Supplier management for small business buyers
Asked as “supplier management software”, and as “vendor onboarding and information management platform”, on behalf of a small B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
27%
Contested · Tradogram 24%
27Precoro24Tradogram10Ramp39others
27% of first choices, contested.
Since September 2026▼−12Since September 2026: 40% → 28%, −12 points. Past the 10-point floor: movement. Read over the models both editions asked.Precoro held the lead, −12 points on 40%, past the 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
Precoro27%Contested▼−12Since September 2026: 40% → 28%, −12 points. Past the 10-point floor: movement. Read over the models both editions asked.This pageMid-marketPrecoro14%Contested↗new leaderNew leader since September 2026: Precoro (14%) replaces Procurify (26% then, 12% now), 2 points clear, inside the 10-point floor.Standing →Enterprise
SAP Ariba35%Contested▼−2Since September 2026: 40% → 37%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →
Precoro27%Contested▼−12Since September 2026: 40% → 28%, −12 points. Past the 10-point floor: movement. Read over the models both editions asked.This pageMid-marketPrecoro14%Contested↗new leaderNew leader since September 2026: Precoro (14%) replaces Procurify (26% then, 12% now), 2 points clear, inside the 10-point floor.Standing →EnterpriseSAP Ariba35%Contested▼−2Since September 2026: 40% → 37%, −2 points. Inside the 10-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
01Precoro27%0%55accepted challenger▼−12Since September 2026: 40% → 28%, −12 points. Past the 10-point floor: movement. Read over the models both editions asked.40% → 28%
Precoro27%0%55accepted challenger▼−12Since September 2026: 40% → 28%, −12 points. Past the 10-point floor: movement. Read over the models both editions asked.40% → 28%02
Tradogram24%0%35accepted challenger▲+12Since September 2026: 14% → 26%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.14% → 26%
Tradogram24%0%35accepted challenger▲+12Since September 2026: 14% → 26%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.14% → 26%03
Ramp10%0%21accepted challenger▲+9Since September 2026: 0% → 9%, +9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 9%
Ramp10%0%21accepted challenger▲+9Since September 2026: 0% → 9%, +9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 9%Show the seven products at 0%, ordered by negative rate
09SAP Ariba0%88%32criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
SAP Ariba0%88%32criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%10
Coupa0%86%42criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Coupa0%86%42criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%07
Ivalua0%85%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Ivalua0%85%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%08
Jaggaer0%85%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Jaggaer0%85%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%06
Kissflow Procurement0%18%11accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
Kissflow Procurement0%18%11accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%05
Gatekeeper0%17%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Gatekeeper0%17%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%04
Procurify0%6%32accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
Procurify0%6%32accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 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 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 twenty-eight head-to-head pages: the top eight products, each against each
Precoro vs GatekeeperPrecoro vs PayhawkPrecoro vs IvaluaPrecoro vs Kodiak HubProcurify vs TradogramProcurify vs CoupaProcurify vs GatekeeperProcurify vs PayhawkProcurify vs IvaluaProcurify vs Kodiak HubTradogram vs CoupaTradogram vs GatekeeperTradogram vs PayhawkTradogram vs IvaluaTradogram vs Kodiak HubCoupa vs GatekeeperCoupa vs PayhawkCoupa vs IvaluaCoupa vs Kodiak HubGatekeeper vs PayhawkGatekeeper vs IvaluaGatekeeper vs Kodiak HubPayhawk vs IvaluaPayhawk vs Kodiak HubIvalua vs Kodiak Hub
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Precoro27%
Precoro27%02Tradogram24%
Tradogram24%03Ramp10%
Ramp10%04Procurify0%
Procurify0%05Gatekeeper0%
Gatekeeper0%06Kissflow Procurement0%
Kissflow Procurement0%07Ivalua0%
Ivalua0%08Jaggaer0%
Jaggaer0%09SAP Ariba0%
SAP Ariba0%10Coupa0%
Coupa0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 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.
Coupa86%
36 of 42 labels negative · 14 of 14 models · 18 hard negative
“Enterprise suites that are frequently flagged as overkill / high-risk for SMBs... "Pricing often starts at $2,500/month, putting it out of reach for many smaller finance teams."” Muse Glimmer 30B, negative prompt
SAP Ariba88%
28 of 32 labels negative · 11 of 14 models · 18 hard negative
“You generally don't need to look at enterprise tools (SAP Ariba, Coupa — these start around $100K/year and are built for much larger organizations).” DeepSeek V4 Flash, scale prompt
Ivalua85%
11 of 13 labels negative · 10 of 14 models · 6 hard negative
“**Steep learning curve** and **challenging implementation** ... making it unsuitable for small businesses.” Grok 4.1 Fast, negative prompt
Jaggaer85%
11 of 13 labels negative · 9 of 14 models · 8 hard negative
“should actively avoid) heavyweight enterprise suites like SAP Ariba, Coupa, or Jaggaer” Gemini 3.5 Flash, scale 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
78 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. 1122 links across 230 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Ramp43 answers · 63 citations · 13 models
33 answers · 42 citations · 11 models
vendor site · G231 answers · 56 citations · 12 models
vendor site · Spendflo31 answers · 47 citations · 12 models
31 answers · 42 citations · 11 models
31 answers · 40 citations · 11 models
30 answers · 37 citations · 11 models
vendor site · G223 answers · 28 citations · 10 models
vendor site · SupplierGATEWAY22 answers · 31 citations · 8 models
vendor site · Precoro19 answers · 31 citations · 8 models
19 answers · 27 citations · 10 models
vendor site · ProcureDesk17 answers · 31 citations · 9 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.
29 answers · 11 models
28 answers · 11 models
23 answers · 11 models
23 answers · 11 models
21 answers · 10 models
20 answers · 10 models
20 answers · 8 models
19 answers · 9 models
16 answers · 9 models
15 answers · 10 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 |
|---|---|---|---|---|---|---|---|---|
| Precoro precoro.com | 27% | 283 | 1,000 | 3 | 82,966 | 86 | ||
| Tradogram tradogram.com | 24% | 151 | 880 | 4 | 208,129 | 1 | ||
| Ramp ramp.com | 10% | 1042 | 246,000 | 49,733 | 770,056 | $13,511 | 120 | |
| oboloo oboloo.com | 8% | 37 | 20 | 0 | 11,787 | |||
| Spendwise spendwise.com | 4% | 42 | 720 | 3 | 401 | 2 | ||
| Vendorful vendorful.com | 4% | 13 | ||||||
| Softr softr.io | 2% | 8 | 368,000 | 279 | 146,476 | 45 | ||
| Tipalti tipalti.com | 2% | 517 | 18,100 | 381 | 213,652 | $83,363 | 120 | |
| Payhawk payhawk.com | 2% | 115 | 2,400 | 27 | 5,824 | 21 | 4 | |
| Coupa coupa.com Coupa Supplier Portal 2% | 2% | 3 | 60,500 | 1,210 | 41,319 company | $339 | 91 |
Google's top ten for the three searches hold 21 sites; 0 of them are among the sites the models cited here. 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 small B2B company?”Paraphrase“Which vendor onboarding and information management platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top supplier management platforms for a small team and how do they differ?”Budget-constrained“What is the best supplier management software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a supplier management software. What should we look at?”Negative“Which supplier management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Precorono first choiceChangedPrecoroPrecorono first choiceagainst: CobbleStone Software, Coupa, Ivalua, Jaggaer, Omnea, SAP Ariba, Zip
Three alternatives
Kissflow Procurement, Striven, TradogramFour alternatives
Canopy, Pipefy, Ramp, TradogramOne alternative
RampGPT-5.4 miniPrecoroGraphite ConnectChangedGatekeeperagainst: Coupa, Ivalua, SAP AribaTradogramno first choicenothing named
Three alternatives
Onspring, Quickbase, VendorfulThree alternatives
Coupa, Coupa Supplier Portal, IvaluaTwo alternatives
Precoro, ProcurifyOne alternative
MRPeasyGemini 3.5 FlashPrecoroagainst: Coupa, SAP AribaConveyor, Softr, VantaChangedagainst: Coupa, SAP AribaPrecoroagainst: ProcurifyAuraVMS, Rampagainst: Coupa, SAP Aribano first choiceagainst: Coupa, Jaggaer, SAP Aribaagainst: Coupa, Ivalua, Oracle Fusion Cloud Procurement, SAP Ariba
Six alternatives
CloudEagle, Procurify, Rippling, Softr, Tradogram, ZluriSeven alternatives
Drata, Panorays, Precoro, Procurify, Stampli, Vendorica, Zenwork PaymentsSeven alternatives
Gatekeeper, Knack, Softr, Spendflo, Tradogram, Weproc, ZluriThree alternatives
Dolibarr, Softr, TradogramEight alternatives
Anvyl, ComplianceQuest, Gatekeeper, MESH Works, Precoro, Procurify, Softr, TradogramPerplexity SonarPrecoroagainst: Coupa, IvaluaPrecoroHeldPrecoro, Tradogramagainst: QuickBooks OnlineTradogramagainst: Coupano first choiceagainst: Blue Yonder, Coupa, GEP SMART, Gatekeeper, Ivalua, Jaggaer, Kinaxis, Oracle SCM, SAP IBP / SAP enterprise planning tools, o9
Two alternatives
Gatekeeper, Team ProcureTwo alternatives
Middesk, VendorplyFour alternatives
Kissflow Procurement, Procurify, Ramp, SpendwiseOne alternative
PrecoroGrok 4.1 FastPrecoro, Tradogramagainst: Coupa, SAP Business OnePrecoroChangedagainst: Coupa, SAP AribaPrecoro, Tradogramagainst: Coupa, SAP Aribaoboloono first choiceagainst: Coupa, Ivalua, SAP Ariba, Zip
One alternative
RampTwo alternatives
ProcureDesk, VendorfulTwo alternatives
ProcureDesk, ProcurifyThree alternatives
Dolibarr, Precoro, TradogramMistral SmallTradogramno first choiceChangedagainst: CoupaRampagainst: CoupaSpendwiseno first choiceagainst: Coupa, Kinaxis, Relex, o9
Two alternatives
Payhawk, Team ProcureTwo alternatives
Precoro, ProcurifyOne alternative
PrecoroDeepSeek V4 FlashTradogramTipaltiChangedagainst: Kissflow ProcurementPrecoroagainst: Coupa, Jaggaer, SAP AribaTradogramagainst: Coupa, Jaggaer, SAP Aribano first choiceagainst: Coupa, SAP Aribaagainst: Coupa, Coupa Network, Ivalua, Jaggaer, SAP Ariba
Four alternatives
Precoro, ProcurementExpress.com, Procurify, obolooTwo alternatives
Gatekeeper, QuickBooks OnlineFour alternatives
Kissflow Procurement, ProcureDesk, Procurify, TradogramThree alternatives
Precoro, Spendwise, Zoho ProcurementLlama 4 MaverickTradogramno first choiceChangedno first choicePrecoroPrecoroagainst: Jaggaeragainst: Coupa, Kinaxis, Relex, o9
Two alternatives
Ramp, TipaltiOne alternative
TradogramQwen 3.7 FlashPayhawk, Ramp, TradogramZapro AIChangedPrecoro, Zoho Supply Chain Managementagainst: SAP AribaQuickBooks Onlineagainst: Knackno first choiceagainst: Coupa, SAP Aribaagainst: Coupa, NetSuite manufacturing modules, Oracle Fusion Cloud Procurement, SAP Ariba, SYSPRO
Four alternatives
Katapult, Procurex, Zoho Creator, Zoho InventoryOne alternative
PrecoroThree alternatives
Airtable, Ramp, TipaltiTwo alternatives
Precoro, RampKimi K2Tradogramagainst: Coupa, SAP AribaPrecoroChangedTradogramSpendwise, Tradogramagainst: Coupa, Jaggaer, Kissflow Procurement, Procurifyno first choiceagainst: Coupa, SAP Aribaagainst: Coupa, Ivalua, SAP Ariba
Three alternatives
Precoro, Procurify, RampTwo alternatives
Process Street, SuperdocuFour alternatives
Precoro, ProcureDesk, Procurify, RampTwo alternatives
Precoro, Zoho InventoryThree alternatives
Precoro, Procurify, TradogramGLM 4.7 FlashXTradogramagainst: CoupaRampChangedagainst: Gatekeeper, SAP AribaPrecoroobolooagainst: Dolibarr, Openboxesno first choiceagainst: SAP Aribaagainst: Coupa, EcoVadis, Exiger, Jaggaer, ProcessUnity, Resilinc, SAP Ariba, SAP Cloud ERP, SAP S/4HANA, apexanalytix
Two alternatives
Cin7 Omni, PrecoroOne alternative
PrecoroTwo alternatives
Coupa, GatekeeperFour alternatives
Precoro, Procurify, Ramp, TradogramMiniMax M2.5RampPrecoro, VendorfulChangedPrecoroagainst: CoupaNex, oboloono first choiceagainst: Coupa, GEP SMART, Ivalua, SAP Ariba
Three alternatives
Precoro, Procurify, TradogramFour alternatives
Moxo, PaymentWorks, ProcureDesk, VenminderThree alternatives
Kissflow Procurement, Procurify, RampOne alternative
PrecoroGPT-6 LunaRampCoupa Supplier PortalChangedPrecoro, Zoho ProcurementPacketLedgerno first choiceagainst: Coupa, GEP's procurement suite, Ivalua, Jaggaer, SAP Ariba
Two alternatives
Odoo, PrecoroOne alternative
SAP Business Network Standard accountThree alternatives
Gatekeeper, Procurify, Ramp ProcurementOne alternative
Zoho ProcurementMuse Glimmer 30BPrecoro, TradogramPrecoro, VendorfulChangedagainst: Coupa, Ivalua, SAP AribaPrecoroagainst: Coupa, Jaggaer, SAP Ariba, Spendflooboloono first choiceagainst: Coupa, Oracle Fusion Cloud Procurement, SAP Ariba
One alternative
AppDeck Vendor PortalFour alternatives
Procurify, Spendwise, Tipalti, TradogramThree alternatives
QuickBooks Online, Ramp, 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. 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 08:31 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:04 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:28 | yes | 17 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:52 | yes | 15 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:12 | yes | 24 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:47 | yes | 18 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:20 | yes | 25 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:56 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:35 | yes | 10 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:10 | yes | 12 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:29 | yes | 24 | 186 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:10 | yes | 18 | 34 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:37 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:27 | yes | 22 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:35 | no | 0 | 3 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:15 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:46 | yes | 19 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:44 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:38 | yes | 25 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:25 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:28 | yes | 21 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:36 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:50 | yes | 20 | 74 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:09 | yes | 24 | 37 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:36 | yes | 23 | 46 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:53 | yes | 21 | 50 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:23 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:55 | yes | 14 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:51 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:08 | yes | 4 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:52 | yes | 20 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:59 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:54 | yes | 21 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:15 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:36 | yes | 24 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:35 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:08 | yes | 10 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:21 | yes | 24 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:10 | yes | 23 | 77 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:50 | yes | 23 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:43 | yes | 5 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:44 | yes | 21 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:38 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:02 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:15 | yes | 19 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:56 | yes | 18 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:49 | yes | 25 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:56 | yes | 15 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:37 | yes | 22 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:22 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:04 | yes | 5 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:56 | yes | 14 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:22 | yes | 17 | 274 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:00 | yes | 10 | 17 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:01 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:56 | yes | 14 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:12 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:00 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:14 | yes | 8 | 31 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:22 | yes | 17 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:29 | yes | 14 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:50 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:46 | yes | 19 | 25 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:27 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:32 | yes | 5 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:39 | yes | 14 | 15 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:12 | yes | 15 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:41 | no | 0 | 7 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:42 | yes | 1 | 11 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:50 | yes | 13 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:11 | yes | 20 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:38 | yes | 6 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:35 | yes | 18 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:06 | yes | 16 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:58 | yes | 24 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:56 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:05 | yes | 25 | 53 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:57 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:15 | yes | 9 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:05 | yes | 24 | 41 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:50 | yes | 21 | 78 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:05 | yes | 21 | 34 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:12 | yes | 3 | 35 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:15 | yes | 23 | 30 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
Kissflow read as Kissflow Procurement
Oracle Fusion read as Oracle Fusion Cloud Procurement
Oracle Procurement Cloud read as Oracle Fusion Cloud Procurement
QuickBooks read as QuickBooks Online
Zapro read as Zapro AI
Unresolved, counted raw
AppDeck Vendor Portal
Clustdoc
Conveyor
Coupa Network
Determined
GEP's procurement suite
Katapult
Microsoft Dynamics 365 BCP
Moxo
NetSuite manufacturing modules
Nex
Openboxes
PacketLedger
Procurex
Quickbase
SAP Business Network Standard account
SAP IBP / SAP enterprise planning tools
Softexpert
Superdocu
Tradewheel
Vendorica
Weproc
Zenwork Payments
Zoho Supply Chain Management
Discontinued, still offered
No shut-down product was recommended here.