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. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
39%
Contested · Microsoft Dynamics 365 Business Central 16%
39Odoo16Microsoft Dynamics 365 Business Central16Sage Intacct30others
39% of first choices, contested.
Since September 2026▲+11Since September 2026: 31% → 42%, +11 points. Past the 10-point floor: movement. Read over the models both editions asked.Odoo held the lead, +11 points on 31%, 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
Odoo39%Contested▲+11Since September 2026: 31% → 42%, +11 points. Past the 10-point floor: movement. Read over the models both editions asked.This pageMid-market
Oracle NetSuite39%Contested=heldSince September 2026: 38% → 39%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
SAP S/4HANA52%Clear leader▲+9Since September 2026: 48% → 57%, +9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →
Odoo39%Contested▲+11Since September 2026: 31% → 42%, +11 points. Past the 10-point floor: movement. Read over the models both editions asked.This pageMid-marketOracle NetSuite39%Contested=heldSince September 2026: 38% → 39%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseSAP S/4HANA52%Clear leader▲+9Since September 2026: 48% → 57%, +9 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
01Odoo39%5%64endorsed leader▲+11Since September 2026: 31% → 42%, +11 points. Past the 10-point floor: movement. Read over the models both editions asked.31% → 42%
Odoo39%5%64endorsed leader▲+11Since September 2026: 31% → 42%, +11 points. Past the 10-point floor: movement. Read over the models both editions asked.31% → 42%02
Microsoft Dynamics 365 Business Central16%2%43accepted challenger▼−12Since September 2026: 27% → 15%, −12 points. Past the 10-point floor: movement. Read over the models both editions asked.27% → 15%
Microsoft Dynamics 365 Business Central16%2%43accepted challenger▼−12Since September 2026: 27% → 15%, −12 points. Past the 10-point floor: movement. Read over the models both editions asked.27% → 15%03
Sage Intacct16%4%26accepted challenger▲+4Since September 2026: 12% → 17%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 17%
Sage Intacct16%4%26accepted challenger▲+4Since September 2026: 12% → 17%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 17%04
ERPNext12%12%26accepted challenger▼−6Since September 2026: 16% → 10%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.16% → 10%
ERPNext12%12%26accepted challenger▼−6Since September 2026: 16% → 10%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.16% → 10%05Oracle NetSuite5%32%57criticized challenger▼−2Since September 2026: 8% → 6%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 6%
Oracle NetSuite5%32%57criticized challenger▼−2Since September 2026: 8% → 6%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 6%06
Acumatica4%4%45accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 4%
Acumatica4%4%45accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 4%07
Zoho One4%6%18accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 4%
Zoho One4%6%18accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 4%08
SAP Business One2%17%46accepted 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 Business One2%17%46accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%09
QuickBooks2%30%20criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%
QuickBooks2%30%20criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%Show the three products at 0%, ordered by negative rate
12SAP S/4HANA0%92%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%
SAP S/4HANA0%92%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%11
Oracle Fusion Cloud ERP0%82%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Oracle Fusion Cloud ERP0%82%11criticized 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
Cin70%0%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Cin70%0%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.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 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
Oracle NetSuite vs Microsoft Dynamics 365 Business CentralOracle NetSuite vs Microsoft Dynamics 365Oracle NetSuite vs SAP Business OneOracle NetSuite vs Oracle Fusion Cloud ERPOdoo vs ERPNextOdoo vs Sage IntacctOdoo vs Microsoft Dynamics 365 Business CentralOdoo vs Microsoft Dynamics 365Odoo vs SAP Business OneOdoo vs Oracle Fusion Cloud ERPERPNext vs Sage IntacctERPNext vs Microsoft Dynamics 365 Business CentralERPNext vs Microsoft Dynamics 365ERPNext vs SAP Business OneERPNext vs Oracle Fusion Cloud ERPSage Intacct vs Microsoft Dynamics 365 Business CentralSage Intacct vs Microsoft Dynamics 365Sage Intacct vs SAP Business OneSage Intacct vs Oracle Fusion Cloud ERPMicrosoft Dynamics 365 Business Central vs Microsoft Dynamics 365Microsoft Dynamics 365 Business Central vs SAP Business OneMicrosoft Dynamics 365 Business Central vs Oracle Fusion Cloud ERPMicrosoft Dynamics 365 vs SAP Business OneMicrosoft Dynamics 365 vs Oracle Fusion Cloud ERPSAP Business One vs Oracle Fusion Cloud ERP
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Odoo39%
Odoo39%02Microsoft Dynamics 365 Business Central16%
Microsoft Dynamics 365 Business Central16%03Sage Intacct16%
Sage Intacct16%04ERPNext12%
ERPNext12%05Oracle NetSuite5%
Oracle NetSuite5%06Acumatica4%
Acumatica4%07Zoho One4%
Zoho One4%08SAP Business One2%
SAP Business One2%09QuickBooks2%
QuickBooks2%10Cin70%
Cin70%11Oracle Fusion Cloud ERP0%
Oracle Fusion Cloud ERP0%12SAP S/4HANA0%
SAP S/4HANA0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, 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.
Oracle Fusion Cloud ERP82%
9 of 11 labels negative · 9 of 14 models · 7 hard negative
“Enterprise-focused: Targets finance-heavy globals with 1,000+ users; too sophisticated for simple SMB inventory/sales needs.” Grok 4.1 Fast, negative prompt
SAP S/4HANA92%
12 of 13 labels negative · 8 of 14 models · 10 hard negative
“**Why Avoid:** Implementation timelines typically run **12–24+ months**, and starting budgets often exceed **$500,000**.” Qwen 3.7 Flash, negative prompt
Oracle NetSuite32%
18 of 57 labels negative · 7 of 14 models · 3 hard negative
“Often **"overkill by design"** for under $20M. Watch out for: 15–30% annual renewal increases, module creep” Kimi K2, negative prompt
SAP Business One17%
8 of 46 labels negative · 6 of 14 models · 2 hard negative
“small businesses should be cautious about or avoid the following ERP systems... **SAP Business One** - Users frequently report it as not user-friendly” Mistral Small, negative 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
72 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. 858 links across 199 sites, every framing counted. Ranked by the number of answers carrying the site or page. 5 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.
55 answers · 157 citations · 12 models
50 answers · 62 citations · 12 models
vendor site · Cin735 answers · 38 citations · 12 models
26 answers · 28 citations · 10 models
25 answers · 25 citations · 8 models
23 answers · 23 citations · 9 models
vendor site · NetSuite19 answers · 23 citations · 8 models
17 answers · 18 citations · 7 models
17 answers · 17 citations · 7 models
16 answers · 18 citations · 7 models
16 answers · 16 citations · 8 models
vendor site · G214 answers · 19 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.
47 answers · 12 models
30 answers · 10 models
29 answers · 11 models
27 answers · 11 models
25 answers · 8 models
22 answers · 10 models
18 answers · 7 models
17 answers · 7 models
17 answers · 7 models
16 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| Odoo odoo.com | 39% | 105 | 49,500 | 3,053 | 406,262 | $644 | 95 | |
| Microsoft Dynamics microsoft.com Microsoft Dynamics 365 Business Central 16% | 16% | 115 | 2,900 | 50 | 145,358,109 company | $12,455 | 103 | |
| Sage sage.com Sage Intacct 16%, Sage 0% | 16% | 433 | 246,000 | 90,599 | 1,737,127 company | $114,671 | 78 | |
| ERPNext erpnext.com | 12% | 44 | 5,400 | 128 | 1,862 | |||
| Oracle parent site Oracle NetSuite 5% | 5% | 489 | 450,000 | 66,611 | ||||
| Acumatica acumatica.com | 4% | 132 | 12,100 | 242 | 130,487 | $2,934 | 120 | |
| Zoho parent site Zoho One 4% | 4% | 25 | 18,100 | 178 | ||||
| SAP Business One sap.com | 2% | 68 | 2,400 | 260 | 2,214,514 | $1,251 | 23 | 2 |
| QuickBooks quickbooks.ninja | 2% | 300 | 1,000,000 | 54,681 | 253 | |||
| Zoho zoho.com Zoho Books 2% | 2% | 326 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 |
Google's top ten for the three searches hold 14 sites; 1 of them are among the sites the models cited here (forbes.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 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 choiceOracle NetSuiteChangedagainst: QuickBooksMicrosoft Dynamics 365 Business Central, Oracle NetSuiteno first choiceno first choiceagainst: ERPNext, Odoonothing named
Three alternatives
Microsoft Dynamics 365 Business Central, Sage Intacct, XeroSix alternatives
Acumatica, Cin7, ERPNext, Epicor Kinetic, Katana, OdooGPT-5.4 miniMicrosoft Dynamics 365 Business CentralMicrosoft Dynamics 365 Business CentralHeldagainst: Intuit Enterprise Suite, Oracle Fusion Cloud ERPMicrosoft Dynamics 365 Business CentralOdooagainst: Oracle, SAP S/4HANAno first choicenothing named
Three alternatives
Acumatica, Odoo, Oracle NetSuiteThree alternatives
SAP Business One, Sage Intacct, XeroTwo alternatives
Odoo, Oracle NetSuiteOne alternative
ERPNextGemini 3.5 FlashOdooagainst: Oracle NetSuiteMicrosoft Dynamics 365 Business CentralChangedOdooagainst: Oracle, Oracle NetSuite, SAP S/4HANAOdooagainst: Microsoft Dynamics 365, Oracle NetSuite, SAP S/4HANAOdooagainst: Oracle NetSuiteagainst: ERPNext, Microsoft Dynamics 365 Finance & Operations, Odoo, Oracle Fusion Cloud ERP, Oracle NetSuite, QuickBooks, SAP S/4HANA, SYSPRO, Sage, Xero
Three alternatives
Acumatica, Cin7, Microsoft Dynamics 365 Business CentralThree alternatives
Acumatica, Odoo, Sage IntacctFive alternatives
Acumatica, Cin7, ERPNext, Katana, Microsoft Dynamics 365 Business CentralThree alternatives
Cetec ERP, ERPNext, Zoho OneFive alternatives
Acumatica, Fishbowl, Katana Cloud Manufacturing, Microsoft Dynamics 365 Business Central, Zoho OnePerplexity SonarMicrosoft Dynamics 365 Business CentralMicrosoft Dynamics 365 Business Central, Sage IntacctChangedOdooOdooagainst: SAP Business Oneno first choiceagainst: Microsoft Dynamics 365 Finance & Operations, SAP S/4HANA, Sage X3
Four alternatives
Acumatica, Odoo, SAP Business One, SageTwo alternatives
Acumatica, Oracle NetSuiteFour alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business OneThree alternatives
Cetec ERP, ERPNext, Zoho OneGrok 4.1 FastOdooQuickBooksChangedOdooagainst: QuickBooksERPNext, Odooagainst: Acumatica, Microsoft Dynamics 365, Oracle NetSuite, SAP Business One, Zoho OneOracle NetSuiteagainst: SAP S/4HANAagainst: Epicor Kinetic, Infor CloudSuite, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP ECC, SAP S/4HANA
Four alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business OneThree alternatives
Oracle NetSuite, Sage Intacct, XeroFour alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business One, Zoho BooksFour alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Odoo, SAP Business OneMistral SmallOdooSage IntacctChangedOdoo, QuickBooksOdooOdooagainst: ERPNext, Odoo, SAP Business One
Four alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business OneTwo alternatives
Oracle Fusion Cloud ERP, Oracle NetSuiteThree alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuiteThree alternatives
ERPNext, Sage Intacct, Zoho OneTwo alternatives
Acumatica, Oracle NetSuiteDeepSeek V4 FlashOdooagainst: Oracle NetSuiteSage IntacctChangedagainst: Oracle NetSuite, SAP Business OneOdoo, Zoho Oneagainst: Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business OneERPNext, Odooagainst: Acumatica, Oracle NetSuiteOdooagainst: Oracle NetSuitenothing named
Four alternatives
Acumatica, Microsoft Dynamics 365 Business Central, SAP Business One, SageThree alternatives
Acumatica, QuickBooks, Zoho BooksTwo alternatives
Cin7, ERPNextOne alternative
QuickBooksThree alternatives
Acumatica, Microsoft Dynamics 365 Business Central, SAP Business OneLlama 4 Maverickno first choiceSage IntacctChangedOdooOdoono first choicenothing named
Four alternatives
Eci Software Solutions, Oracle Fusion Cloud ERP, QuickBooks, SAP ERPTwo alternatives
Acumatica, SAP Business OneTwo alternatives
Acumatica, SAP Business OneQwen 3.7 FlashAcumaticaSage IntacctChangedOdooOdoo, Zoho OneAcumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuiteagainst: Oracle, SAP S/4HANAagainst: Oracle Fusion Cloud ERP, SAP S/4HANA
Four alternatives
Cin7, Microsoft Dynamics 365 Business Central, Xentral, Zoho OneTwo alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuiteFour alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business OneFour alternatives
Cetec ERP, E2 Shop System, ERPNext, QuickBooks Desktop Enterprise or QuickBooks Online AdvancedEleven alternatives
Cin7, Deltek, Fastbase, Float, Infor CloudSuite, Katana, MRPeasy, Procore, Projector PSA, SYSPRO, ViewpointKimi K2OdooSage IntacctChangedOdoo, Zoho OneERPNext, Odoono first choiceagainst: Infor CloudSuite, Microsoft Dynamics 365 Finance & Operations, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA, Workday Financial Management
Four alternatives
Epicor Prophet 21, Microsoft Dynamics 365 Business Central, SAP Business One, SageThree alternatives
Acumatica, Oracle NetSuite, SAP Business OneSix alternatives
Acumatica, ERPNext, Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business One, Sage IntacctTwo alternatives
QuickBooks Desktop, SAP Business OneGLM 4.7 FlashXMicrosoft Dynamics 365 Business CentralSage IntacctChangedERPNext, OdooERPNext, Odooagainst: SAP Business Oneno first choiceagainst: Microsoft Dynamics 365 Finance & Operations, Oracle Fusion Cloud ERP, Oracle NetSuite, QuickBooks Desktop, SAP Business One, SAP ERP
Two alternatives
Odoo, Oracle NetSuiteOne alternative
Oracle NetSuiteFour alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business OneTwo alternatives
Cetec ERP, E2 Shop SystemMiniMax M2.5Odoo, Zoho Oneagainst: QuickBooksSage IntacctChangedOdooERPNext, Odooagainst: Microsoft Business Centralno first choiceagainst: Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA, Sage Intacct
Four alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business One, Sage 50cloudFour alternatives
Microsoft Business Central, Odoo, Oracle NetSuite, QuickBooksFive alternatives
Acumatica, ERPNext, Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business OneOne alternative
Zoho OneGPT-6 LunaMicrosoft Dynamics 365 Business Centralagainst: Oracle NetSuiteZoho BooksChangedOdooagainst: Oracle NetSuiteERPNextno first choiceagainst: Microsoft Dynamics 365 Finance & Operations, Microsoft Dynamics GP, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA Cloud Public Edition, SAP S/4HANA Private Edition
Two alternatives
Acumatica, OdooTwo alternatives
Odoo, QuickBooksThree alternatives
ERPNext, Microsoft Dynamics 365 Business Central, SAP Business OneTwo alternatives
Odoo, Zoho BooksMuse Glimmer 30BOdoo, SAP Business OneMicrosoft Dynamics 365 Business Central, Sage IntacctChangedagainst: QuickBooksERPNext, Odooagainst: QuickBooks, QuickBooks DesktopERPNext, Odoono first choiceagainst: Infor CloudSuite, Oracle Fusion Cloud ERP, SAP Business One, SAP S/4HANA, Workday Financial Management
Three alternatives
Cin7, ERPNext, XentralOne alternative
Oracle NetSuiteFour alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuite, Sage IntacctBold 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 10:25 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:28 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:41 | yes | 13 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:01 | yes | 17 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:35 | yes | 21 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:02 | yes | 12 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:56 | yes | 14 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:26 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:50 | yes | 5 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:55 | yes | 9 | 17 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:37 | yes | 11 | 22 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:41 | yes | 5 | 49 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:55 | yes | 5 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:36 | yes | 10 | 14 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:47 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:51 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:21 | yes | 9 | 42 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:45 | yes | 15 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:45 | yes | 21 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:47 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:16 | yes | 20 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:31 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:17 | yes | 9 | 54 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:15 | yes | 18 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:25 | yes | 19 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:25 | yes | 13 | 50 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:11 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:05 | yes | 9 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:38 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:23 | yes | 3 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:35 | yes | 19 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:36 | yes | 17 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:12 | yes | 24 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:05 | yes | 7 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:36 | yes | 21 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:37 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:11 | yes | 9 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:15 | yes | 20 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:51 | yes | 16 | 17 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:54 | yes | 9 | 16 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:58 | yes | 5 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:42 | yes | 12 | 43 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:40 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:19 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:51 | yes | 17 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:24 | yes | 18 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:07 | yes | 25 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:18 | yes | 5 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:35 | yes | 19 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:39 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:15 | yes | 10 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:06 | yes | 9 | 13 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:12 | yes | 9 | 21 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:30 | yes | 10 | 40 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:56 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:34 | yes | 12 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:12 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:23 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:46 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:56 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:41 | yes | 13 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:37 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:50 | yes | 18 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:57 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:08 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:53 | yes | 14 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:16 | no | 0 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:51 | no | 0 | 9 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:51 | yes | 2 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:58 | no | 0 | 3 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:10 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:43 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:38 | yes | 19 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 07:48 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:36 | yes | 23 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:09 | yes | 13 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:22 | yes | 25 | 13 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:03 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:33 | yes | 5 | 19 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:44 | yes | 25 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:42 | yes | 20 | 252 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:43 | yes | 8 | 20 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:23 | yes | 3 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:08 | yes | 13 | 27 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
Cin7 Core (formerly DEAR) read as Cin7
Cin7 Core (formerly Oscaro) read as Cin7
Dynamics 365 Business Central read as Microsoft Dynamics 365 Business Central
Epicor read as Epicor Kinetic
Infor read as Infor CloudSuite
Microsoft Dynamics read as Microsoft Dynamics 365
NetSuite read as Oracle NetSuite
NetSuite (Oracle) read as Oracle NetSuite
NetSuite (Oracle-owned) read as Oracle NetSuite
NetSuite (by Oracle) read as Oracle NetSuite
Oracle Cloud ERP read as Oracle Fusion Cloud ERP
Oracle ERP (full suite) read as Oracle Fusion Cloud ERP
Oracle ERP Cloud read as Oracle Fusion Cloud ERP
Oracle ERP Cloud (Fusion) read as Oracle Fusion Cloud ERP
QuickBooks Online read as QuickBooks
QuickBooks Online Plus read as QuickBooks
SAP read as SAP S/4HANA
Workday read as Workday Financial Management
Unresolved, counted raw
Brightree
Dolibarr ERP & CRM
Eci Software Solutions
Fastbase
Katana Cloud Manufacturing
Projector PSA
QuickBooks Desktop Enterprise or QuickBooks Online Advanced
SAP S/4HANA Private Edition
Discontinued, still offered
No shut-down product was recommended here.