Index › Performance and talent management › Internal talent marketpl › Small business › October 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. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
18%
Contested · Clous Internal Mobility 11%
18TalentGuard11Clous Internal Mobility07BambooHR64others
18% of first choices, contested.
Since September 2026▼−5Since September 2026: 24% → 18%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.TalentGuard held the lead, −5 points on 24%, inside the 13-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
TalentGuard18%Contested▼−5Since September 2026: 24% → 18%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageMid-market
Fuel5047%Clear leader▲+19Since September 2026: 26% → 45%, +19 points. Past the 13-point floor: movement. Read over the models both editions asked.Standing →Enterprise
Gloat56%Clear leader▲+7Since September 2026: 49% → 56%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →
TalentGuard18%Contested▼−5Since September 2026: 24% → 18%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageMid-marketFuel5047%Clear leader▲+19Since September 2026: 26% → 45%, +19 points. Past the 13-point floor: movement. Read over the models both editions asked.Standing →EnterpriseGloat56%Clear leader▲+7Since September 2026: 49% → 56%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.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 September 2026
01TalentGuard18%6%17accepted challenger▼−5Since September 2026: 24% → 18%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.24% → 18%
TalentGuard18%6%17accepted challenger▼−5Since September 2026: 24% → 18%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.24% → 18%02
BambooHR7%0%12accepted challenger▲+8Since September 2026: 0% → 8%, +8 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 8%
BambooHR7%0%12accepted challenger▲+8Since September 2026: 0% → 8%, +8 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 8%03
Notion4%0%10accepted challenger▼−4Since September 2026: 7% → 3%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 3%
Notion4%0%10accepted challenger▼−4Since September 2026: 7% → 3%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 3%04Fuel504%63%30criticized challenger▼−3Since September 2026: 9% → 5%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 5%
Fuel504%63%30criticized challenger▼−3Since September 2026: 9% → 5%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 5%05Gloat2%83%30criticized challenger▼−2Since September 2026: 4% → 3%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 3%
Gloat2%83%30criticized challenger▼−2Since September 2026: 4% → 3%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 3%Show the seven products at 0%, ordered by negative rate
12
Eightfold AI0%75%20criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Eightfold AI0%75%20criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%11
Freelancer.com0%75%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Freelancer.com0%75%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%07
Upwork0%50%26criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Upwork0%50%26criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%09
Fiverr0%50%24criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Fiverr0%50%24criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%10
365Talents0%50%12criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
365Talents0%50%12criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%08
PeoplePerHour0%30%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
PeoplePerHour0%30%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%06
Toptal0%26%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Toptal0%26%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All fifteen head-to-head pages: the top six products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01TalentGuard18%
TalentGuard18%02BambooHR7%
BambooHR7%03Notion4%
Notion4%04Fuel504%
Fuel504%05Gloat2%
Gloat2%06Toptal0%
Toptal0%07Upwork0%
Upwork0%08PeoplePerHour0%
PeoplePerHour0%09Fiverr0%
Fiverr0%10365Talents0%
365Talents0%11Freelancer.com0%
Freelancer.com0%12Eightfold AI0%
Eightfold AI0%What they warned about
One of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, 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.
Upwork50%
13 of 26 labels negative · 13 of 14 models · 1 hard negative
“and Upwork (for account lockouts, payment holds, and limited support)” GLM 4.7 FlashX, negative prompt
Freelancer.com75%
12 of 16 labels negative · 12 of 14 models · 9 hard negative
“Several industry analyses suggest avoiding this platform, particularly citing "user-unfriendly terms" and reports of hidden fees.” Qwen 3.7 Flash, negative prompt
Fiverr50%
12 of 24 labels negative · 12 of 14 models · 2 hard negative
“Lots of negative reviews mention poor customer support, and some mention user accounts being suspended or blocked for no obvious reason” Claude Haiku 4.5, negative prompt
Fuel5063%
19 of 30 labels negative · 10 of 14 models · 7 hard negative
“**Fuel50** — excellent but built for large enterprises; the most highly rated (9.4/10) but pricing on request and enterprise-focused” DeepSeek V4 Flash, direct prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
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. 1112 links across 296 sites, every framing counted. Ranked by the number of answers carrying the site or page. 49 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
34 answers · 43 citations · 11 models
vendor site · TalentGuard28 answers · 41 citations · 11 models
24 answers · 42 citations · 11 models
23 answers · 30 citations · 9 models
vendor site · Awesomic22 answers · 31 citations · 10 models
vendor site · Gartner21 answers · 21 citations · 10 models
vendor site · G219 answers · 34 citations · 10 models
vendor site · Sprad19 answers · 22 citations · 10 models
16 answers · 18 citations · 9 models
16 answers · 16 citations · 10 models
15 answers · 31 citations · 9 models
vendor site · Engagedly15 answers · 24 citations · 10 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
30 answers · 11 models
21 answers · 10 models
21 answers · 10 models
19 answers · 10 models
18 answers · 9 models
18 answers · 8 models
17 answers · 9 models
16 answers · 10 models
16 answers · 9 models
15 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 |
|---|---|---|---|---|---|---|---|---|
| TalentGuard talentguard.com | 18% | 62 | 210 | 0 | 27,310 | 7 | ||
| Clous Internal Mobility clousai.com | 11% | 12 | 0 | 541 | ||||
| BambooHR bamboohr.com | 7% | 1082 | 90,500 | 551 | 1,055,247 | $44,698 | 106 | |
| Teamflect teamflect.com | 7% | 149 | 880 | 12 | 12,592 | 30 | ||
| Notion notion.com | 4% | 72 | 673,000 | 15,608 | 1,061,466 | 52 | ||
| Airtable airtable.com | 4% | 13 | 165,000 | 2,461 | 143,237 | 118 | ||
| Professional.me Internal Mobility professional.me | 4% | 9 | ||||||
| Spacewalk gospacewalk.com | 4% | 6 | ||||||
| MuchSkills muchskills.com | 4% | 38 | 50 | 0 | 51,766 | 2 | ||
| Talenteer talen.to | 4% | 6 |
Google's top ten for the three searches hold 22 sites; 2 of them are among the sites the models cited here (gartner.com, 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 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 4.5no first choiceno first choiceHeldUpworkagainst: ToptalTalentGuardno first choiceagainst: Contra, Fiverr, Freelancer.com, PeoplePerHour, Upwork
Two alternatives
Fiverr, PeoplePerHourThree alternatives
365Talents, Fuel50, Gigged.AIGPT-5.4 miniTalenteerFuel50ChangedUpworkSupportFinityagainst: 365Talentsno first choiceagainst: Arise, Handy/Angi Services
Two alternatives
365Talents, SpacewalkOne alternative
GloatThree alternatives
Contra, Fiverr, ToptalGemini 3.5 FlashMuchSkillsagainst: Eightfold AI, Gloat, Workday Talent MarketplaceLeapsomeChangedagainst: Eightfold AI, Fuel50, GloatContra, Lemon.io, Upworkagainst: ToptalGigged.AIagainst: Eightfold AI, Fuel50, GloatAirtable, Notionagainst: Eightfold AI, Fuel50, Gloatagainst: Fiverr, Freelancer.com, Gigster, Toptal, Turing.com, Upwork
Ten alternatives
BambooHR, Docebo, HiBob, Lattice, Microsoft Teams, Notion, PeopleHR, Slack, Trello, agyleOSThree alternatives
Engagedly, Lattice Grow, ProgressionFour alternatives
Arc.dev, Fiverr, Fractional Jobs, WellfoundFive alternatives
GoFIGR, Manatal, Notion, Pinpoint, SlackSeven alternatives
Asana, BambooHR, HiBob, Microsoft Teams, Rippling, Slack, TrelloPerplexity SonarTalenteeragainst: GloatTalentGuardChangedFiverr, UpworkTeamflectagainst: Beamery, Gloat, SAP SuccessFactors Opportunity Marketplace, Workday Talent Marketplaceno first choiceagainst: Eightfold AI, Fiverr, Freelancer.com, Fuel50, Gloat, Toptal, Upwork
One alternative
Fuel50One alternative
Fuel50Seven alternatives
Cutshort, FlexiBees, Huddle Works, MarketerHire, PeoplePerHour, Skima AI, ToptalOne alternative
TalentGuardGrok 4.1 FastTalentGuardagainst: Eightfold AI, Gloat, Workday Talent MarketplaceLatticeChangedagainst: Eightfold AI, GloatUpworkVirkwareagainst: Fuel50, Gloat, LatticeFuel50, Gloatagainst: SAP SuccessFactors Opportunity Marketplaceagainst: Contra, Fiverr, Freelancer.com, Upwork
Four alternatives
365Talents, Cornerstone OnDemand, Fuel50, VirkwareThree alternatives
Engagedly, Leapsome, TalentGuardThree alternatives
Fiverr, Freelancer.com, ToptalSix alternatives
15Five, BambooHR, Microsoft Teams, Notion or Airtable, Rippling, TeamflectFour alternatives
Airtable, BambooHR, Degreed, RipplingMistral SmallCangrade Internal Talent Marketplaceagainst: TalentGuardno first choiceChangedPeoplePerHourno first choiceno first choiceagainst: Fiverr, Freelancer.com, Talent.com, Upwork
Five alternatives
Awesomic, BeLinked Hire, Fiverr, Toptal, UpworkDeepSeek V4 FlashSpacewalkagainst: 365Talents, Eightfold AI, Fuel50, Gloat, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceEngagedlyChangedagainst: Docebo, Eightfold AI, Gloat, Phenom, SAP SuccessFactors Opportunity MarketplaceUpworkProfessional.me Internal Mobilityagainst: 365Talents, Cornerstone OnDemand, Eightfold AI, Fuel50, GloatTeamflectagainst: Eightfold AI, Fuel50, Gloatagainst: Fiverr, Freelancer.com, Guru, PeoplePerHour, Upwork
Two alternatives
Professional.me Internal Mobility, TeammeterThree alternatives
365Talents, Greenhouse, LeverFour alternatives
Awesomic, Fiverr, PeoplePerHour, ToptalThree alternatives
Clous Internal Mobility, Teamflect, TeammeterTwo alternatives
Airtable, NotionLlama 4 Maverickno first choiceTalentGuardChangedno first choiceno first choiceno first choiceagainst: Eightfold AI, Fiverr, Freelancer.com, Fuel50, Gloat, Upwork
Qwen 3.7 FlashTalentGuardagainst: Gloat, PhenomBambooHRChangedagainst: Eightfold AI, Fuel50, Gloat, Gusto, Workday Talent MarketplaceFiverr, UpworkSpacewalkagainst: Fuel50, GloatTopcoagainst: Eightfold AI, Fiverr, Freelancer.com, Fuel50, Gloat, Upwork
Two alternatives
BambooHR, Eightfold AIFour alternatives
Lattice, Rippling, Slack, TalentGuardThree alternatives
Belay, Gun.io, ToptalThree alternatives
BambooHR, Microsoft Viva, RipplingFour alternatives
A Slack Channel, Airtable, Glint, NotionKimi K2TalentGuardagainst: Eightfold AI, Fuel50, Gloat, PhenomBambooHRChangedagainst: 365TalentsArc.devagainst: ToptalClous Internal Mobilityagainst: Cornerstone OnDemand, Gloat, Workday Skills Cloudno first choiceagainst: Fuel50, Gloat, SAP SuccessFactors Opportunity Marketplaceagainst: 99designs, Fiverr, Freelancer.com, Guru, PeoplePerHour, Upwork
Three alternatives
Lattice, Notion, SlackOne alternative
LatticeFour alternatives
Braintrust, Contra, Gun.io, UpworkFive alternatives
Microsoft Teams, Notion, Slack, TalentGuard, VirkwareFour alternatives
365Talents, BambooHR, HiBob, TalentGuardGLM 4.7 FlashXHiBobagainst: Workday Talent MarketplaceProfessional.me Internal MobilityChangedUpworkClous Internal Mobilityagainst: Fuel50, Gloat, YM Careers, Zoho Recruitno first choiceagainst: Beamery, Fuel50, Gloat, Phenom, Workday HCMagainst: Freelancer.com, Upwork
Three alternatives
BambooHR, Gloat, HCM4ALLTwo alternatives
Engagedly, ValidMyIdeaSeven alternatives
Arc.dev, Contra, Fiverr, Freelancer.com, Guru, Malt, ToptalThree alternatives
Airtable, Glide, TalentGuardTwo alternatives
365 Talents, HaystackMiniMax M2.5no first choiceTalentGuardChangedFiverr, UpworkClous Internal Mobility, TeamflectBambooHR, Ripplingagainst: 365Talentsagainst: Business Talent Group, Fiverr, Talent.com, Upwork
Three alternatives
ApplicantStack, Ashby, Fuel50Two alternatives
Braintrust, ToptalTwo alternatives
Fuel50, VirkwareThree alternatives
15Five, Lattice, TalentGuardGPT-6 LunaClous Internal Mobilityagainst: Fuel50, GloatMuchSkillsChangedUpworkAirtable, Notionagainst: Fuel50no first choiceagainst: Fiverr, Freelancer.com, Upwork
One alternative
Gigged.AIOne alternative
TeammeterFour alternatives
99designs, Contra, Fiverr, ToptalOne alternative
MuchSkillsMuse Glimmer 30BSkills Baseagainst: 365Talents, Fuel50TalentGuardChangedToptal, UpworkClous Internal Mobilityno first choiceagainst: Fiverr, Freelancer.com, Upwork
One alternative
TalenteerSix alternatives
Braintrust, Fiverr, Guru, Hubstaff Talent, PeoplePerHour, WellfoundTwo alternatives
Fuel50, TeammeterBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:40 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:01 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:59 | yes | 12 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:10 | yes | 18 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:44 | yes | 21 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:07 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:44 | yes | 21 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:14 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:23 | yes | 15 | 46 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:04 | yes | 20 | 38 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:27 | yes | 24 | 94 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:34 | yes | 5 | 19 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:24 | yes | 3 | 21 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:45 | yes | 21 | 38 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:03 | no | 0 | 3 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:18 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:08 | yes | 20 | 33 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:05 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:13 | yes | 21 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:23 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:23 | yes | 22 | 46 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:43 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:00 | yes | 14 | 42 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:36 | yes | 25 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:45 | yes | 21 | 19 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:46 | yes | 18 | 32 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:47 | yes | 2 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:00 | yes | 20 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:17 | yes | 18 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:20 | yes | 2 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:32 | yes | 6 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:41 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:05 | yes | 22 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:15 | yes | 8 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:54 | yes | 24 | 29 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:39 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:13 | yes | 10 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:29 | yes | 20 | 23 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:11 | yes | 22 | 41 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:37 | yes | 14 | 18 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:47 | yes | 5 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:55 | yes | 14 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:41 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:21 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:09 | yes | 11 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:54 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:14 | yes | 20 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:30 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:14 | yes | 21 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:03 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:53 | yes | 23 | 86 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:20 | yes | 11 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:42 | yes | 23 | 29 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:04 | yes | 9 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:06 | yes | 2 | 20 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:58 | yes | 20 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:46 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:51 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:28 | yes | 6 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 12:09 | yes | 31 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:44 | yes | 18 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:54 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:13 | yes | 24 | 27 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:17 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:57 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:46 | yes | 20 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:29 | yes | 14 | 52 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:13 | yes | 10 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:48 | yes | 3 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:43 | yes | 15 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:11 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:48 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:11 | yes | 21 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:09 | yes | 19 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:51 | yes | 25 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:58 | yes | 15 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:04 | yes | 24 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:58 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:10 | yes | 5 | 19 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:21 | yes | 24 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:30 | yes | 25 | 83 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:52 | yes | 20 | 34 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:42 | yes | 4 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:33 | yes | 23 | 35 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
Clous (Internal Mobility) read as Clous Internal Mobility
Cornerstone read as Cornerstone OnDemand
Eightfold read as Eightfold AI
Google Sheet read as Google Forms + Sheets
Guru.com read as Guru
Professional.me read as Professional.me Internal Mobility
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
A Slack Channel (#projects-gigs)
Arise
Clutch
Cutshort
FlexiBees
Growth Collective
HCM4ALL (Sprad)
Handy/Angi Services
Huddle Works
Kapa99
Lattice Grow
LinkedIn Internal Ads
LinkedIn's internal mobility approach
ManyPixels
Microsoft Planner
Notion or Airtable
Progression (progression.co)
Topco
Turing.com
ValidMyIdea
Wishup
Working Not Working
YM Careers
Zirtual
skima.ai
Discontinued, still offered
No shut-down product was recommended here.