Strategic sourcing for small business buyers
Asked as “strategic sourcing software”, and as “e-sourcing and RFP tool”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
31%
Contested · Precoro 11%
31Tradogram11Precoro11oboloo47others
31% 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.
All fifteen head-to-head pages: the top six products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Tradogram31%
Tradogram31%02Precoro11%
Precoro11%03oboloo11%
oboloo11%04Market Dojo9%
Market Dojo9%05Procurify4%
Procurify4%06Manatal0%
Manatal0%07LinkedIn Recruiter0%
LinkedIn Recruiter0%08Jaggaer0%
Jaggaer0%09Coupa0%
Coupa0%10SAP Ariba0%
SAP Ariba0%What they warned about
One 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 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 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.
SAP Ariba88%
22 of 25 labels negative · 11 of 12 models · 15 hard negative
“enterprise-level strategic sourcing and procure-to-pay (P2P) suites like SAP Ariba, Coupa, or GEP SMART are out of the question” Gemini 3.5 Flash, budget prompt
Coupa83%
19 of 23 labels negative · 8 of 12 models · 14 hard negative
“Enterprise Procure-to-Pay (P2P) and Strategic Sourcing Software (e.g., Coupa, SAP Ariba) ... **Why avoid:** These systems are incredibly complex” Gemini 3.5 Flash, negative prompt
Jaggaer77%
10 of 13 labels negative · 6 of 12 models · 10 hard negative
“What to avoid on a tight budget - **JAGGAER One / Coupa:** Enterprise-grade... Not viable for small budgets.” DeepSeek V4 Flash, budget prompt
LinkedIn Recruiter42%
5 of 12 labels negative · 5 of 12 models · 2 hard negative
“sourcing tools that small businesses should approach with caution or avoid altogether... **LinkedIn Recruiter Corporate** ($10,800-$15,000+ per seat annually)” MiniMax M2.5, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 1085 links across 276 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · G238 answers · 76 citations · 12 models
vendor site · Sourceforge31 answers · 50 citations · 12 models
31 answers · 36 citations · 12 models
vendor site · Spendflo26 answers · 33 citations · 9 models
25 answers · 29 citations · 11 models
23 answers · 24 citations · 9 models
vendor site · Tradogram19 answers · 22 citations · 10 models
19 answers · 21 citations · 10 models
17 answers · 24 citations · 8 models
15 answers · 15 citations · 9 models
vendor site · AuraVMS14 answers · 19 citations · 9 models
vendor site · Guideflow14 answers · 14 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.
30 answers · 12 models
23 answers · 11 models
22 answers · 10 models
19 answers · 9 models
17 answers · 8 models
15 answers · 7 models
13 answers · 9 models
13 answers · 8 models
13 answers · 8 models
12 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 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 |
|---|---|---|---|---|---|---|---|
| Tradogram tradogram.com | 31% | 151 | 880 | 4 | 208,129 | 1 | |
| Precoro precoro.com | 11% | 283 | 1,000 | 3 | 82,966 | 86 | |
| oboloo oboloo.com | 11% | 37 | 20 | 0 | 11,787 | ||
| Market Dojo marketdojo.com | 9% | 31 | 260 | 8 | 261 | $121 | 3 |
| Loopio loopio.com | 5% | 15 | 3,600 | 80 | 4,640 | 26 | |
| Procurify procurify.com | 4% | 220 | 4,400 | 43 | 62,225 | $282 | 14 |
| Spendflo spendflo.com | 4% | 37 | 390 | 5 | 18,298 | 0 | |
| Proposify proposify.com | 2% | 7 | 3,600 | 28 | 38,103 | 27 | |
| Ramp ramp.com | 2% | 1042 | 246,000 | 49,733 | 770,056 | $13,511 | 120 |
| Prokuria prokuria.com | 2% | 6 |
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 small B2B company?”Paraphrase“Which e-sourcing and RFP tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top sourcing tools for a small team and how do they differ?”Budget-constrained“What is the best strategic sourcing software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a strategic sourcing software. What should we look at?”Negative“Which sourcing tools should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceBonfireChangedagainst: ProposableManatalSourceRFX, Tradogramno first choiceagainst: Coupa, SAP Ariba
Two alternatives
Arphie, SiftHubFour alternatives
Juicebox, Loxo, Pin, WorkableThree alternatives
Precoro, ProcurePort, obolooGPT-5.4 miniPrecoroagainst: SAP AribaLoopio, TradogramChangedLinkedIn RecruiterPrecoro, Procurifyagainst: SAP Aribano first choicenothing named
Two alternatives
Procurify, Workday Strategic SourcingOne alternative
ProcurementExpress.comTwo alternatives
HireEZ, SeekOutOne alternative
Sourcing ForceGemini 3.5 FlashTradogramagainst: Coupa, GEP SMART, SAP AribaMarket DojoChangedagainst: Coupa, SAP AribaPinobolooagainst: Coupa, GEP SMART, SAP AribaPrecoro, Tradogramagainst: Coupa, Jaggaer, NetSuite, SAP Aribaagainst: AliExpress, Alibaba, Beamery, CJ Dropshipping, Coupa, Enterprise Gem, Fiverr Enterprise, LinkedIn Recruiter, SAP Ariba, Upwork, iCIMS
Four alternatives
AutoRFP.ai, Catapult, Kodiak Hub, PrecoroFour alternatives
Loopio, PandaDoc, Procurify, SteerlabFour alternatives
Gem, Juicebox, Loxo, RocketReachFour alternatives
Olive, Precoro, Procuman, TradogramFour alternatives
Procurify, Tropic, Vendr, ZipPerplexity SonarTradogramMarket DojoChangedManatal, Pinagainst: GemTradogramagainst: SAP Aribano first choicenothing named
Two alternatives
Procol, obolooThree alternatives
BusinessBid, Procol, obolooFour alternatives
Fetcher, HireEZ, Juicebox, LeonarThree alternatives
Bellwether Purchasing Software, Procol, obolooGrok 4.1 FastTradogramProposifyChangedagainst: AutoRFP.ai, ResponsiveBreezy HR, Loxooboloono first choiceagainst: 1688.com, Alibaba, DHgate, Global Sources, ThomasNet
Three alternatives
Market Dojo, Precoro, ProcurifyOne alternative
LoopioThree alternatives
Fetcher, Manatal, WorkableThree alternatives
Market Dojo, Procurify, VendorPanelThree alternatives
Scoutbee, Team Procure, TradogramMistral SmallTradogramLoopioChangedManatalagainst: SeekOutTradogramno first choiceagainst: Coupa, Ivalua, Jaggaer, SAP Ariba
Two alternatives
Penny Software, SpendfloTwo alternatives
Bellwether Purchasing Software, ScanmarketTwo alternatives
ContactOut, NoXXOne alternative
AuraVMSDeepSeek V4 FlashMarket Dojoagainst: Coupa, SAP AribaAutoRFP.aiChangedagainst: Loopio, Qvidian, ResponsiveLoxoagainst: Gem, HireEZ, LinkedIn RecruiterTradogramagainst: Coupa, Jaggaer, Precoro, ProcureDeskno first choiceagainst: Coupa, Jaggaer, SAP Aribaagainst: 1688.com, AliExpress, Alibaba, Coupa, DHgate, Global Sources, Ivalua, Jaggaer, Made-in-China, Oracle Fusion Cloud Procurement, SAP Ariba
Four alternatives
Precoro, Procol, ProcurePort, VendorfulTwo alternatives
DeepRFP, TribbleFive alternatives
ContactOut, Fetcher, Juicebox, Manatal, SeekOutOne alternative
ProcurePortSix alternatives
DeepStream, Fairmarkit, Precoro, Procurify, Tradogram, VendorfulLlama 4 MaverickGlobalityno first choiceChangedLoxoRampno first choiceagainst: Alibaba, Global Sources, ThomasNet
One alternative
NextBuyFour alternatives
Juicebox, Leonar, Manatal, PinThree alternatives
ControlHub, Precoro, TradogramQwen 3.7 FlashProcurify1upChangedPinobolooagainst: Coupa, Precoro, SAP Aribano first choiceagainst: Oracle NetSuite, SAP, Salesforce CPQ
Four alternatives
Airtable, Kissflow Procurement, Spendesk, Zoho ExpenseTwo alternatives
Presel, SteerlabThree alternatives
Juicebox, Loxo, ManatalThree alternatives
Procurify, SourceRFX, TradogramFour alternatives
Covesting, NegoCloud, Procurify, ZigluKimi K2Precoroagainst: Coupa, Ivalua, Jaggaer, SAP AribaProkuriaChangedagainst: ScoutbeeContactOut, Gemagainst: HireEZ, SeekOutobolooagainst: Coupa, Ivalua, Jaggaer, SAP AribaAuraVMS, Precoro, Tradogramagainst: Coupa, GEP SMART, Ivalua, Jaggaer, SAP Aribaagainst: Coupa, DSers, Ivalua, SAP Ariba
Four alternatives
Archlet, Prokuria, Team Procure, obolooFour alternatives
Bonfire, PandaDoc, PowerRFP, ProposifyOne alternative
LinkedIn RecruiterTwo alternatives
Precoro, TradogramTwo alternatives
Zapro, obolooGLM 4.7 FlashXTradogramTradogramHeldGemSpendwise, TYASuite Procurement, Tradogramno first choiceagainst: Beamery, Coupa, GEP SMART, HireEZ, Jaggaer, LinkedIn Recruiter, Microsoft Dynamics 365, Oracle NetSuite, Oracle Sourcing, Oracle Taleo, Pymetrics, SAP Ariba, SAP S/4HANA, Workday HCM, Workday P2P/T&E, iCIMS
Two alternatives
Precoro, ProcureDeskTwo alternatives
Loopio, PrecoroOne alternative
LinkedIn RecruiterTwo alternatives
Prokuria, RampMiniMax M2.5Precoro, Tradogramagainst: Coupa, SAP AribaInventive AI, LoopioChangedPinSpendflo, TradogramTradogramagainst: Coupa, Gem, HireEZ, Jaggaer, LinkedIn Recruiter, SAP Ariba, SeekOut
Three alternatives
Airbase, NextBuy, ProcurifyTwo alternatives
AutoRFP.ai, PowerRFPTwo alternatives
LinkedIn Recruiter, ManatalThree alternatives
Kissflow, Market Dojo, PrecoroFour alternatives
Precoro, ProcureKey, Procurify, obolooBold 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
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 | 2026-10-01 09:16 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:43 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:53 | yes | 9 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:39 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:42 | yes | 21 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:55 | yes | 13 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:57 | yes | 21 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:12 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:30 | no | 0 | 43 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:01 | yes | 16 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:00 | yes | 19 | 48 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:49 | yes | 20 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:27 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:07 | yes | 3 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:13 | yes | 16 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:33 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:33 | yes | 22 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:19 | yes | 13 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:32 | yes | 21 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:06 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:47 | yes | 10 | 58 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:29 | yes | 23 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:39 | yes | 22 | 29 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:01 | yes | 9 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:08 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:41 | yes | 3 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:02 | yes | 24 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:38 | yes | 20 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:05 | yes | 22 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:25 | yes | 9 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:01 | yes | 23 | 63 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:57 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:55 | yes | 10 | 60 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:24 | yes | 25 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:09 | yes | 25 | 143 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:37 | yes | 5 | 16 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:32 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:43 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:38 | yes | 32 | 32 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 07:58 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:48 | yes | 25 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:32 | yes | 14 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:55 | yes | 22 | 35 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:08 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:38 | yes | 8 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:05 | yes | 20 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:37 | yes | 18 | 37 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:42 | yes | 9 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:41 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:43 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:20 | yes | 11 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:28 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:15 | yes | 13 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:25 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:01 | yes | 19 | 45 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:14 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:38 | no | 0 | 45 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:46 | yes | 18 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:45 | yes | 10 | 13 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:10 | yes | 10 | 72 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:00 | yes | 18 | 15 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:02 | yes | 3 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:21 | yes | 15 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:50 | yes | 24 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:06 | yes | 23 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:42 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:32 | yes | 20 | 21 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:04 | yes | 5 | 7 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:25 | no | 0 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:18 | yes | 24 | 20 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:21 | yes | 15 | 49 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:48 | yes | 16 | 55 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
1688 read as 1688.com
GEP read as GEP SMART
Workday P2P read as Workday P2P/T&E
Unresolved, counted raw
1up
Ashby
Aurora
Bellwether BPM
Breezy HR
Catapult
Covesting
DSers
Determine, Inc.
Enterprise Gem
Europages
FASHIONGO
Globality
GoPerfect
Inventive AI
Kompass
Loopio Foundations
Maker's Row
MasdarPro
Microsoft Power Apps
NegoCloud
NoXX (NoXX.ai)
OpenText Sourcing
Oracle Sourcing
Penny Software
Presel
Proposable
Pymetrics
QIMA
QorusDocs/Iris
QuoteWerks
RFQ.io
RFXapp
Rival
SeekOut Recruit Core
Snookr
Sourcing.io
Tribble
V-Trust
VendorPanel
Wholesale Central
Workday HCM
Ziglu
Zoho Recruit
Discontinued, still offered
No shut-down product was recommended here.