Strategic sourcing
Asked as “strategic sourcing software”, and as “e-sourcing and RFP tool”, on behalf of a mid-market B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
14%
Contested · Prokuria 9%
14oboloo09Prokuria07GEP SMART70others
14% of first choices, contested.
Since October 2026▼−1Since October 2026: 15% → 14%, −1 point. Inside the 10-point floor: within noise.oboloo held the lead, −1 point on 15%, inside the 10-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
Prokuria17%Contested↗new leaderNew leader since October 2026: Prokuria (17%) replaces Tradogram (31% then, 8% now), 9 points clear, inside the 10-point floor.Standing →Mid-market
oboloo14%Contested▼−1Since October 2026: 15% → 14%, −1 point. Inside the 10-point floor: within noise.This pageEnterprise
Coupa31%Contested↗new leaderNew leader since October 2026: Coupa (31%) replaces SAP Ariba (36% then, 31% now), 0 points clear, inside the 10-point floor.Standing →
Prokuria17%Contested↗new leaderNew leader since October 2026: Prokuria (17%) replaces Tradogram (31% then, 8% now), 9 points clear, inside the 10-point floor.Standing →Mid-marketoboloo14%Contested▼−1Since October 2026: 15% → 14%, −1 point. Inside the 10-point floor: within noise.This pageEnterpriseCoupa31%Contested↗new leaderNew leader since October 2026: Coupa (31%) replaces SAP Ariba (36% then, 31% now), 0 points clear, inside the 10-point floor.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
01oboloo14%0%11accepted challenger▼−1Since October 2026: 15% → 14%, −1 point. Inside the 10-point floor: within noise.15% → 14%
oboloo14%0%11accepted challenger▼−1Since October 2026: 15% → 14%, −1 point. Inside the 10-point floor: within noise.15% → 14%02Prokuria9%0%20accepted challenger▲+9Since October 2026: 0% → 9%, +9 points. Inside the 10-point floor: within noise.0% → 9%
Prokuria9%0%20accepted challenger▲+9Since October 2026: 0% → 9%, +9 points. Inside the 10-point floor: within noise.0% → 9%03
Market Dojo7%0%16accepted challenger▲+1Since October 2026: 6% → 7%, +1 point. Inside the 10-point floor: within noise.6% → 7%
Market Dojo7%0%16accepted challenger▲+1Since October 2026: 6% → 7%, +1 point. Inside the 10-point floor: within noise.6% → 7%04
GEP SMART7%16%19accepted challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 10-point floor: within noise.4% → 7%
GEP SMART7%16%19accepted challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 10-point floor: within noise.4% → 7%05
Procurify7%8%13accepted challenger▼−6Since October 2026: 13% → 7%, −6 points. Inside the 10-point floor: within noise.13% → 7%
Procurify7%8%13accepted challenger▼−6Since October 2026: 13% → 7%, −6 points. Inside the 10-point floor: within noise.13% → 7%06
Ivalua7%38%24criticized challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 10-point floor: within noise.4% → 7%
Ivalua7%38%24criticized challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 10-point floor: within noise.4% → 7%07
Precoro5%12%17accepted challenger▼−8Since October 2026: 13% → 5%, −8 points. Inside the 10-point floor: within noise.13% → 5%
Precoro5%12%17accepted challenger▼−8Since October 2026: 13% → 5%, −8 points. Inside the 10-point floor: within noise.13% → 5%08Coupa5%40%35criticized challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 10-point floor: within noise.4% → 5%
Coupa5%40%35criticized challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 10-point floor: within noise.4% → 5%09
Loopio4%0%11accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise.4% → 4%
Loopio4%0%11accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise.4% → 4%10
SAP Ariba2%63%30criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
SAP Ariba2%63%30criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the five products at 0%, ordered by negative rate
15
Jaggaer0%43%21criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Jaggaer0%43%21criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%14
Gem0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Gem0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%13
HireEZ0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
HireEZ0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%12
SeekOut0%0%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
SeekOut0%0%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
LinkedIn Recruiter0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
LinkedIn Recruiter0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%The floor is 10 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 twenty-eight head-to-head pages: the top eight products, each against each
oboloo vs Procurifyoboloo vs Ivaluaoboloo vs Precorooboloo vs CoupaProkuria vs Market DojoProkuria vs GEP SMARTProkuria vs ProcurifyProkuria vs IvaluaProkuria vs PrecoroProkuria vs CoupaMarket Dojo vs GEP SMARTMarket Dojo vs ProcurifyMarket Dojo vs IvaluaMarket Dojo vs PrecoroMarket Dojo vs CoupaGEP SMART vs ProcurifyGEP SMART vs IvaluaGEP SMART vs PrecoroGEP SMART vs CoupaProcurify vs IvaluaProcurify vs PrecoroProcurify vs CoupaIvalua vs PrecoroIvalua vs CoupaPrecoro vs Coupa
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 →
010203040506070809101112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01oboloo14%
oboloo14%02Prokuria9%
Prokuria9%03Market Dojo7%
Market Dojo7%04GEP SMART7%
GEP SMART7%05Procurify7%
Procurify7%06Ivalua7%
Ivalua7%07Precoro5%
Precoro5%08Coupa5%
Coupa5%09Loopio4%
Loopio4%10SAP Ariba2%
SAP Ariba2%11LinkedIn Recruiter0%
LinkedIn Recruiter0%12SeekOut0%
SeekOut0%13HireEZ0%
HireEZ0%14Gem0%
Gem0%15Jaggaer0%
Jaggaer0%What they warned about
Zero of fourteen 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, 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.
SAP Ariba63%
19 of 30 labels negative · 10 of 14 models · 8 hard negative
“explicitly advise against these for SMBs due to their steep learning curves, high costs, and overkill for smaller operations” Mistral Small, negative prompt
Coupa40%
14 of 35 labels negative · 8 of 14 models · 5 hard negative
“explicitly advise against these for SMBs due to their steep learning curves, high costs, and overkill for smaller operations” Mistral Small, negative prompt
Jaggaer43%
9 of 21 labels negative · 6 of 14 models · 4 hard negative
“has received a significant number of negative labels in expert reviews, with concerns about its complexity and suitability for smaller organizations” Mistral Small, negative prompt
Ivalua38%
9 of 24 labels negative · 6 of 14 models · 3 hard negative
“Skip enterprise tools — Coupa, SAP Ariba, Jaggaer, and Ivalua” 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
69 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. 782 links across 261 sites, every framing counted. Ranked by the number of answers carrying the site or page. 19 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 · G234 answers · 46 citations · 13 models
31 answers · 49 citations · 12 models
vendor site · Sourceforge26 answers · 46 citations · 9 models
21 answers · 21 citations · 10 models
vendor site · GetApp19 answers · 26 citations · 9 models
vendor site · Guideflow15 answers · 17 citations · 8 models
13 answers · 13 citations · 8 models
12 answers · 12 citations · 6 models
vendor site · Capterra11 answers · 12 citations · 8 models
vendor site · Ivalua10 answers · 12 citations · 7 models
vendor site · Spendflo9 answers · 10 citations · 5 models
9 answers · 9 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.
21 answers · 10 models
17 answers · 11 models
12 answers · 6 models
11 answers · 7 models
10 answers · 10 models
10 answers · 7 models
9 answers · 6 models
9 answers · 8 models
9 answers · 9 models
8 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 strategic sourcing software”, “sourcing tools”, “strategic sourcing software”. 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 |
|---|---|---|---|---|---|---|---|---|
| oboloo oboloo.com | 14% | 50 | 20 | 0 | 11,787 | |||
| Prokuria prokuria.com | 9% | 46 | ||||||
| Market Dojo marketdojo.com | 7% | 43 | 260 | 8 | 261 | $121 | 3 | |
| GEP gep.com GEP SMART 7% | 7% | 188 | 880 | 26 | 54,424 company | 51 | ||
| Procurify procurify.com | 7% | 278 | 4,400 | 43 | 62,225 | $282 | 14 | |
| Workday parent site Workday Strategic Sourcing 7% | 7% | 20 | 1,220,000 | 23,848 | ||||
| Ivalua ivalua.com | 7% | 313 | 3,600 | 87 | 35,515 | 80 | ||
| Precoro precoro.com | 5% | 341 | 1,000 | 3 | 82,966 | 86 | ||
| Coupa coupa.com | 5% | 637 | 60,500 | 1,210 | 41,319 | $339 | 91 | 2 |
| Loopio loopio.com | 4% | 24 | 3,600 | 80 | 4,640 | 26 |
Google's top ten for the three searches hold 20 sites; 0 of them are among the sites the models cited here. The first result for “best strategic sourcing software” is procurementmag.com.
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 strategic sourcing software for a mid-market B2B company?”Paraphrase“Which e-sourcing and RFP tool would you recommend to a mid-sized B2B company?”Comparative“What are the top sourcing tools and how do they differ?”Budget-constrained“What is the best strategic sourcing software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a strategic sourcing software. What should we look at?”Negative“Which sourcing tools should I avoid or be cautious about?”
Claude Haiku 4.5Corcentric Sourcing, Coupa, ZycusLoopioChangedno first choiceagainst: ManatalMarket Dojono first choicenothing named
Three alternatives
Ivalua, Market Dojo, Proactis SourcingThree alternatives
Market Dojo, Precoro, ProkuriaThree alternatives
Procurify, SourceRFX, obolooGPT-5.4 miniWorkday Strategic SourcingIvaluaChangedLinkedIn Recruiterobolooagainst: Keelvar, SAP Ariba, Workday Strategic Sourcingno first choicenothing named
Three alternatives
GEP SMART, Ivalua, SAP Ariba Sourcing SuiteFour alternatives
Coupa, Loopio, Responsive, SAP AribaFive alternatives
AmazingHiring, Gem, HireEZ, Indeed Resume / Indeed Hiring Tools, SeekOutTwo alternatives
Market Dojo, ProcurePortGemini 3.5 FlashWorkday Strategic Sourcingagainst: Coupa, SAP AribaResponsive, ZipChangedagainst: Coupa, SAP AribaLinkedIn RecruiterMarket Dojoagainst: Coupa, Ivalua, SAP AribaWorkday Strategic Sourcingagainst: Coupa, GEP SMARTnothing named
Six alternatives
Archlet, Market Dojo, Scanmarket, Tropic, Vertice, ZipFive alternatives
AutoRFP.ai, Loopio, Market Dojo, Spendflo, SteerlabSix alternatives
AmazingHiring, ContactOut, Gem, HireEZ, Lusha, SeekOutFour alternatives
Precoro, Promena, Responsive, TradogramFive alternatives
Fairmarkit, Market Dojo, SpendHQ, Tonkean, ZipPerplexity SonarGEP SMARTagainst: CoupaVendorfulChangedagainst: Coupa, Ivalua, JaggaerLinkedIn Recruiter, SeekOutProkuriaagainst: Coupa, Ivalua, Jaggaer, SAP Ariba, Team Procureno first choicenothing named
Three alternatives
Jaggaer, Proactis, ProcurifyTwo alternatives
Market Dojo, Workday Strategic SourcingSeven alternatives
Fetcher, Findem, Gem, HireEZ, Juicebox, Loxo, NoonTwo alternatives
TYASuite Procurement, TradogramGrok 4.20Procurifyagainst: Ivalua, SAP AribaIvaluaChangedSeekOutagainst: Indeed Smart Sourcingobolooagainst: Coupa, SAP Aribano first choiceagainst: Apollo.io, ContactOut, Dux-Soup, Expandi, Gem, HireEZ, LinkedIn Premium, Seamless.AI, ZoomInfo
Two alternatives
Coupa, GEP SMARTSix alternatives
Coupa, GEP SMART, Loopio, ProQsmart, Promena, ResponsiveSeven alternatives
Deel Hire, Gem, HireEZ, Leonar, LinkedIn Recruiter, Loxo, Recruit CRMFour alternatives
Acquirell, Market Dojo, Precoro, ProkuriaMistral SmallIvalua, SAP AribaCoupa, GEP SMART, IvaluaChangedno first choiceoboloono first choiceagainst: Coupa, GEP SMART, Jaggaer, SAP Ariba, SourcingAI
Two alternatives
P3Source, Team ProcureThree alternatives
Fairmarkit, Jaggaer, PandaDocTwo alternatives
Precoro, ProkuriaDeepSeek V4 FlashProcurifyagainst: Coupa, Ivalua, Jaggaer, SAP AribaLoopio, Market DojoChangedagainst: Ivalua, Jaggaerno first choiceProkuriaagainst: Coupa, Ivalua, Jaggaer, SAP Aribano first choiceagainst: SAP Aribaagainst: Alibaba
Four alternatives
GEP SMART, Market Dojo, Precoro, ProkuriaTwo alternatives
ProcurePort, ResponsiveSix alternatives
Gem, HireEZ, LinkedIn Recruiter, Loxo, Manatal, SeekOutThree alternatives
Promena e-Sourcing, SourcingHQ, obolooLlama 4 MaverickGEP SMARTno first choiceChangedno first choiceobolooTeam Procurenothing named
Three alternatives
Jaggaer, Oxalys, ProactisThree alternatives
P3Source, Prokuria, SourceRFXQwen 3.7 FlashCoupa Business Buyingagainst: Precoro, Procurify, SAP AribaBeasourceChangedIvalua, aKiro LabsPrecoroagainst: Coupa, SAP AribaCoupa, GEP SMART, Procol, Sourcifiagainst: Ivalua [Lite], Jaggaer, SAP Ariba, Zycusnothing named
Three alternatives
GEP SMART, Ivalua, JaggaerThree alternatives
Coupa, Ivalua, SourceDirectFour alternatives
Coupa Software, Jaggaer, Keelvar, SAP AribaThree alternatives
Procurify, Tropic, obolooKimi K2ProcurifyPromena, itbidChangedNoonobolooProkuriaagainst: Coupa, Oracle Fusion, SAP Aribaagainst: CJ Dropshipping, DSers, HireVue, Oberlo, Pymetrics, SAP Ariba
Four alternatives
Coupa, Ivalua, Jaggaer, ProkuriaTwo alternatives
ProcurePort, TradogramFive alternatives
Fetcher, Gem, HireEZ, LinkedIn Recruiter, SeekOutThree alternatives
Prokuria, Promena, TradogramFour alternatives
DeepStream, Ivalua, Precoro, ProactisGLM 4.7 FlashXno first choicePromenaChangedno first choiceobolooagainst: Precorono first choiceagainst: Global Sources, SellerAider, Supply Leader
Six alternatives
Market Dojo, Precoro, Procurify, Prokuria, TYASuite Procurement, TradogramFive alternatives
Acquirell, DeepStream, Loopio, ProcurementExpress.com, eBuyerAssist PlatformEight alternatives
Gem, HireEZ, Juicebox, Lever, LinkedIn Recruiter, Loxo, Noon, SeekOutTwo alternatives
Prokuria, TradogramMiniMax M2.5Prokuriaagainst: Ivalua, SAP AribaResponsiveChangedLinkedIn RecruiterPrecoro, oboloono first choicenothing named
Two alternatives
Coupa, TYASuite ProcurementThree alternatives
Coupa, Loopio, PromenaFour alternatives
Greenhouse, HireEZ, SeekOut, WorkableTwo alternatives
Prokuria, TYASuite ProcurementThree alternatives
Precoro, ProcureDesk, ZycusGPT-6 LunaWorkday Strategic SourcingMarket DojoChangedagainst: Jaggaerno first choiceZoho Procurementno first choicenothing named
Four alternatives
Coupa, GEP Quantum Intelligence, GEP SMART, Market DojoThree alternatives
Coupa, Responsive, Workday Strategic SourcingOne alternative
TradogramMuse Glimmer 30BProkuriaagainst: Coupa, GEP SMART, Ivalua, Jaggaer, SAP AribaPrecoro, ProcurifyChangedLinkedIn Recruiteroboloono first choiceagainst: SAP Ariba
Four alternatives
Precoro, Procol, Procurify, cusoso TargetSeven alternatives
Coupa, Loopio, Market Dojo, Prokuria, Scanmarket, Tradogram, eBuyerAssist PlatformFive alternatives
Eightfold AI, Gem, Juicebox, SeekOut, hireEZ, formerly HiretualOne alternative
AuraVMSBold 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 09:04 | yes | 10 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:43 | yes | 1 | 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 10:17 | yes | 8 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:53 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 13 | 39 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:45 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:22 | yes | 23 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:51 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:10 | yes | 9 | 51 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:36 | yes | 18 | 56 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:54 | yes | 11 | 31 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:38 | yes | 5 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:24 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:08 | yes | 17 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:23 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:49 | yes | 4 | 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 08:49 | yes | 12 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:53 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 15 | 33 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:29 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:40 | yes | 22 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:43 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:15 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:49 | yes | 20 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:40 | yes | 13 | 58 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:59 | yes | 5 | 14 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:24 | yes | 5 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:12 | yes | 13 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:18 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:05 | no | 0 | 5 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 10:25 | no | 0 | 14 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:36 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 5 | 35 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:34 | yes | 9 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:29 | yes | 24 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:34 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:09 | yes | 9 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:55 | yes | 14 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:10 | yes | 14 | 86 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:12 | yes | 10 | 17 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:58 | no | 0 | 2 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:50 | yes | 14 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:46 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:54 | yes | 4 | 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 12:50 | yes | 9 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:22 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 14 | 28 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:51 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:25 | yes | 22 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:20 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:15 | yes | 5 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:09 | yes | 8 | 54 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:07 | yes | 24 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:00 | yes | 10 | 24 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:50 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:35 | yes | 23 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:28 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:06 | no | 0 | 7 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 11:51 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:11 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 9 | 38 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:55 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:59 | yes | 20 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:49 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:52 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:19 | yes | 19 | 45 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:53 | yes | 9 | 70 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:51 | no | 0 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:53 | yes | 3 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:30 | yes | 13 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:47 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:04 | no | 0 | 4 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 12:27 | no | 0 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:12 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 5 | 29 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:07 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:04 | yes | 20 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:08 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:27 | no | 0 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:34 | yes | 25 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:31 | yes | 23 | 151 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:58 | no | 0 | 24 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:01 | no | 0 | 2 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:37 | yes | 15 | 22 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
GEP read as GEP SMART
Unresolved, counted raw
Beasource
BuyBotPro
Connectifier
Corcentric Sourcing
Coupa Business Buying
Deel Hire
Dux-Soup
EProcure AI
Expandi
Field Materials / Resilinc
GitHub & Stack Overflow Talent
Globality
HeroHunt (Uwi)
HireVue
HiringSolved
Indeed Resume / Indeed Hiring Tools
Indeed Resume Search
Ivalua [Lite]
Jaggaer modules
Odoo PurchaseRFQ module
Online Arbitrage Deals
Oxalys
Proactis Sourcing
Promena e-Sourcing
Pymetrics
RFPMonkey
Recruit CRM
Recruiterflow
SAP Ariba Sourcing Suite
SellerAider
SmartScout
SourceDirect
Sourcifi
SourcingAI
Supply Leader
The Cognitive
VeriSupplier
Workday Strategic Sourcing Scout RFP
XING TalentManager
aKiro Labs
cusoso Target
eBuyerAssist Platform
hireEZ, formerly Hiretual
itbid
Discontinued, still offered
No shut-down product was recommended here.