ERP systems for enterprise buyers
Asked as “ERP system”, and as “enterprise resource planning software for finance”, on behalf of an enterprise B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
48%
Clear leader
48SAP S/4HANA19Oracle Fusion Cloud ERP17Microsoft Dynamics 365 Finance17others
48% of first choices, clear leader.
Since October 2026▼−4Since October 2026: 52% → 48%, −4 points. Inside the 10-point floor: within noise.SAP S/4HANA held the lead, −4 points on 52%, 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
Odoo31%Contested▼−8Since October 2026: 39% → 31%, −8 points. Inside the 10-point floor: within noise.Standing →Mid-market
Oracle NetSuite41%Clear leader▲+2Since October 2026: 39% → 41%, +2 points. Inside the 10-point floor: within noise.Standing →Enterprise
SAP S/4HANA48%Clear leader▼−4Since October 2026: 52% → 48%, −4 points. Inside the 10-point floor: within noise.This page
Odoo31%Contested▼−8Since October 2026: 39% → 31%, −8 points. Inside the 10-point floor: within noise.Standing →Mid-marketOracle NetSuite41%Clear leader▲+2Since October 2026: 39% → 41%, +2 points. Inside the 10-point floor: within noise.Standing →EnterpriseSAP S/4HANA48%Clear leader▼−4Since October 2026: 52% → 48%, −4 points. Inside the 10-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01SAP S/4HANA48%19%74endorsed leader▼−4Since October 2026: 52% → 48%, −4 points. Inside the 10-point floor: within noise.52% → 48%
SAP S/4HANA48%19%74endorsed leader▼−4Since October 2026: 52% → 48%, −4 points. Inside the 10-point floor: within noise.52% → 48%02
Oracle Fusion Cloud ERP19%16%64accepted challenger▼−7Since October 2026: 26% → 19%, −7 points. Inside the 10-point floor: within noise.26% → 19%
Oracle Fusion Cloud ERP19%16%64accepted challenger▼−7Since October 2026: 26% → 19%, −7 points. Inside the 10-point floor: within noise.26% → 19%03
Microsoft Dynamics 365 Finance17%3%39accepted challenger▲+7Since October 2026: 10% → 17%, +7 points. Inside the 10-point floor: within noise.10% → 17%
Microsoft Dynamics 365 Finance17%3%39accepted challenger▲+7Since October 2026: 10% → 17%, +7 points. Inside the 10-point floor: within noise.10% → 17%04Oracle NetSuite6%42%38criticized challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 10-point floor: within noise.0% → 6%
Oracle NetSuite6%42%38criticized challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 10-point floor: within noise.0% → 6%05
Workday Financial Management4%14%51accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%
Workday Financial Management4%14%51accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%06Microsoft Dynamics 3654%18%28accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%
07
Acumatica2%54%13criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Acumatica2%54%13criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%Show the three products at 0%, ordered by negative rate
10
Epicor Kinetic0%40%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Epicor Kinetic0%40%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%08
Infor CloudSuite0%23%35accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Infor CloudSuite0%23%35accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
IFS Cloud0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
IFS Cloud0%0%15accepted 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.
Head to head
Oracle NetSuite vs OdooOracle NetSuite vs Microsoft Dynamics 365 Business CentralOracle NetSuite vs ERPNext
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.All twenty-one head-to-head pages: the top seven products, each against each
Oracle NetSuite vs AcumaticaOracle NetSuite vs Sage IntacctOracle NetSuite vs SAP Business OneOdoo vs Microsoft Dynamics 365 Business CentralOdoo vs ERPNextOdoo vs AcumaticaOdoo vs Sage IntacctOdoo vs SAP Business OneMicrosoft Dynamics 365 Business Central vs ERPNextMicrosoft Dynamics 365 Business Central vs AcumaticaMicrosoft Dynamics 365 Business Central vs Sage IntacctMicrosoft Dynamics 365 Business Central vs SAP Business OneERPNext vs AcumaticaERPNext vs Sage IntacctERPNext vs SAP Business OneAcumatica vs Sage IntacctAcumatica vs SAP Business OneSage Intacct vs SAP Business One
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 →
0102030405M06
07080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01SAP S/4HANA48%
SAP S/4HANA48%02Oracle Fusion Cloud ERP19%
Oracle Fusion Cloud ERP19%03Microsoft Dynamics 365 Finance17%
Microsoft Dynamics 365 Finance17%04Oracle NetSuite6%
Oracle NetSuite6%05Workday Financial Management4%
Workday Financial Management4%06Microsoft Dynamics 3654%
07Acumatica2%
Acumatica2%08Infor CloudSuite0%
Infor CloudSuite0%09IFS Cloud0%
IFS Cloud0%10Epicor Kinetic0%
Epicor Kinetic0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX 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 S/4HANA19%
14 of 74 labels negative · 12 of 14 models · 1 hard negative
“Recent failure analysis points to SAP S/4HANA as the center of gravity for the largest documented losses from 2020-2025” Muse Glimmer 30B, negative prompt
Oracle NetSuite42%
16 of 38 labels negative · 11 of 14 models · 4 hard negative
“What I'd avoid as a first pick for your size ... NetSuite, but those are usually stronger fits for smaller or less complex organizations” GPT-5.4 mini, paraphrase prompt
Infor CloudSuite23%
8 of 35 labels negative · 8 of 14 models
“it's often seen as "Upper Tier II" for organizations up to ~$750M revenue... Avoid as a one-size-fits-all for non-specialized large enterprises.” Grok 4.20, negative prompt
Oracle Fusion Cloud ERP16%
10 of 64 labels negative · 6 of 14 models · 1 hard negative
“Birmingham City Council's troubled enterprise resource planning (ERP) system, built on Oracle software, has become a case study of how large-scale IT projects can go awry.” Muse Glimmer 30B, negative 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
70 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. 796 links across 263 sites, every framing counted. Ranked by the number of answers carrying the site or page. 17 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.
47 answers · 146 citations · 12 models
16 answers · 26 citations · 6 models
13 answers · 13 citations · 7 models
12 answers · 14 citations · 7 models
vendor site · Oracle10 answers · 18 citations · 7 models
vendor site · NetSuite10 answers · 13 citations · 4 models
10 answers · 11 citations · 9 models
vendor site · SAP9 answers · 15 citations · 6 models
8 answers · 12 citations · 7 models
8 answers · 12 citations · 7 models
vendor site · Microsoft8 answers · 10 citations · 4 models
8 answers · 9 citations · 7 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 · 11 models
29 answers · 10 models
13 answers · 7 models
7 answers · 4 models
6 answers · 6 models
6 answers · 5 models
6 answers · 4 models
6 answers · 5 models
6 answers · 4 models
5 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 erp system”, “erp system”, “erp systems”. 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 |
|---|---|---|---|---|---|---|---|---|
| SAP S/4HANA sap.com | 48% | 160 | 376 | 2,214,514 | $1,251 | 23 | 2 | |
| Oracle Fusion oracle.com Oracle Fusion Cloud ERP 19% | 19% | 121 | 3,600 | 11 | 7,410,638 company | $247 | 101 | 1 |
| Microsoft Dynamics microsoft.com Microsoft Dynamics 365 Finance 17% | 17% | 108 | 390 | 21 | 145,358,109 company | $12,455 | 103 | |
| Oracle parent site Oracle NetSuite 6% | 6% | 542 | 450,000 | 66,611 | ||||
| Workday parent site Workday Financial Management 4% | 4% | 110 | 1,220,000 | 23,848 | ||||
| Microsoft Dynamics 365 | 4% | 12,100 | 604 | |||||
| SAP S/4HANA with RISE with SAP | 2% | |||||||
| Acumatica acumatica.com | 2% | 142 | 12,100 | 242 | 130,487 | $2,934 | 120 | |
| Infor CloudSuite infor.com Infor CloudSuite 0%, Infor CloudSuite Distribution 0%, Infor CloudSuite Financials 0% | 0% | 54 | 1,600 | 68 | 313,194 | $15,428 | 48 | |
| IFS Cloud ifs.com | 0% | 28 | 590 | 24 | 69,014 | $417 | 38 |
Google's top ten for the three searches hold 14 sites; 2 of them are among the sites the models cited here (oracle.com, sap.com). The first result for “best erp system” 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 ERP system for an enterprise B2B company?”Paraphrase“Which enterprise resource planning software for finance would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade ERP systems and how do they differ?”Budget-constrained“What is the best ERP system for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a ERP system. What should we look at?”Negative“Which ERP systems should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5SAP S/4HANASAP S/4HANAHeldSAP S/4HANAAcumaticano first choiceagainst: Oracle FLEXCUBE, SAP S/4HANA
Four alternatives
Infor CloudSuite, Microsoft Dynamics 365, Oracle Fusion Cloud ERP, Oracle NetSuiteThree alternatives
Microsoft Dynamics 365 Finance, Oracle NetSuite, Workday Financial ManagementOne alternative
Oracle NetSuiteGPT-5.4 miniOracle Fusion Cloud ERP, SAP S/4HANAOracle Fusion Cloud ERP, SAP S/4HANAHeldagainst: Microsoft Business Central, Oracle NetSuiteSAP S/4HANAMicrosoft Dynamics 365 Financeagainst: SAP S/4HANAno first choiceagainst: Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuite, Sage Intacct
Three alternatives
Infor CloudSuite, Microsoft Dynamics 365, Workday Financial ManagementOne alternative
Workday Financial ManagementFive alternatives
IFS Cloud, Infor CloudSuite, Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Workday Financial ManagementOne alternative
Oracle Fusion Cloud ERPGemini 3.5 FlashMicrosoft Dynamics 365, Oracle Fusion Cloud ERP, SAP S/4HANASAP S/4HANAChangedSAP S/4HANAMicrosoft Dynamics 365against: AcumaticaOracle NetSuiteagainst: SAP S/4HANAagainst: Acumatica, Infor Baan, JD Edwards, Lawson, Odoo, Oracle E-Business Suite, Oracle NetSuite, Oracle PeopleSoft, SAP ECC, Sage Intacct, Visual
Two alternatives
Oracle NetSuite, Workday Financial ManagementThree alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Workday Financial ManagementFour alternatives
Infor CloudSuite, Microsoft Dynamics 365, Oracle Fusion Cloud ERP, Workday Financial ManagementTwo alternatives
Oracle Fusion Cloud ERP, SAP S/4HANAThree alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Workday Financial ManagementPerplexity SonarSAP S/4HANAagainst: Oracle NetSuite, Workday Financial ManagementMicrosoft Dynamics 365 FinanceChangedagainst: Microsoft Dynamics 365 Business Central, Oracle NetSuiteSAP S/4HANAMicrosoft Dynamics 365 Financeagainst: Acumaticano first choiceagainst: Acumatica, Intuit Enterprise Suite, Odoo, Oracle NetSuite, QuickBooks, SAP Business One, SAP ECC, Sage Intacct, Workday Financial Management
Four alternatives
IFS Cloud, Infor CloudSuite, Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERPTwo alternatives
Oracle Fusion Cloud ERP, SAP S/4HANAFive alternatives
IFS Cloud, Infor CloudSuite, Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Workday Financial ManagementTwo alternatives
Oracle Fusion Cloud ERP, SAP S/4HANAGrok 4.20SAP S/4HANAagainst: Oracle NetSuite, Workday Financial ManagementSAP S/4HANAHeldOracle Fusion Cloud ERP, SAP S/4HANASAP S/4HANAno first choiceagainst: Epicor Kinetic, Infor CloudSuite, Microsoft Dynamics 365, Odoo, Oracle NetSuite, SAP S/4HANA, Sage, Workday Financial Management
Two alternatives
Microsoft Dynamics 365, Oracle Fusion Cloud ERPThree alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Workday Financial ManagementThree alternatives
Infor CloudSuite, Microsoft Dynamics 365, Workday Financial ManagementThree alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Workday Financial ManagementMistral SmallOracle NetSuiteSAP S/4HANAChangedMicrosoft Dynamics 365, Oracle Fusion Cloud ERP, SAP S/4HANAOracle Fusion Cloud ERP, SAP S/4HANAno first choiceagainst: Infor CloudSuite, Odoo, Oracle NetSuite, SAP S/4HANA
Four alternatives
Infor CloudSuite, Microsoft Dynamics 365, Oracle Fusion Cloud ERP, SAP S/4HANAThree alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Workday Financial ManagementTwo alternatives
Microsoft Dynamics 365 Finance, Workday Financial ManagementDeepSeek V4 FlashOracle Fusion Cloud ERP, SAP S/4HANASAP S/4HANAChangedSAP S/4HANAMicrosoft Dynamics 365 Financeagainst: Oracle Fusion Cloud ERPno first choiceagainst: Epicor Kinetic, Infor CloudSuite, Microsoft Dynamics GP, Oracle E-Business Suite, Oracle NetSuite, SAP S/4HANA, Sage X3
Two alternatives
Infor CloudSuite, Microsoft Dynamics 365 FinanceThree alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Workday Financial ManagementFour alternatives
Infor CloudSuite, Microsoft Dynamics 365, Oracle Fusion Cloud ERP, Workday Financial ManagementOne alternative
SAP S/4HANALlama 4 MaverickSAP S/4HANAMicrosoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, SAP S/4HANAChangedno first choiceOracle Fusion Cloud ERP, SAP S/4HANAno first choiceagainst: Acumatica, Odoo, Oracle NetSuite, SAP S/4HANA
Three alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Workday Financial ManagementQwen 3.7 FlashMicrosoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, SAP S/4HANAOracle Fusion Cloud ERPChangedSAP S/4HANAMicrosoft Dynamics 365 Finance, Workday Financial Managementagainst: Oracle Fusion Cloud ERP, SAP S/4HANAno first choiceagainst: Infor CloudSuite, Microsoft Dynamics 365, Oracle E-Business Suite, Oracle Fusion Cloud ERP, Oracle NetSuite, PeopleSoft Financials/HRMS, SAP ECC, SAP S/4HANA
Two alternatives
Infor CloudSuite, Workday Financial ManagementThree alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANA, Workday Financial ManagementFive alternatives
IFS Cloud, Infor CloudSuite, Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Workday Financial ManagementKimi K2Oracle NetSuiteSAP S/4HANAChangedSAP S/4HANAWorkday Financial Managementagainst: Oracle Fusion Cloud ERPno first choiceagainst: Oracle NetSuiteagainst: Acumatica, Infor CloudSuite, Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA, Sage, Workday Financial Management
Three alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, SAP S/4HANAThree alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Workday Financial ManagementFour alternatives
Infor CloudSuite, Microsoft Dynamics 365, Oracle Fusion Cloud ERP, Workday Financial ManagementTwo alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANAFive alternatives
Ariba, Infor CloudSuite, Microsoft Dynamics 365 Finance, Oracle Fusion Procurement, SAP S/4HANAGLM 4.7 FlashXno first choiceSAP S/4HANAChangedno first choiceSAP S/4HANA with RISE with SAPagainst: Oracle Fusion Cloud ERPno first choiceagainst: Epicor Kinetic, Infor CloudSuite, Microsoft Dynamics 365, Oracle, SAP S/4HANA, Workday Financial Management
Five alternatives
Acumatica, Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANAThree alternatives
Microsoft Dynamics 365, Oracle Fusion Cloud ERP, Workday Financial ManagementOne alternative
Microsoft Dynamics 365 FinanceMiniMax M2.5SAP S/4HANASAP S/4HANAHeldno first choiceMicrosoft Dynamics 365 Financeagainst: Oracle Fusion Cloud ERPno first choiceagainst: Epicor Kinetic, Infor CloudSuite, Microsoft Dynamics 365, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA, Sage, Workday Financial Management
Two alternatives
Microsoft Dynamics 365, Oracle Fusion Cloud ERPTwo alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERPThree alternatives
Infor CloudSuite, SAP S/4HANA, Workday Financial ManagementGPT-6 LunaSAP S/4HANAOracle Fusion Cloud ERPChangedno first choiceMicrosoft Dynamics 365 Financeno first choiceagainst: Microsoft Dynamics 365 Business Central, Microsoft Dynamics AX 2012, Microsoft Dynamics GP, SAP ECC, SAP ERP
Four alternatives
IFS Cloud, Infor CloudSuite Distribution, Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERPTwo alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANAOne alternative
SAP S/4HANA Cloud Public EditionMuse Glimmer 30BSAP S/4HANASAP S/4HANAHeldSAP S/4HANASAP S/4HANAagainst: Oracle Fusion Cloud ERPno first choiceagainst: Infor CloudSuite, Microsoft Dynamics 365, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA
Five alternatives
IFS Cloud, Infor Cloud Suite, Microsoft Dynamics 365, Oracle Fusion Cloud ERP, Workday Financial ManagementThree alternatives
Microsoft Dynamics 365, Oracle Fusion Cloud ERP, Workday Financial ManagementSeven alternatives
Epicor Kinetic, IFS Cloud, Infor CloudSuite, Microsoft Dynamics 365, Oracle Fusion Cloud ERP, Oracle NetSuite, Workday Financial ManagementTwo alternatives
Acumatica, Microsoft Dynamics 365Bold 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 12:39 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:07 | yes | 4 | 6 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 11:23 | no | 0 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:03 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 5 | 29 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:13 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:30 | yes | 25 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:37 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:33 | yes | 5 | 17 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:44 | yes | 15 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:57 | yes | 23 | 72 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:30 | yes | 15 | 34 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:51 | yes | 5 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:27 | yes | 14 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:12 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:10 | yes | 1 | 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 10:37 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:00 | yes | 10 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 26 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:46 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:04 | yes | 19 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:01 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:45 | yes | 9 | 49 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:57 | yes | 8 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:55 | yes | 14 | 79 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:31 | no | 0 | 12 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:35 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:50 | yes | 13 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:55 | yes | 18 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:49 | yes | 9 | 8 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 12:32 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:48 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:10 | yes | 5 | 39 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:10 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:26 | yes | 24 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:00 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:01 | yes | 5 | 17 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:53 | yes | 15 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:19 | yes | 25 | 60 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:04 | yes | 5 | 24 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:46 | yes | 6 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:37 | yes | 15 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:58 | yes | 20 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:11 | no | 0 | 3 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 08:48 | yes | 11 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:19 | yes | 10 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 26 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:56 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:11 | yes | 24 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:14 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:58 | no | 0 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:39 | yes | 24 | 73 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:55 | yes | 25 | 35 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:39 | yes | 5 | 96 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:35 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:38 | yes | 12 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:06 | yes | 20 | 10 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:01 | 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 09:28 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:42 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 5 | 30 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:23 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:49 | yes | 20 | 32 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:07 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:28 | no | 0 | 37 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:50 | yes | 10 | 68 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:16 | yes | 11 | 47 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:19 | no | 0 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:36 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:43 | yes | 14 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:22 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:04 | yes | 5 | 6 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 08:51 | no | 0 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:37 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:16 | yes | 11 | 42 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:39 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:40 | yes | 25 | 50 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:24 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:04 | yes | 5 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:47 | yes | 24 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:00 | yes | 24 | 173 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:53 | yes | 15 | 114 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:42 | yes | 5 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:11 | yes | 22 | 44 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
Dynamics 365 Business Central read as Microsoft Dynamics 365 Business Central
Epicor read as Epicor Kinetic
Infor read as Infor CloudSuite
Infor (CloudSuite LN / M3) read as Infor CloudSuite
Microsoft Dynamics 365 Finance read as Microsoft Dynamics 365 Finance
NetSuite read as Oracle NetSuite
NetSuite (Oracle Cloud ERP) read as Oracle NetSuite
NetSuite (Oracle NetSuite) read as Oracle NetSuite
NetSuite (Oracle) read as Oracle NetSuite
NetSuite (by Oracle) read as Oracle NetSuite
NetSuite ERP read as Oracle NetSuite
Oracle Cloud ERP read as Oracle Fusion Cloud ERP
Oracle Cloud ERP (Fusion Cloud) read as Oracle Fusion Cloud ERP
Oracle Cloud ERP (formerly Fusion Cloud) read as Oracle Fusion Cloud ERP
Oracle ERP (including Oracle Fusion) read as Oracle Fusion Cloud ERP
Oracle ERP Cloud read as Oracle Fusion Cloud ERP
Oracle ERP Cloud (Fusion Cloud) read as Oracle Fusion Cloud ERP
Oracle Fusion read as Oracle Fusion Cloud ERP
Oracle Fusion Cloud read as Oracle Fusion Cloud ERP
SAP read as SAP S/4HANA
SAP (S/4HANA & RISE with SAP) read as SAP S/4HANA
SAP (Specifically SAP S/4HANA) read as SAP S/4HANA
SAP Cloud ERP read as SAP S/4HANA
Workday read as Workday Financial Management
Workday (Financials) read as Workday Financial Management
Workday Enterprise Management Cloud read as Workday Financial Management
Workday Financials read as Workday Financial Management
Unresolved, counted raw
Acumatica ERP
Infor Baan
Infor Cloud Suite
Microsoft Dynamics AX 2012
Oracle Fusion Procurement
PeopleSoft Financials/HRMS
Priority
SAP Ariba Buying and Invoicing
SAP S/4HANA with RISE with SAP
Visual
Discontinued, still offered
No shut-down product was recommended here.