Index › HR › Performance and talent management › Internal talent marketpl › Small business · September 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. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
24%
Contested · Airtable 13%
24TalentGuard13Airtable09Fuel5054others
24% of first choices, contested.
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 a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five 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 small business.
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
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01TalentGuard24%
TalentGuard24%02Airtable13%
Airtable13%03Fuel509%
Fuel509%04Gloat4%
Gloat4%05Toptal0%
Toptal0%06Upwork0%
Upwork0%07Fiverr0%
Fiverr0%08Freelancer.com0%
Freelancer.com0%09Eightfold AI0%
Eightfold AI0%What they warned about
Zero of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, 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.
Fiverr48%
11 of 23 labels negative · 10 of 12 models · 1 hard negative
“High volume of negative Trustpilot feedback... Lacks strong vetting for non-Pro gigs, leading to inconsistent work” Grok 4.20, negative prompt
Upwork50%
11 of 22 labels negative · 10 of 12 models
“Open general marketplaces like Upwork, Fiverr, and Freelancer.com when you need highly consistent quality... can require significant DIY screening and management.” Perplexity Sonar, negative prompt
Freelancer.com67%
10 of 15 labels negative · 9 of 12 models · 7 hard negative
“platforms to avoid or approach with extreme caution ... Some of these platforms (most notably Freelancer.com) are highly criticized for user-unfriendly terms, including hidden fees” Gemini 3.5 Flash, negative prompt
Gloat73%
24 of 33 labels negative · 9 of 12 models · 7 hard negative
“typical enterprise-grade Internal Talent Marketplaces (ITMs) like Gloat, Eightfold AI, or Fuel50 are off the table” Gemini 3.5 Flash, budget 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
66 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. 1075 links across 310 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Gartner42 answers · 42 citations · 11 models
vendor site · Fuel5033 answers · 52 citations · 11 models
vendor site · TalentGuard30 answers · 52 citations · 11 models
25 answers · 25 citations · 10 models
vendor site · Sprad24 answers · 32 citations · 11 models
22 answers · 25 citations · 10 models
vendor site · G220 answers · 30 citations · 9 models
vendor site · Awesomic19 answers · 27 citations · 10 models
vendor site · Docebo19 answers · 21 citations · 11 models
vendor site · MentorcliQ17 answers · 19 citations · 9 models
14 answers · 17 citations · 9 models
13 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.
42 answers · 11 models
29 answers · 11 models
24 answers · 11 models
24 answers · 10 models
20 answers · 11 models
19 answers · 11 models
19 answers · 9 models
15 answers · 9 models
12 answers · 8 models
11 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 |
|---|---|---|---|---|---|---|---|---|
| TalentGuard talentguard.com | 24% | 49 | 210 | 0 | 27,310 | 7 | ||
| Airtable airtable.com | 13% | 18 | 165,000 | 2,461 | 143,237 | 118 | ||
| Fuel50 fuel50.com | 9% | 170 | 480 | 0 | 11,009 | 6 | ||
| Google Forms + Sheets google.com | 7% | 3 | 1,800,358,416 | $465,944 | 5 | |||
| Notion notion.com | 7% | 76 | 673,000 | 15,608 | 1,061,466 | 52 | ||
| Spacewalk gospacewalk.com | 7% | 13 | ||||||
| Gloat gloat.com | 4% | 287 | 27,100 | 359 | 22,734 | 0 | 3 | |
| 365Talents 365talents.com | 2% | 100 | 90 | 1 | 2,859 | 25 | ||
| Lattice lattice.com | 2% | 625 | 90,500 | 13,900 | 122,123 | $1,328 | 120 | |
| 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; 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 4.5Fuel50no first choiceChangedagainst: Docebo, Eightfold AI, Fuel50, GloatPeoplePerHouragainst: Fiverr, UpworkSpacewalkagainst: Eightfold AI, Fuel50, Gloatno first choiceagainst: Fiverr, Upwork
Three alternatives
Eightfold AI, Hitch, PhenomFour alternatives
CloudPeeps, Codeable, Gun.io, Lemon.ioThree alternatives
Gigged.AI, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceGPT-5.4 miniNeobrainERINChangedUpworkWorkday Talent Marketplaceagainst: Eightfold AI, Gloatno first choicenothing named
Two alternatives
365Talents, HitchThree alternatives
Fiverr, Freelancer.com, ToptalFour alternatives
Airtable, Google Forms + Sheets, Notion, SlackGemini 3.5 FlashMuchSkillsagainst: Eightfold AI, Gloat, PhenomLatticeChangedagainst: Eightfold AI, Gloat, PhenomLemon.io, ToptalNestor, Teammeteragainst: Eightfold AI, Fuel50, GloatGoogle Forms + Sheets, Notionagainst: Eightfold AI, Fuel50, Gloatagainst: Fiverr, Freelancer.com, Guru, PeoplePerHour, Toptal, Upwork
Three alternatives
365Talents, Skills Base, TalentGuardTwo alternatives
Spacewalk, VirkwareFive alternatives
Arc.dev, Contra, Fiverr, Upwork, WellfoundEight alternatives
Airtable, BambooHR, Gusto, Microsoft Teams, Notion, Rippling, Slack, TalentGuardSix alternatives
Airtable, Deel, Lattice, Rippling, Slack, Trello/AsanaPerplexity SonarEngagedly, Fuel50against: Beamery, Eightfold AI, Gloat, SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceTalentGuardChangedagainst: Fuel50, Gloat, ServiceNow Opportunity MarketplaceFuel50, Gloatagainst: Eightfold AITalentGuardagainst: Eightfold AI, Gloat, SAP SuccessFactors Opportunity Marketplace, Workday Talent Marketplaceno first choiceagainst: Dribbble, Fiverr, Freelancer.com, Gun.io, Toptal, Upwork
One alternative
BambooHRTwo alternatives
SAP SuccessFactors Opportunity Marketplace, Workday Talent MarketplaceThree alternatives
Cornerstone-related options, ServiceNow Opportunity Marketplace, Skima AIGrok 4.20TalentGuardagainst: Eightfold AI, GloatSAP SuccessFactors Opportunity MarketplaceChangedagainst: Eightfold AI, Gloat, Workday Talent MarketplaceFiverr, Upworkagainst: Freelancer.comAirtable, Google Forms + Sheetsagainst: Eightfold AI, Fuel50, Gloatno first choiceagainst: Fiverr, Freelancer.com, Guru, PeoplePerHour, Upwork
One alternative
Fuel50Two alternatives
Fuel50, TalentGuardOne alternative
ToptalFive alternatives
Slack, TalentGuard, Teamflect, Trello/Asana, ZapierMistral Small365Talents, GloatGloat, TalentGuardChangedFractional Jobs, UpworkSpacewalkno first choiceagainst: Fiverr, Freelancer.com, Upwork
Two alternatives
Eightfold AI, Fuel50Four alternatives
Fiverr, PeoplePerHour, Shiny, TalentLoftTwo alternatives
Braintrust, GuruThree alternatives
Google Workspace, Notion, TrelloDeepSeek V4 FlashTalentGuardagainst: Eightfold AI, Fuel50, Gloat, Workday Skills CloudFuel50Changedagainst: Avature, Eightfold AI, Gloat, Workday Talent MarketplaceUpworkAirtable, Google Forms + Sheetsagainst: 365Talents, Eightfold AI, Fuel50, Gloat, Phenom, SAP SuccessFactors Opportunity Marketplace, Workday Talent Marketplaceno first choiceagainst: Fiverr, Freelancer.com, Guru, PeoplePerHour, Upwork
One alternative
GoFIGRTwo alternatives
365Talents, TalentGuardSeven alternatives
A.Team, Awesomic, Braintrust, Contra, Fiverr, Superside, ToptalSeven alternatives
Make, Notion, Slack, TalentGuard, Teamflect, Trello, ZapierLlama 4 Maverickno first choiceTalentGuardChangedno first choiceno first choiceno first choiceagainst: Toptal
Four alternatives
Cornerstone OnDemand, Eightfold AI, Gloat, MentorcliQQwen 3.7 FlashRipplingagainst: Eightfold AI, GloatZoho RecruitChangedFiverr, UpworkAirtable, Notionagainst: Fuel50, GloatAirtable, Notionagainst: 99designs, Fiverr, Freelancer.com, Toptal, Upwork
Six alternatives
BambooHR, Fuel50, Gusto, Hyring, Spreadsheet + Slack/Teams Workflow, TalentGuardTwo alternatives
Manatal, Recruit CRMThree alternatives
Contra, PeoplePerHour, ToptalThree alternatives
Google Forms + Sheets, Slack, TalentGuardTwo alternatives
Lattice, RipplingKimi K2TalentGuardagainst: Fuel50, Gloat, PhenomSpacewalkChangedagainst: Eightfold AI, Gloat, Workday/SAP SuccessFactorsArc.dev, Lemon.ioSkills Base, TalentGuardagainst: 365Talents, Fuel50, Gloat, Workday Talent MarketplaceAirtableagainst: Eightfold AI, Fuel50, Gloatagainst: Fiverr, Freelancer.com, Upwork
Two alternatives
365Talents, SAP SuccessFactors Opportunity MarketplaceTwo alternatives
Engagedly, Fuel50Five alternatives
Contra, Fiverr, Gun.io, Toptal, UpworkThree alternatives
Baserow, NocoDB, SkillsDBGLM 4.7 FlashXFuel50against: Eightfold AITalentGuardChangedGloatAirtableno first choiceagainst: Fiverr, Freelancer.com, Upwork
Four alternatives
DIY, Docebo, Gloat, TalentGuardTwo alternatives
Breezy HR, JazzHRTwo alternatives
Eightfold AI, SkyHiveThree alternatives
Excel, Google Forms + Sheets, TalentGuardMiniMax M2.5TalentGuardagainst: GloatRecruit CRMChangedagainst: Docebo, GloatUpworkTalentGuardno first choiceagainst: Greenhouseagainst: Fiverr, Freelancer.com, Upwork
Three alternatives
365Talents, Airtable, Google Forms + SheetsTwo alternatives
HireSweet, Zoho RecruitThree alternatives
Contra, Fiverr, ToptalOne alternative
ZendiktBold 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 19:23 | yes | 14 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:05 | yes | 3 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:39 | yes | 22 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:14 | 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 20:48 | yes | 37 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:56 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:58 | yes | 20 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:55 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:20 | yes | 18 | 90 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:16 | yes | 18 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:14 | yes | 24 | 38 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:46 | yes | 13 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:16 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:18 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:57 | yes | 14 | 51 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 20:37 | yes | 20 | 6 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 20:39 | yes | 40 | 20 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:40 | yes | 8 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:53 | yes | 25 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:26 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:43 | yes | 6 | 68 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:30 | yes | 18 | 35 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:55 | yes | 35 | 123 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:08 | yes | 5 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:20 | yes | 17 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:24 | yes | 3 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:07 | yes | 16 | 59 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:50 | yes | 20 | 14 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 20:39 | yes | 13 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:19 | yes | 14 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:10 | yes | 22 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:25 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:41 | yes | 15 | 52 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:22 | yes | 20 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:45 | yes | 20 | 58 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:10 | yes | 15 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:17 | yes | 13 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:34 | yes | 2 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:27 | yes | 21 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 19:46 | 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 19:35 | yes | 34 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:44 | yes | 9 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:45 | yes | 22 | 61 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:16 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:10 | yes | 18 | 126 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:41 | yes | 21 | 33 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:44 | yes | 18 | 136 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:43 | yes | 9 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:01 | yes | 9 | 9 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:32 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:18 | yes | 9 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 19:03 | yes | 19 | 11 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 21:37 | yes | 17 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:42 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:35 | yes | 9 | 14 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:01 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:42 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:51 | no | 0 | 59 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:16 | yes | 14 | 42 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:54 | no | 0 | 67 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:55 | yes | 27 | 15 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:58 | no | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:02 | yes | 16 | 54 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:07 | yes | 20 | 6 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 18:20 | yes | 38 | 19 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:27 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:28 | yes | 30 | 53 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:49 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:34 | yes | 30 | 43 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:03 | yes | 10 | 20 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:07 | yes | 24 | 84 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:56 | yes | 22 | 38 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
Eightfold read as Eightfold AI
Freelancer read as Freelancer.com
Google Forms read as Google Forms + Sheets
Google Sheet read as Google Forms + Sheets
Google Sheets 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
ServiceNow read as ServiceNow Opportunity Marketplace
Workday read as Workday Talent Marketplace
Unresolved, counted raw
360 Review
Baserow
CloudPeeps
Cornerstone-related options
DIY (Google Forms + Sheets, Airtable, Slack, Trello/Asana)
FlexTal
GigX
Go Fractional
Google Workspace add-ons
HireSweet
LinkedIn Internal Skills & Opportunities
LinkedIn's internal groups
Make
Microsoft Viva Jobs / Yammer
NocoDB
Spreadsheet + Slack/Teams Workflow
Uvik
Discontinued, still offered
No shut-down product was recommended here.