents
Hitchhiker
JobsInDubai.com
Lattice Grow
Lattice Grow / Talent
Mentica
Microworkers
Nexxt
Noloco
Oracle Grow
PwC's Talent Exchange
Rev
ServiceNow Workforce Transformation
Talent Pathway
Testlio
Textbroker
Workday Career Hub and Opportunity Marketplace
Workday talent capabilities
Discontinued, still offered
No shut-down product was recommended here.