Index › HR › Performance and talent management › Internal talent marketpl › Small business · November 2026 Edition
Internal talent marketplace for small business buyers
Asked as “internal talent marketplace”, and as “internal mobility platform”, on behalf of a small B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
14%
Contested · TalentGuard 14%
14GoFIGR14TalentGuard12BambooHR61others
14% of first choices, contested.
Since October 2026▼−4Since October 2026: 18% → 14%, −4 points. Inside the 13-point floor: within noise.TalentGuard held the lead, −4 points on 18%, 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.This pageMid-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.Standing →
TalentGuard14%Contested▼−4Since October 2026: 18% → 14%, −4 points. Inside the 13-point floor: within noise.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01TalentGuard14%0%18accepted challenger▼−4Since October 2026: 18% → 14%, −4 points. Inside the 13-point floor: within noise.18% → 14%
TalentGuard14%0%18accepted challenger▼−4Since October 2026: 18% → 14%, −4 points. Inside the 13-point floor: within noise.18% → 14%02
GoFIGR14%7%15accepted challenger▲+14Since October 2026: 0% → 14%, +14 points. Past the 13-point floor: movement.0% → 14%
GoFIGR14%7%15accepted challenger▲+14Since October 2026: 0% → 14%, +14 points. Past the 13-point floor: movement.0% → 14%03
BambooHR12%4%26accepted challenger▲+5Since October 2026: 7% → 12%, +5 points. Inside the 13-point floor: within noise.7% → 12%
BambooHR12%4%26accepted challenger▲+5Since October 2026: 7% → 12%, +5 points. Inside the 13-point floor: within noise.7% → 12%04
Lattice12%0%12accepted challenger▲+10Since October 2026: 2% → 12%, +10 points. Inside the 13-point floor: within noise.2% → 12%
Lattice12%0%12accepted challenger▲+10Since October 2026: 2% → 12%, +10 points. Inside the 13-point floor: within noise.2% → 12%05
Notion6%0%10accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise.4% → 6%
Notion6%0%10accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise.4% → 6%06Fuel504%69%29criticized challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%
Fuel504%69%29criticized challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%07
Rippling2%0%10accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Rippling2%0%10accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%08Gloat2%83%29criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Gloat2%83%29criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%Show the eight products at 0%, ordered by negative rate
16
Eightfold AI0%79%24criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Eightfold AI0%79%24criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%14
Workday Talent Marketplace0%75%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Workday Talent Marketplace0%75%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%13
SAP SuccessFactors Opportunity Marketplace0%73%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
SAP SuccessFactors Opportunity Marketplace0%73%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%15
Freelancer.com0%71%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Freelancer.com0%71%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%12
Fiverr0%54%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Fiverr0%54%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
365Talents0%46%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
365Talents0%46%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10
Upwork0%41%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Upwork0%41%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09
Toptal0%15%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Toptal0%15%20accepted 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
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
01020304050607080910111213141516Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01TalentGuard14%
TalentGuard14%02GoFIGR14%
GoFIGR14%03BambooHR12%
BambooHR12%04Lattice12%
Lattice12%05Notion6%
Notion6%06Fuel504%
Fuel504%07Rippling2%
Rippling2%08Gloat2%
Gloat2%09Toptal0%
Toptal0%10Upwork0%
Upwork0%11365Talents0%
365Talents0%12Fiverr0%
Fiverr0%13SAP SuccessFactors Opportunity Marketplace0%
SAP SuccessFactors Opportunity Marketplace0%14Workday Talent Marketplace0%
Workday Talent Marketplace0%15Freelancer.com0%
Freelancer.com0%16Eightfold AI0%
Eightfold AI0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Fiverr54%
14 of 26 labels negative · 14 of 14 models · 3 hard negative
“Use only for very small, non-critical tasks (e.g., resizing images, basic transcription).” Qwen 3.7 Flash, negative prompt
Freelancer.com71%
12 of 17 labels negative · 12 of 14 models · 8 hard negative
“Large open marketplace with variable quality; avoid using it for mission-critical technical, legal, financial, or security work” Perplexity Sonar, negative prompt
Gloat83%
24 of 29 labels negative · 11 of 14 models · 7 hard negative
“I generally wouldn't recommend a standalone internal mobility platform (like Gloat, Fuel50, or Eightfold AI). Those are built for enterprise scale” Kimi K2, paraphrase prompt
Upwork41%
11 of 27 labels negative · 11 of 14 models · 2 hard negative
“platforms like Fiverr, Upwork, AngelList, and Freelancer.com are not ideal... it's best to avoid these sites” Muse Glimmer 30B, negative 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
73 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 923 links across 293 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 · Guideflow27 answers · 28 citations · 11 models
20 answers · 21 citations · 9 models
vendor site · GoFIGR17 answers · 32 citations · 10 models
vendor site · G217 answers · 27 citations · 8 models
16 answers · 25 citations · 8 models
publisher (Gane)15 answers · 16 citations · 7 models
vendor site · Lead Change Group13 answers · 21 citations · 10 models
vendor site · GitHub12 answers · 27 citations · 6 models
vendor site · goLance12 answers · 14 citations · 9 models
12 answers · 14 citations · 6 models
vendor site · Awesomic12 answers · 13 citations · 7 models
vendor site · Skima12 answers · 12 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.
22 answers · 10 models
16 answers · 10 models
15 answers · 7 models
14 answers · 8 models
12 answers · 6 models
11 answers · 9 models
9 answers · 8 models
9 answers · 7 models
8 answers · 6 models
7 answers · 4 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 |
|---|---|---|---|---|---|---|---|---|
| GoFIGR gofigr.ai GoFIGR 14%, GoFIGR, formerly Flow of Work 2% | 16% | 29 | ||||||
| TalentGuard talentguard.com | 14% | 49 | 210 | 0 | 27,310 | 7 | ||
| BambooHR bamboohr.com | 12% | 1074 | 90,500 | 551 | 1,055,247 | $44,698 | 106 | |
| Lattice lattice.com | 12% | 625 | 90,500 | 13,900 | 122,123 | $1,328 | 120 | |
| Notion notion.com | 6% | 76 | 673,000 | 15,608 | 1,061,466 | 52 | ||
| Spacewalk gospacewalk.com | 6% | 13 | ||||||
| Teamflect teamflect.com | 4% | 136 | 880 | 12 | 12,592 | 30 | ||
| MuchSkills muchskills.com | 4% | 64 | 50 | 0 | 51,766 | 2 | ||
| Fuel50 fuel50.com | 4% | 170 | 480 | 0 | 11,009 | 6 | ||
| Rippling rippling.com | 2% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 |
Google's top ten for the three searches hold 22 sites; 0 of them are among the sites the models cited here. 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 small B2B company?”Paraphrase“Which internal mobility platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top talent marketplaces for a small team and how do they differ?”Budget-constrained“What is the best internal talent marketplace for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an internal talent marketplace. What should we look at?”Negative“Which talent marketplaces should a small business avoid or be cautious about?”
Claude Haiku 4.5Liberwin, TalentGuardno first choiceChangedno first choiceagainst: CatalantTalentGuardagainst: Liberwinno first choiceagainst: Fiverr, Upwork
Two alternatives
Spacewalk, TalenteerGPT-5.4 miniAssemblyagainst: SAP SuccessFactors Opportunity MarketplaceGloatChangedUpworkno first choiceagainst: Fuel50, Gloatno first choiceagainst: Fiverr, Freelancer.com, Hubstaff Talent, Upwork
One alternative
365TalentsTwo alternatives
365Talents, RipplingTwo alternatives
Fiverr, ToptalOne alternative
365TalentsGemini 3.5 FlashLattice, MuchSkillsagainst: Eightfold AI, Fuel50, GloatLatticeChangedagainst: Eightfold AI, Fuel50, GloatUpworkMuchSkills, Notionagainst: Eightfold AI, Fuel50, GloatNotion, Slackagainst: Eightfold AI, Gloat, Workday Talent Marketplaceagainst: Craigslist, Facebook Groups, Fiverr, Freelancer.com, Gun.io, Guru, MarketerHire, Reddit r/forhire, Telegram Groups, Toptal, Upwork
Four alternatives
360Learning, Kantata, Leapsome, RunnFour alternatives
Greenhouse, HiBob, Leapsome, LeverSix alternatives
Contra, Fiverr, Gun.io, MarketerHire, Toptal, TuringFour alternatives
Airtable, Lattice, Leapsome, SlackFive alternatives
Airtable, BambooHR, HiBob, Lattice, RipplingPerplexity SonarTalentGuardagainst: Eightfold AI, Fuel50, GloatTalentGuardHeldagainst: Eightfold AI, Gloat, Workday Talent MarketplaceFiverr, UpworkSpacewalkagainst: Eightfold AI, Fuel50, Gloat, Workday Talent Marketplaceno first choiceagainst: Contra, Fiverr, Freelancer.com, Upwork
Two alternatives
BambooHR, Hitch WorksOne alternative
BambooHRNine alternatives
Arc.dev, Awesomic, Business Talent Group, Catalant, MarketerHire, Nearshore staffing platforms, Paro, Superside, ToptalTwo alternatives
DevSkiller TalentBoost, SkillPanelGrok 4.20Fuel50against: 365Talents, Eightfold AI, Gloat, SAP SuccessFactors Opportunity Marketplace, Workday Opportunity MarketplaceLatticeChangedagainst: Moveworks, Phenom, Workday Talent MarketplaceUpworkGoFIGRagainst: Eightfold AI, Gloat, Phenom, Workday Talent MarketplaceFuel50, GoFIGRagainst: Gloatagainst: Fiverr, Freelancer.com, Guru, PeoplePerHour, TaskRabbit, Upwork
Three alternatives
GoFIGR, Microsoft Viva, TalentGuardThree alternatives
15Five, BambooHR, LeapsomeThree alternatives
Fiverr, Freelancer.com, ToptalSeven alternatives
BambooHR, Google Workspace, Gusto, HRiQ or Actus, Microsoft 365, Slack, VirkwareTwo alternatives
365Talents, TalentGuardMistral SmallGoFIGRJobvite’s Internal Mobility ToolChangedagainst: Eightfold AI, Fuel50, Gloatno first choiceGoFIGRno first choiceagainst: Fiverr, Freelancer.com, Upwork, Workbeans
Two alternatives
Fuel50, TalentGuardThree alternatives
BambooHR, Gusto, RipplingDeepSeek V4 FlashBambooHR, Latticeagainst: Eightfold AI, Engagedly, Fuel50, Gloat, SAP SuccessFactors Opportunity Marketplace, Workday Talent OptimizationBambooHRChangedagainst: 365Talents, Beamery, Fuel50, GoFIGR, Workday Talent Marketplaceno first choiceSkills Baseagainst: 365Talents, Eightfold AI, Fuel50, Gloat, Reejig, SAP SuccessFactors Opportunity Marketplace, Workday Talent Marketplaceno first choiceagainst: 99designs, Crowdspring, DesignCrowd, Fiverr, Freelancer.com, Guru, Upwork
One alternative
GoFIGRThree alternatives
Lattice, Pebb, TalentGuardTwo alternatives
Talently, WorksuiteThree alternatives
GoFIGR, TalentGuard, TeamflectLlama 4 MaverickTalentGuardno first choiceChangedno first choiceno first choiceno first choiceagainst: Fiverr, Freelancer.com, Upwork
Three alternatives
BambooHR, Clous Internal Mobility, TeamflectThree alternatives
Clous Internal Mobility, TalentGuard, hireEZQwen 3.7 FlashRipplingagainst: Gloat, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceBambooHRChangedUpworkagainst: ToptalBambooHRno first choiceagainst: Gloat, HireVue, Springboardagainst: Arc.dev, Elance, Fiverr, Freelancer.com, Guru, Toptal, Turing
Six alternatives
365Talents, Airtable, BambooHR, GoFIGR, MuchSkills, NotionThree alternatives
HiBob, Lattice, RipplingTwo alternatives
Contra, FiverrFive alternatives
Airtable, Glued.io, Microsoft Viva Insights, Pave, TalentPopTwo alternatives
BambooHR, DeelKimi K2GoFIGRagainst: Fuel50, Gloat, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceLatticeChangedagainst: Eightfold AI, Fuel50, GloatUpworkGoFIGRagainst: 365Talents, Eightfold AI, Fuel50, Gloat, Reejigno first choiceagainst: Eightfold AI, Fuel50, Gloat, Phenom, Workday Talent Marketplaceagainst: Fiverr, Freelancer.com, Guru, PeoplePerHour
Two alternatives
Skills Base, SpacewalkThree alternatives
365Talents, BambooHR, GustoFive alternatives
Arc.dev, Fiverr, Gun.io, Lemon.io, ToptalTwo alternatives
SAP SuccessFactors Career and Talent Development, StructuralTwo alternatives
HCM4ALL, teamdecoderGLM 4.7 FlashXGoFIGRagainst: Fuel50, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceLatticeChangedno first choiceAsana, Monday.comagainst: Eightfold AI, Fuel50, Gloat, Phenom, SAP SuccessFactors Opportunity Marketplaceno first choiceagainst: Dice, Fiverr, Freelancer.com, Indeed, Snagajob, Upwork, ZipRecruiter
Five alternatives
Asana, Jira, Microsoft Teams, Slack, TalentGuardOne alternative
ERINTwelve alternatives
Arc.dev, Contra, Crossover, Deel, DistantJob, Fiverr, OnlineJobs.ph, Remote, Remotely, Revelo, Toptal, UpworkEight alternatives
15Five, BambooHR, Bitrix24, HCM4ALL, IceHrm Pro, Rippling, TalentGuard, WP ERPMiniMax M2.5TalentGuardagainst: BambooHRBambooHRChangedUpworkBambooHRagainst: Eightfold AI, Fuel50, Gloatno first choiceagainst: Belay, EA2, Fiverr, Guru, PeoplePerHour, Prialto
Two alternatives
Clous Internal Mobility, GoFIGRTwo alternatives
Clous Internal Mobility, TalentGuardThree alternatives
Fiverr, Freelancer.com, ToptalTwo alternatives
Engagedly, TalentGuardGPT-6 LunaSpradagainst: Fuel50SpacewalkChangedno first choiceGigged.AIagainst: Fuel50no first choiceagainst: Fiverr, Freelancer.com, Upwork
One alternative
Gigged.AIFive alternatives
Contra, Fiverr, Toptal, Upwork, WellfoundMuse Glimmer 30BGoFIGR, formerly Flow of Work, Teamflectagainst: 365Talents, Eightfold AI, Gloat, Reejig, Workday Talent MarketplaceTalentGuardChangedUpworkSpacewalk, Teamflectagainst: 365Talents, Eightfold AI, Fuel50, Gloat, ReejigAirtable, Notionagainst: AngelList, Fiverr, Freelancer.com, Upwork
One alternative
DevSkiller TalentBoostTwo alternatives
BambooHR, Clous Internal MobilityFour alternatives
Fiverr, Gun.io, Lemon.io, ToptalBold 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 10:00 | yes | 15 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:48 | yes | 3 | 4 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 10:25 | yes | 4 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:08 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 19 | 29 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:27 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:13 | yes | 22 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:37 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:01 | yes | 23 | 75 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:40 | yes | 23 | 54 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:43 | yes | 24 | 74 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:11 | yes | 5 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:36 | yes | 2 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:24 | yes | 19 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:39 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:19 | yes | 4 | 6 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 11:19 | yes | 6 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:57 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 5 | 29 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:15 | yes | 5 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:41 | yes | 23 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:44 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:37 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:27 | yes | 20 | 65 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:45 | yes | 24 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:10 | yes | 7 | 40 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:08 | yes | 2 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:56 | yes | 21 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:25 | yes | 18 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:21 | yes | 4 | 6 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 10:46 | no | 0 | 13 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:43 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 10 | 36 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:26 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:21 | yes | 24 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:32 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:30 | no | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:14 | yes | 20 | 56 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:56 | yes | 25 | 51 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:09 | yes | 10 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:07 | yes | 4 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:44 | yes | 15 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:35 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:54 | yes | 3 | 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 11:07 | yes | 4 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:57 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 15 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:42 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:21 | yes | 23 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:57 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:16 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:38 | yes | 23 | 47 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:28 | yes | 23 | 212 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:43 | yes | 10 | 38 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:57 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:57 | yes | 23 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:28 | yes | 18 | 10 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:01 | no | 0 | 4 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 11:24 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:07 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 15 | 42 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:35 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:20 | yes | 24 | 58 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:28 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:17 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:29 | yes | 20 | 47 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:54 | yes | 19 | 57 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:53 | yes | 5 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:45 | yes | 3 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:39 | yes | 14 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:44 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:21 | yes | 5 | 6 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 08:48 | no | 0 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:56 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:32 | yes | 14 | 40 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:13 | yes | 14 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:01 | yes | 25 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:36 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:29 | no | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:36 | yes | 23 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:53 | yes | 24 | 83 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:56 | no | 0 | 29 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:49 | yes | 4 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:00 | yes | 14 | 20 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
Clous read as Clous Internal Mobility
Eightfold read as Eightfold AI
Freelancer read as Freelancer.com
Google Forms read as Google Forms + Sheets
Guru.com read as Guru
SAP read as SAP SuccessFactors Opportunity Marketplace
SAP SuccessFactors read as SAP SuccessFactors Opportunity Marketplace
Workday read as Workday Talent Marketplace
Workday Talent read as Workday Talent Marketplace
Unresolved, counted raw
8Eightfold AI Lite
BairesDev
CloudPeeps
Designhill
DistantJob
Docebo Skills
EA2
Elance
Glued.io
GoFIGR, formerly Flow of Work
HR\u4f19\u4f34
HRiQ or Actus
Hire With Near
Index.dev
Jobbatical
Jobvite’s Internal Mobility Tool
Mayple
Microsoft Viva Skills
Nearshore staffing platforms
Paddle
Prialto
ProFinda
Reddit r/forhire
Remotely
Riseup Labs
Ruul
Second Talent
Shopify Partners
Stack Overflow Talent
TalentPop
Telegram Groups
UpStack
Workbeans
Discontinued, still offered
No shut-down product was recommended here.