Supplier management
Asked as “supplier management software”, and as “vendor onboarding and information management platform”, on behalf of a mid-market B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
18%
Contested · Gatekeeper 14%
18Procurify14Gatekeeper10Tradogram59others
18% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Procurify (18%) replaces Precoro (14% then, 8% now), 10 points clear, inside the 10-point floor.Procurify leads at 18%, replacing Precoro, which led at 14% and stands at 8% now: 10 points clear, inside the floor, so the swap reads as unsettled.
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
Precoro29%Contested▲+2Since October 2026: 27% → 29%, +2 points. Inside the 10-point floor: within noise.Standing →Mid-market
Procurify18%Contested↗new leaderNew leader since October 2026: Procurify (18%) replaces Precoro (14% then, 8% now), 10 points clear, inside the 10-point floor.This pageEnterprise
SAP Ariba35%Contested=heldSince October 2026: 35% → 35%, ±0 points. Inside the 10-point floor: within noise.Standing →
Precoro29%Contested▲+2Since October 2026: 27% → 29%, +2 points. Inside the 10-point floor: within noise.Standing →Mid-marketProcurify18%Contested↗new leaderNew leader since October 2026: Procurify (18%) replaces Precoro (14% then, 8% now), 10 points clear, inside the 10-point floor.This pageEnterpriseSAP Ariba35%Contested=heldSince October 2026: 35% → 35%, ±0 points. Inside the 10-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Procurify18%3%29accepted challenger▲+4Since October 2026: 14% → 18%, +4 points. Inside the 10-point floor: within noise.14% → 18%
Procurify18%3%29accepted challenger▲+4Since October 2026: 14% → 18%, +4 points. Inside the 10-point floor: within noise.14% → 18%02
Gatekeeper14%12%34accepted challenger▲+9Since October 2026: 5% → 14%, +9 points. Inside the 10-point floor: within noise.5% → 14%
Gatekeeper14%12%34accepted challenger▲+9Since October 2026: 5% → 14%, +9 points. Inside the 10-point floor: within noise.5% → 14%03
Tradogram10%0%11accepted challenger▲+1Since October 2026: 9% → 10%, +1 point. Inside the 10-point floor: within noise.9% → 10%
Tradogram10%0%11accepted challenger▲+1Since October 2026: 9% → 10%, +1 point. Inside the 10-point floor: within noise.9% → 10%04Precoro8%3%39accepted challenger▼−6Since October 2026: 14% → 8%, −6 points. Inside the 10-point floor: within noise.14% → 8%
Precoro8%3%39accepted challenger▼−6Since October 2026: 14% → 8%, −6 points. Inside the 10-point floor: within noise.14% → 8%05
Kodiak Hub6%6%18accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 10-point floor: within noise.2% → 6%
Kodiak Hub6%6%18accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 10-point floor: within noise.2% → 6%06
Ivalua2%32%25criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%
Ivalua2%32%25criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%07
Jaggaer2%34%29criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Jaggaer2%34%29criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%08
Coupa2%54%46criticized challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 10-point floor: within noise.7% → 2%
Coupa2%54%46criticized challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 10-point floor: within noise.7% → 2%Show the three products at 0%, ordered by negative rate
11SAP Ariba0%61%49criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
SAP Ariba0%61%49criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10
Oracle Fusion Cloud Procurement0%33%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Oracle Fusion Cloud Procurement0%33%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
GEP SMART0%7%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
GEP SMART0%7%14accepted 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
Procurify vs Kodiak HubProcurify vs IvaluaProcurify vs JaggaerProcurify vs CoupaGatekeeper vs TradogramGatekeeper vs PrecoroGatekeeper vs Kodiak HubGatekeeper vs IvaluaGatekeeper vs JaggaerGatekeeper vs CoupaTradogram vs PrecoroTradogram vs Kodiak HubTradogram vs IvaluaTradogram vs JaggaerTradogram vs CoupaPrecoro vs Kodiak HubPrecoro vs IvaluaPrecoro vs JaggaerPrecoro vs CoupaKodiak Hub vs IvaluaKodiak Hub vs JaggaerKodiak Hub vs CoupaIvalua vs JaggaerIvalua vs CoupaJaggaer 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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Procurify18%
Procurify18%02Gatekeeper14%
Gatekeeper14%03Tradogram10%
Tradogram10%04Precoro8%
Precoro8%05Kodiak Hub6%
Kodiak Hub6%06Ivalua2%
Ivalua2%07Jaggaer2%
Jaggaer2%08Coupa2%
Coupa2%09GEP SMART0%
GEP SMART0%10Oracle Fusion Cloud Procurement0%
Oracle Fusion Cloud Procurement0%11SAP Ariba0%
SAP Ariba0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, 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 and GPT-6 Luna 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 Ariba61%
30 of 49 labels negative · 13 of 14 models · 12 hard negative
“What to Avoid - SAP Ariba, Coupa, Ivalua — These are enterprise-grade solutions ... overkill for most mid-sized companies” Kimi K2, paraphrase prompt
Coupa54%
25 of 46 labels negative · 13 of 14 models · 11 hard negative
“the goal is to avoid enterprise platforms like SAP Ariba or Coupa—which carry high licensing and implementation costs” Gemini 3.5 Flash, budget prompt
Jaggaer34%
10 of 29 labels negative · 8 of 14 models · 6 hard negative
“Unlike large enterprise suites like SAP Ariba or JAGGAER—which can take 6–12 months to deploy and carry heavy administrative overhead” Gemini 3.5 Flash, direct prompt
Ivalua32%
8 of 25 labels negative · 5 of 14 models · 5 hard negative
“What to Avoid - SAP Ariba, Coupa, Ivalua — ... overkill for most mid-sized companies” Kimi K2, paraphrase 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. 829 links across 239 sites, every framing counted. Ranked by the number of answers carrying the site or page. 24 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.
36 answers · 54 citations · 11 models
34 answers · 63 citations · 10 models
vendor site · Capterra20 answers · 44 citations · 8 models
vendor site · G216 answers · 30 citations · 9 models
15 answers · 18 citations · 8 models
vendor site · GetApp12 answers · 20 citations · 6 models
12 answers · 12 citations · 7 models
vendor site · Payhawk12 answers · 12 citations · 4 models
vendor site · Procurify11 answers · 13 citations · 7 models
vendor site · Jaggaer9 answers · 21 citations · 8 models
vendor site · Sourceforge9 answers · 16 citations · 7 models
vendor site · Ivalua9 answers · 10 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.
23 answers · 9 models
19 answers · 8 models
14 answers · 8 models
12 answers · 8 models
9 answers · 7 models
8 answers · 7 models
8 answers · 6 models
8 answers · 4 models
8 answers · 6 models
8 answers · 6 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 supplier management software”, “supplier management platforms”, “supplier management 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 |
|---|---|---|---|---|---|---|---|---|
| Procurify procurify.com | 18% | 278 | 4,400 | 43 | 62,225 | $282 | 14 | 8 |
| Gatekeeper gatekeeperhq.com | 14% | 85 | 40,500 | 3,731 | 69,315 | $83,492 | 20 | 5 |
| Tradogram tradogram.com | 10% | 124 | 880 | 4 | 208,129 | 1 | ||
| oboloo oboloo.com | 10% | 50 | 20 | 0 | 11,787 | |||
| Precoro precoro.com | 8% | 341 | 1,000 | 3 | 82,966 | 86 | ||
| Kodiak Hub kodiakhub.com | 6% | 36 | 210 | 1 | 4,319 | 22 | 9 | |
| Zip zip.com | 4% | 96 | 301,000 | 498,436 | 18,669 | 34 | ||
| Graphite graphiteconnect.com Graphite Connect 4% | 4% | 5 | 60,500 | 19,575 | 1,196 | 8 | ||
| HICX hicx.com | 2% | 16 | 260 | 5 | 639 | 25 | ||
| Market Dojo marketdojo.com | 2% | 43 | 260 | 8 | 261 | $121 | 3 | 9 |
Google's top ten for the three searches hold 21 sites; 2 of them are among the sites the models cited here (payhawk.com, procurify.com). The first result for “best supplier management software” is reddit.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 supplier management software for a mid-market B2B company?”Paraphrase“Which vendor onboarding and information management platform would you recommend to a mid-sized B2B company?”Comparative“What are the top supplier management platforms and how do they differ?”Budget-constrained“What is the best supplier management software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a supplier management software. What should we look at?”Negative“Which supplier management platforms should I avoid or be cautious about?”
Claude Haiku 4.5Precorono first choiceChangedno first choiceSpendwise, VendorCoreagainst: CobbleStone Softwareno first choiceagainst: CobbleStone Software, Coupa, KodiakHub, SAP Ariba, Zip
Three alternatives
GEP SMART, Kodiak Hub, SpendfloOne alternative
PrecoroGPT-5.4 miniProcurifyGatekeeperChangedno first choiceRampno first choicenothing named
Three alternatives
Coupa, Omnea, SAP AribaFour alternatives
Coupa, Mitratech Prevalent, PaymentWorks, Workday Strategic SourcingFive alternatives
Coupa, Esker, Ivalua, Jaggaer, SAP AribaThree alternatives
Precoro, Quickbase, SBS Vendor ManagementGemini 3.5 FlashZipagainst: Coupa, GEP SMART, Jaggaer, SAP AribaZipHeldagainst: Coupa, SAP Aribano first choiceTradogramagainst: Coupa, SAP Aribano first choiceagainst: SAP Ariba
Seven alternatives
CloudEagle, Gatekeeper, Graphite Connect, Kodiak Hub, Precoro, Procurify, TropicFour alternatives
Airbase, Gatekeeper, Graphite Connect, PrecoroSeven alternatives
Airtable, ERPNext, MRPeasy, Notion, Odoo, Precoro, RampPerplexity SonarGatekeeperagainst: PayhawkKodiak HubChangedagainst: Aravo, SAP Aribano first choiceTradogramagainst: Gatekeeperno first choiceagainst: Coupa, Ivalua, Jaggaer, SAP Ariba
Three alternatives
Kodiak Hub, Precoro, ProcurifyFour alternatives
Gatekeeper, HighRadius, Precoro, TipaltiTwelve alternatives
Aravo, GEP SMART, Gatekeeper, HICX, Ivalua, Jaggaer, Kodiak Hub, Oracle Fusion Cloud Procurement, Payhawk, Precoro, Procurify, SAP AribaOne alternative
PrecoroGrok 4.20Procurifyagainst: Coupa, Ivalua, Jaggaer, SAP AribaGraphite ConnectChangedagainst: Coupa, SAP AribaOracle Fusion Cloud Procurement, SAP Aribaobolooagainst: Coupa, Ivalua, Jaggaerno first choiceagainst: Coupa, Inventory Source, Ivalua, Jaggaer, SAP Ariba
Two alternatives
Gatekeeper, PrecoroFour alternatives
PaymentWorks, Precoro, Prevalent, VenminderFour alternatives
Avetta, Coupa, GEP SMART, IvaluaThree alternatives
Precoro, Striven, TradogramMistral SmallProcurifyCoupa, IvaluaChangedno first choiceMarket Dojo, obolooagainst: Gatekeeper, Venminderno first choiceagainst: Coupa, Jaggaer, Precoro, Procurify, SAP Ariba
Four alternatives
Gatekeeper, Precoro, SupplierGATEWAY, ZipTwo alternatives
Gatekeeper, PrecoroOne alternative
PrecoroDeepSeek V4 FlashPrecoro, Procurifyagainst: Coupa, Ivalua, Kodiak Hub, SAP AribaProcurifyChangedno first choiceAuraVMS, Tradogramagainst: Coupa, Gatekeeper, Jaggaer, SAP AribaGatekeeper, Precoroagainst: Coupa, SAP Aribaagainst: Basware, Coupa, SAP Ariba
One alternative
GatekeeperFour alternatives
Gatekeeper, Precoro, Tradogram, VenminderEight alternatives
Coupa, GEP SMART, Gatekeeper, Ivalua, Jaggaer, Kodiak Hub, Oracle Fusion Cloud Procurement, SAP AribaTwo alternatives
MRPeasy, QuickBooks OnlineOne alternative
ProcurifyLlama 4 MaverickGatekeeperCentraleyesChangedno first choiceGatekeeperno first choiceagainst: Coupa, Jaggaer, SAP Ariba
Three alternatives
Kodiak Hub, Payhawk, ProcurifyTwo alternatives
GUIDEcx, RocketlaneFour alternatives
Infraspeak, Precoro, Procurify, TradogramQwen 3.7 FlashJaggaeragainst: Oracle Fusion Cloud Procurement, SAP AribaAppDeck Vendor PortalChangedagainst: SAP AribaCoupa, SAP Aribaagainst: Apptio, Spiceworks Ziff DavisAirtableno first choiceagainst: Oracle Fusion Cloud Procurement, SAP Aribaagainst: Coupa, Jaggaer Solutions, SAP Ariba
Four alternatives
Kissflow Procurement, Proactis, Tipalti, VerifaiThree alternatives
Centraleyes, Kodiak Hub, ProcurifyThree alternatives
GEP SMART, Oracle Fusion Cloud Procurement, ZycusFive alternatives
Jira, Kissflow Procurement, Monday.com, Odoo, Zoho CreatorKimi K2Precoro, Procurifyagainst: Coupa, HICX, Ivalua, Jaggaer, SAP AribaGatekeeper, HICXChangedagainst: Coupa, Ivalua, SAP Aribano first choiceTradogramno first choiceagainst: Coupa, SAP Aribaagainst: Coupa, SAP Ariba
Three alternatives
Gatekeeper, Tradogram, ZipThree alternatives
Kodiak Hub, Precoro, ProcurifyFive alternatives
Coupa, GEP SMART, Ivalua, Jaggaer, SAP AribaThree alternatives
Expeni, GLPI, PrecoroGLM 4.7 FlashXProcurifyagainst: Coupa, SAP AribaVendorCloudChangedno first choiceTradogramno first choiceagainst: Jaggaer, Oracle Fusion Cloud Procurement, Relex, SAP Ariba, Shiprocket, ToolsGroup
Four alternatives
Gatekeeper, Precoro, Tradogram, ZipThree alternatives
HITRUST Assessment XChange, Procurement VMS, UnifizeSeven alternatives
Basware, Coupa, GEP SMART, Ivalua, Jaggaer, Oracle Fusion Cloud Procurement, SAP AribaTwo alternatives
Gatekeeper, ProcurifyMiniMax M2.5Gatekeeper, Kodiak Hubagainst: CoupaSpendfloChangedno first choiceoboloono first choiceagainst: Basware, Coupa, Ivalua, Oracle Fusion Cloud Procurement, SAP Ariba
One alternative
ProcurifyOne alternative
MediusTwo alternatives
Market Dojo, PrecoroGPT-6 LunaKodiak Hubagainst: Coupa, SAP AribaGraphite ConnectChangedSAP Aribaoboloono first choiceagainst: SAP Ariba
Two alternatives
Gatekeeper, PrecoroTwo alternatives
Gatekeeper, ProcurifyFive alternatives
Coupa, HICX, Ivalua, Jaggaer, Oracle Fusion Cloud ProcurementTwo alternatives
Odoo, Zoho ProcurementMuse Glimmer 30BProcurifyProcurifyHeldagainst: Coupa Supplier Portalno first choiceobolooagainst: Gatekeeperno first choiceagainst: Coupa, SAP Ariba, ServiceChannel
Four alternatives
Coupa, Gatekeeper, Kodiak Hub, PrecoroThree alternatives
Gatekeeper, Kodiak Hub, PrecoroFive alternatives
MRPeasy, Market Dojo, Precoro, Procurify, TradogramBold 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 12:07 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:23 | yes | 4 | 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 11:49 | yes | 12 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:04 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 5 | 27 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:39 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:14 | yes | 23 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:55 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:06 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:25 | yes | 10 | 47 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:25 | yes | 12 | 53 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:20 | yes | 17 | 37 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:32 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:07 | yes | 13 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:46 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:09 | 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 11:47 | yes | 10 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:42 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 10 | 26 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:28 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:49 | yes | 25 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:43 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:15 | yes | 10 | 38 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:23 | yes | 20 | 35 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:30 | yes | 25 | 48 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:10 | yes | 20 | 39 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:37 | yes | 3 | 22 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:31 | yes | 13 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:56 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:43 | yes | 6 | 7 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 12:37 | yes | 6 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:21 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 9 | 33 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:00 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:12 | yes | 23 | 22 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:15 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:13 | no | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:37 | yes | 19 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:49 | yes | 14 | 107 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:44 | yes | 15 | 48 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:25 | yes | 7 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:34 | yes | 21 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:58 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:27 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:59 | yes | 8 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:34 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:31 | yes | 10 | 37 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:31 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:50 | yes | 24 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:40 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:34 | no | 0 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:06 | yes | 19 | 33 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:42 | yes | 25 | 179 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:54 | yes | 10 | 29 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:56 | yes | 4 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:05 | yes | 13 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:32 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:53 | 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 11:33 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:44 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 5 | 32 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:21 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:25 | yes | 18 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:54 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:50 | yes | 5 | 17 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:19 | yes | 14 | 46 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:10 | yes | 10 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:29 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:59 | yes | 2 | 11 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:48 | yes | 15 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:11 | yes | 10 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:23 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:18 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:28 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:16 | yes | 14 | 31 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:20 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:33 | yes | 22 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:55 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:42 | yes | 19 | 43 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:51 | yes | 24 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:55 | yes | 25 | 48 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:03 | no | 0 | 17 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:08 | yes | 2 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:53 | yes | 20 | 21 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
Kissflow read as Kissflow Procurement
Oracle read as Oracle Fusion Cloud Procurement
Oracle Procurement read as Oracle Fusion Cloud Procurement
Oracle Procurement Cloud read as Oracle Fusion Cloud Procurement
SAP Ariba / SAP Business Network read as SAP Ariba
Unresolved, counted raw
AppDeck Vendor Portal
Avalera
Carro
GLPI
HITRUST Assessment XChange
Hackett Group
Ignite
Index Talent Bureau
Jaggaer Solutions
KodiakHub
Logicbroker
Oracle Supply Chain Management
Procbay
Procure.ai
ProcureWare
Procurement VMS
Quickbase
Risk Ledger
Riskmethods
Rithum
SecureBids
ServiceChannel
Shiprocket
Skedulo
Sovren
Spiceworks Ziff Davis (formerly Spiceworks)
Thrive Inventory Vendor Management
ToolsGroup
Unifize
VendorCloud
VendorCore
Verifai
Workday Procurement
Zefort
Zycis
Discontinued, still offered
No shut-down product was recommended here.