ERP systems for small business buyers
Asked as “ERP system”, and as “enterprise resource planning software for finance”, 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
31%
Contested · Microsoft Dynamics 365 Business Central 22%
31Odoo22Microsoft Dynamics 365 Business Central14Oracle NetSuite33others
31% of first choices, contested.
Since October 2026▼−8Since October 2026: 39% → 31%, −8 points. Inside the 10-point floor: within noise.Odoo held the lead, −8 points on 39%, 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.This pageMid-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.Standing →
Odoo31%Contested▼−8Since October 2026: 39% → 31%, −8 points. Inside the 10-point floor: within noise.This pageMid-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.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 October 2026
01Odoo31%9%67endorsed leader▼−8Since October 2026: 39% → 31%, −8 points. Inside the 10-point floor: within noise.39% → 31%
Odoo31%9%67endorsed leader▼−8Since October 2026: 39% → 31%, −8 points. Inside the 10-point floor: within noise.39% → 31%02
Microsoft Dynamics 365 Business Central22%10%59accepted challenger▲+6Since October 2026: 16% → 22%, +6 points. Inside the 10-point floor: within noise.16% → 22%
Microsoft Dynamics 365 Business Central22%10%59accepted challenger▲+6Since October 2026: 16% → 22%, +6 points. Inside the 10-point floor: within noise.16% → 22%03Oracle NetSuite14%37%62criticized challenger▲+9Since October 2026: 5% → 14%, +9 points. Inside the 10-point floor: within noise.5% → 14%
Oracle NetSuite14%37%62criticized challenger▲+9Since October 2026: 5% → 14%, +9 points. Inside the 10-point floor: within noise.5% → 14%04
ERPNext8%8%24accepted challenger▼−4Since October 2026: 12% → 8%, −4 points. Inside the 10-point floor: within noise.12% → 8%
ERPNext8%8%24accepted challenger▼−4Since October 2026: 12% → 8%, −4 points. Inside the 10-point floor: within noise.12% → 8%05
Zoho One8%5%19accepted challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 10-point floor: within noise.4% → 8%
Zoho One8%5%19accepted challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 10-point floor: within noise.4% → 8%06
Acumatica6%10%48accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 10-point floor: within noise.4% → 6%
Acumatica6%10%48accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 10-point floor: within noise.4% → 6%07
Sage Intacct4%6%34accepted challenger▼−12Since October 2026: 16% → 4%, −12 points. Past the 10-point floor: movement.16% → 4%
Sage Intacct4%6%34accepted challenger▼−12Since October 2026: 16% → 4%, −12 points. Past the 10-point floor: movement.16% → 4%Show the three products at 0%, ordered by negative rate
10SAP S/4HANA0%85%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
SAP S/4HANA0%85%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
QuickBooks0%21%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
QuickBooks0%21%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%08
SAP Business One0%17%42accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
SAP Business One0%17%42accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.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 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 small business.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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Odoo31%
Odoo31%02Microsoft Dynamics 365 Business Central22%
Microsoft Dynamics 365 Business Central22%03Oracle NetSuite14%
Oracle NetSuite14%04ERPNext8%
ERPNext8%05Zoho One8%
Zoho One8%06Acumatica6%
Acumatica6%07Sage Intacct4%
Sage Intacct4%08SAP Business One0%
SAP Business One0%09QuickBooks0%
QuickBooks0%10SAP S/4HANA0%
SAP S/4HANA0%What they warned about
Four of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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.
Oracle NetSuite37%
23 of 62 labels negative · 12 of 14 models · 6 hard negative
“Oracle NetSuite may be too expensive for businesses on a tighter budget... Overkill for businesses under $2M revenue” Muse Glimmer 30B, negative prompt
SAP S/4HANA85%
11 of 13 labels negative · 9 of 14 models · 9 hard negative
“Here are the ERP systems and solutions you should generally avoid or approach with extreme caution... SAP S/4HANA” Qwen 3.7 Flash, negative prompt
Oracle Fusion Cloud ERP100%
9 of 9 labels negative · 9 of 14 models · 7 hard negative
“Oracle ERP is designed for larger, more complex companies... Each Oracle license is expensive compared to its competitors” Claude Haiku 4.5, negative prompt
SAP Business One17%
7 of 42 labels negative · 6 of 14 models · 3 hard negative
“Avoid purchasing large systems like NetSuite, SAP Business One, or Microsoft Dynamics 365 Business Central” Gemini 3.5 Flash, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
69 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 711 links across 220 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.
50 answers · 113 citations · 12 models
31 answers · 35 citations · 12 models
vendor site · Capterra30 answers · 40 citations · 11 models
vendor site · G220 answers · 25 citations · 9 models
15 answers · 24 citations · 6 models
15 answers · 15 citations · 9 models
vendor site · Cin714 answers · 18 citations · 9 models
13 answers · 13 citations · 8 models
11 answers · 11 citations · 7 models
vendor site · NetSuite9 answers · 14 citations · 7 models
9 answers · 9 citations · 5 models
vendor site · Acumatica8 answers · 10 citations · 6 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.
25 answers · 10 models
17 answers · 10 models
17 answers · 9 models
17 answers · 8 models
15 answers · 8 models
14 answers · 9 models
14 answers · 6 models
13 answers · 8 models
13 answers · 8 models
13 answers · 7 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 |
|---|---|---|---|---|---|---|---|
| Odoo odoo.com | 31% | 122 | 49,500 | 3,053 | 406,262 | $644 | 95 |
| Microsoft Dynamics microsoft.com Microsoft Dynamics 365 Business Central 22% | 22% | 140 | 2,900 | 50 | 145,358,109 company | $12,455 | 103 |
| Oracle parent site Oracle NetSuite 14% | 14% | 542 | 450,000 | 66,611 | |||
| ERPNext erpnext.com | 8% | 42 | 5,400 | 128 | 1,862 | ||
| Zoho parent site Zoho One 8% | 8% | 20 | 18,100 | 178 | |||
| Acumatica acumatica.com | 6% | 142 | 12,100 | 242 | 130,487 | $2,934 | 120 |
| Sage sage.com Sage Intacct 4%, Sage 0% | 4% | 500 | 246,000 | 90,599 | 1,737,127 company | $114,671 | 78 |
| Xero xero.com | 2% | 729 | 90,500 | 4,610 | 1,200,289 | $500 | 119 |
| Zoho zoho.com Zoho Books 2%, Zoho 0% | 2% | 367 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 |
| ERPNext Community | 2% |
Google's top ten for the three searches hold 14 sites; 0 of them are among the sites the models cited here. 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 a small B2B company?”Paraphrase“Which enterprise resource planning software for finance would you recommend to a small business that sells to other businesses?”Comparative“What are the top ERP systems for a small team and how do they differ?”Budget-constrained“What is the best ERP system for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a ERP system. What should we look at?”Negative“Which ERP systems should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldno first choiceagainst: Epicor Kinetic, SAP Business OneOdoono first choiceagainst: Oracle Fusion Cloud ERP, SAP ERP, SAP S/4HANA
One alternative
ERPNextGPT-5.4 miniMicrosoft Dynamics 365 Business CentralAcumaticaChangedMicrosoft Dynamics 365 Business Central, Odooagainst: Oracle NetSuiteOdoono first choicenothing named
Five alternatives
Intuit Enterprise Suite, Odoo, Oracle NetSuite, QuickBooks, Sage IntacctFour alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuite, Sage, Zoho Finance PlusOne alternative
SAP Business OneTwo alternatives
MRPeasy, QuickBooksGemini 3.5 FlashMicrosoft Dynamics 365 Business Central, OdooZoho Books, Zoho OneChangedOdooagainst: Oracle NetSuiteZoho Oneagainst: Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business Oneno first choiceagainst: Oracle Cloud, QuickBooks, SAP S/4HANAagainst: Airtable, Infor CloudSuite, Microsoft Dynamics 365 Finance, Monday.com, Notion, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA, Sage, Zapier
Three alternatives
Acumatica, Oracle NetSuite, Sage IntacctFour alternatives
Oracle NetSuite, QuickBooks, Sage Intacct, XeroFour alternatives
ERPNext, Katana Cloud Manufacturing, Microsoft Dynamics 365 Business Central, Zoho OneThree alternatives
Dolibarr, ERPNext, OdooSix alternatives
Acumatica, Microsoft Dynamics 365, Odoo, Oracle NetSuite, Sage Intacct, Zoho OnePerplexity SonarMicrosoft Dynamics 365 Business CentralMicrosoft Dynamics 365 Business CentralHeldagainst: Oracle NetSuiteOdooagainst: Oracle NetSuiteOdooagainst: Microsoft Dynamics 365 Business Centralno first choiceagainst: Acumatica, ERPNext, Microsoft Dynamics 365 Business Central, Odoo, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA, Workday Financial Management
Five alternatives
Acumatica, Odoo, Oracle NetSuite, SAP Business One, Sage IntacctTwo alternatives
Odoo, Sage IntacctFour alternatives
Acumatica, Microsoft Dynamics 365 Business Central, SAP Business One, Sage IntacctThree alternatives
ERPNext, MRPeasy, Zoho OneGrok 4.20OdooOdooHeldOdooagainst: QuickBooks Online with ERP add-onsERPNext, Odooagainst: Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business One, Sage Intacctno first choiceagainst: SAP Business Oneagainst: Microsoft Dynamics 365, Odoo, Oracle Fusion Cloud ERP, SAP ERP
Four alternatives
Acumatica, ERPNext, Oracle NetSuite, SAP Business OneTwo alternatives
Microsoft Dynamics 365 Business Central, Sage IntacctFour alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business One, Sage IntacctOne alternative
Zoho One or Zoho BooksFour alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Odoo, Oracle NetSuiteMistral SmallMicrosoft Dynamics 365 Business Central, Oracle NetSuiteOracle NetSuiteChangedOracle NetSuiteERPNext, Odooagainst: Microsoft Dynamics 365 Business Central, Oracle NetSuiteno first choiceagainst: Microsoft Dynamics GP, Oracle NetSuite, QuickBooks, SAP S/4HANA
Two alternatives
Acumatica, SAP Business OneFour alternatives
Acumatica, Microsoft Dynamics 365 Business Central, SAP Business One, Sage IntacctSix alternatives
Acumatica, ERPNext, Microsoft Dynamics 365 Business Central, Odoo, SAP Business One, Sage IntacctDeepSeek V4 FlashMicrosoft Dynamics 365 Business Central, OdooOdooChangedagainst: Oracle NetSuiteOdoo, Zoho Oneagainst: Oracle NetSuiteZoho Oneno first choiceagainst: Oracle NetSuiteagainst: AS/400-era systems, Epicor older versions, Infor M3, Microsoft Dynamics GP, Odoo, Oracle NetSuite, SAP Business One, Sage X3, Syteline
Three alternatives
Acumatica, Oracle NetSuite, SAP Business OneOne alternative
Microsoft Dynamics 365 Business CentralFour alternatives
Acumatica, ERPNext, Microsoft Dynamics 365 Business Central, Sage IntacctTwo alternatives
ERPNext, OdooFour alternatives
Microsoft Dynamics 365 Business Central, Odoo, SAP Business One, Sage IntacctLlama 4 Maverickno first choiceOracle NetSuiteChangedno first choiceOdoono first choiceagainst: SAP S/4HANA, Syteline
Four alternatives
Acumatica, Microsoft Dynamics 365 Business Central, QuickBooks, SAP Business OneFour alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business OneQwen 3.7 FlashOdoo, Oracle NetSuiteSage IntacctChangedAcumaticaagainst: Oracle NetSuiteERPNextagainst: Waveno first choiceagainst: Oracle, QuickBooks, SAP S/4HANAagainst: Acumatica, Infor LN, Microsoft Dynamics 365 Business Central, Oracle Fusion Cloud ERP, SAP S/4HANA, Workday Financial Management
Four alternatives
Acumatica, ERPNext, SAP Business One, Sage IntacctTwo alternatives
Acumatica, Oracle NetSuiteThree alternatives
Microsoft Dynamics 365 Business Central, Odoo, SAP Business OneTwo alternatives
Odoo, Zoho OneThree alternatives
Acumatica, Odoo, Oracle NetSuiteKimi K2Microsoft Dynamics 365 Business Central, Oracle NetSuiteAcumaticaChangedZoho Oneagainst: Oracle NetSuiteZoho Oneno first choiceagainst: Odoo, QuickBooks, Sage Intacctagainst: Odoo, Oracle, Oracle NetSuite, SAP S/4HANA, Zoho One
Three alternatives
Odoo, SAP Business One, Sage IntacctFour alternatives
Microsoft Dynamics 365 Business Central, Odoo, Oracle NetSuite, Sage IntacctTwo alternatives
Microsoft Dynamics 365 Business Central, OdooThree alternatives
Bitrix24, ERPNext, OdooGLM 4.7 FlashXno first choiceMicrosoft Dynamics 365 Business Central, Sage IntacctChangedOdooERPNext Community, Odooagainst: Acumatica, FreshBooks, Oracle NetSuite, SAP Business Oneno first choiceagainst: Epicor Prophet 21, Microsoft Dynamics 365 Finance, Oracle E-Business Suite, Oracle Fusion Cloud ERP, SAP S/4HANA, SYSPRO, Sage X3
Five alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Odoo, Oracle NetSuite, SAP Business OneTwo alternatives
Odoo, Oracle NetSuiteFour alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business OneTwo alternatives
QuickBooks, Zoho OneMiniMax M2.5Oracle NetSuiteWave, XeroChangedagainst: Oracle NetSuiteOdooagainst: SAP Business OneERPNext, Odoono first choiceagainst: Microsoft Dynamics 365, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA
Four alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Odoo, SAP Business OneThree alternatives
Microsoft Dynamics 365 Business Central, QuickBooks, Zoho BooksFour alternatives
Acumatica, MRPeasy, Microsoft Dynamics 365 Business Central, Oracle NetSuiteTwo alternatives
Wave, Zoho OneGPT-6 LunaMicrosoft Dynamics 365 Business Centralagainst: Oracle NetSuiteMicrosoft Dynamics 365 Business CentralHeldOdooagainst: AcumaticaOdoono first choiceagainst: Infor CloudSuite, Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA Private/on-premises
Two alternatives
Acumatica, OdooTwo alternatives
Acumatica Distribution, Sage IntacctThree alternatives
ERPNext, MRPeasy, Microsoft Dynamics 365 Business CentralTwo alternatives
ERPNext, Zoho OneMuse Glimmer 30BAcumatica, Oracle NetSuiteMicrosoft Dynamics 365 Business CentralChangedMicrosoft Dynamics 365 Business CentralOdoono first choiceagainst: Axelor, Dolibarr, ERPNext, Flowlu, Odoo, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA / SAP Cloud ERP / GROW with SAP, Workday Financial Management, iDempiere
Six alternatives
ERPNext, Microsoft Dynamics 365 Business Central, Odoo, SAP Business One, Sage, Sage IntacctThree alternatives
Acumatica, Oracle NetSuite, Sage IntacctFour alternatives
Acumatica, Odoo, Oracle NetSuite, SAP Business OneThree alternatives
ERPNext, Microsoft Dynamics 365 Business Central, Thrive ERPBold 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 10:19 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:59 | yes | 3 | 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 12:50 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:01 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 5 | 35 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:54 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:06 | yes | 19 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:39 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:50 | yes | 5 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:21 | yes | 10 | 40 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:04 | yes | 13 | 26 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:42 | yes | 5 | 17 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:24 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:05 | yes | 11 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:51 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:52 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:02 | no | 0 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:11 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 24 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:14 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:35 | yes | 24 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:05 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:39 | yes | 15 | 40 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:30 | yes | 18 | 35 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:30 | yes | 20 | 44 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:04 | no | 0 | 120 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:42 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:50 | yes | 11 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:55 | yes | 17 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:59 | 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 12:38 | yes | 5 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:40 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 5 | 33 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:18 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:41 | yes | 19 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:20 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:17 | yes | 5 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:51 | yes | 9 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:19 | yes | 14 | 242 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:47 | yes | 10 | 38 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:07 | yes | 5 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:37 | yes | 12 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:22 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:46 | yes | 2 | 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 10:56 | no | 0 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:10 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 5 | 26 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:00 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:05 | yes | 19 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:51 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:15 | yes | 5 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:15 | yes | 15 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:46 | no | 0 | 10 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:13 | yes | 5 | 24 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:14 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:10 | yes | 14 | 33 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:48 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:38 | no | 0 | 5 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 08:42 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:18 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 5 | 31 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:52 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:17 | yes | 20 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:41 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:16 | yes | 5 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:00 | no | 0 | 37 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:11 | yes | 25 | 101 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:56 | no | 0 | 30 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:45 | yes | 4 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:19 | no | 0 | 2 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:04 | yes | 19 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:22 | yes | 4 | 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 11:04 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:30 | yes | 10 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 5 | 30 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:34 | yes | 15 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:51 | yes | 25 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:51 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:26 | yes | 25 | 134 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:34 | yes | 20 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:43 | yes | 25 | 116 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:52 | yes | 14 | 46 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:41 | yes | 5 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:25 | yes | 25 | 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
Acumatica Cloud ERP read as Acumatica
Dynamics 365 Business Central read as Microsoft Dynamics 365 Business Central
Epicor read as Epicor Kinetic
Infor read as Infor CloudSuite
Microsoft Dynamics 365 Finance read as Microsoft Dynamics 365 Finance
NetSuite read as Oracle NetSuite
NetSuite (Netsuite OneWorld) read as Oracle NetSuite
NetSuite (Oracle) read as Oracle NetSuite
NetSuite ERP read as Oracle NetSuite
Oracle ERP (e.g., Oracle NetSuite or Fusion) read as Oracle Fusion Cloud ERP
Oracle ERP (traditional) read as Oracle Fusion Cloud ERP
QuickBooks Online read as QuickBooks
QuickBooks Online (Simple Start / Essentials) read as QuickBooks
QuickBooks Online Advanced read as QuickBooks
QuickBooks Online Plus read as QuickBooks
SAP read as SAP S/4HANA
SAP (S/4HANA, ECC, and Business One) read as SAP S/4HANA
SAP Cloud ERP (SAP S/4HANA Cloud) read as SAP S/4HANA
Workday read as Workday Financial Management
Workday financials read as Workday Financial Management
Unresolved, counted raw
AS/400-era systems
Acumatica Distribution
Axelor
DEAR
ERPNext Community
Epicor older versions
Infor LN
Infor M3
Knowlix
Oracle Cloud
QuickBooks Online with ERP add-ons
SAP Business Central
SAP S/4HANA / SAP Cloud ERP / GROW with SAP
SAP S/4HANA Private/on-premises
Sage Intacct or Sage 50
Shift4Shop
Tally ERP 9
Zoho Finance Plus
Zoho One or Zoho Books
iDempiere
inFlow
Discontinued, still offered
No shut-down product was recommended here.