ERP systems
Asked as “ERP system”, and as “enterprise resource planning software for finance”, on behalf of a mid-market B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
41%
Clear leader
41Oracle NetSuite22Odoo13ERPNext24others
41% of first choices, clear leader.
Since October 2026▲+2Since October 2026: 39% → 41%, +2 points. Inside the 10-point floor: within noise.Oracle NetSuite held the lead, +2 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.Standing →Mid-market
Oracle NetSuite41%Clear leader▲+2Since October 2026: 39% → 41%, +2 points. Inside the 10-point floor: within noise.This pageEnterprise
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.Standing →Mid-marketOracle NetSuite41%Clear leader▲+2Since October 2026: 39% → 41%, +2 points. Inside the 10-point floor: within noise.This pageEnterpriseSAP 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Oracle NetSuite41%15%62endorsed leader▲+2Since October 2026: 39% → 41%, +2 points. Inside the 10-point floor: within noise.39% → 41%
Oracle NetSuite41%15%62endorsed leader▲+2Since October 2026: 39% → 41%, +2 points. Inside the 10-point floor: within noise.39% → 41%02Odoo22%3%30accepted challenger=heldSince October 2026: 22% → 22%, ±0 points. Inside the 10-point floor: within noise.22% → 22%
Odoo22%3%30accepted challenger=heldSince October 2026: 22% → 22%, ±0 points. Inside the 10-point floor: within noise.22% → 22%03
Microsoft Dynamics 365 Business Central13%7%46accepted challenger▲+9Since October 2026: 4% → 13%, +9 points. Inside the 10-point floor: within noise.4% → 13%
Microsoft Dynamics 365 Business Central13%7%46accepted challenger▲+9Since October 2026: 4% → 13%, +9 points. Inside the 10-point floor: within noise.4% → 13%04
ERPNext13%0%15accepted challenger▼−3Since October 2026: 16% → 13%, −3 points. Inside the 10-point floor: within noise.16% → 13%
ERPNext13%0%15accepted challenger▼−3Since October 2026: 16% → 13%, −3 points. Inside the 10-point floor: within noise.16% → 13%05
Acumatica4%2%49accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%
Acumatica4%2%49accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%06
Sage Intacct4%6%33accepted challenger▼−6Since October 2026: 10% → 4%, −6 points. Inside the 10-point floor: within noise.10% → 4%
Sage Intacct4%6%33accepted challenger▼−6Since October 2026: 10% → 4%, −6 points. Inside the 10-point floor: within noise.10% → 4%07
SAP Business One2%5%22accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
SAP Business One2%5%22accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%Show the eight products at 0%, ordered by negative rate
15
Oracle0%70%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Oracle0%70%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%14SAP S/4HANA0%40%42criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
SAP S/4HANA0%40%42criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%13
Oracle Fusion Cloud ERP0%28%18criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Oracle Fusion Cloud ERP0%28%18criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%11
Infor CloudSuite0%24%29accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Infor CloudSuite0%24%29accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09Microsoft Dynamics 3650%12%25accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
08
Epicor Kinetic0%7%29accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Epicor Kinetic0%7%29accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10
Workday Financial Management0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Workday Financial Management0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%12
IFS Cloud0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
IFS Cloud0%0%11accepted 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
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 →
0102030405060708M09
101112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Oracle NetSuite41%
Oracle NetSuite41%02Odoo22%
Odoo22%03Microsoft Dynamics 365 Business Central13%
Microsoft Dynamics 365 Business Central13%04ERPNext13%
ERPNext13%05Acumatica4%
Acumatica4%06Sage Intacct4%
Sage Intacct4%07SAP Business One2%
SAP Business One2%08Epicor Kinetic0%
Epicor Kinetic0%09Microsoft Dynamics 3650%
10Workday Financial Management0%
Workday Financial Management0%11Infor CloudSuite0%
Infor CloudSuite0%12IFS Cloud0%
IFS Cloud0%13Oracle Fusion Cloud ERP0%
Oracle Fusion Cloud ERP0%14SAP S/4HANA0%
SAP S/4HANA0%15Oracle0%
Oracle0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, MiniMax M2.5 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/4HANA40%
17 of 42 labels negative · 10 of 14 models
“SAP ECC / on-premise SAP S/4HANA for small/mid-size firms without deep IT resources. High licensing, customization and change-management cost, long upgrade cycles” Muse Glimmer 30B, negative prompt
Oracle NetSuite15%
9 of 62 labels negative · 9 of 14 models · 1 hard negative
“Avoid high-end options like NetSuite (~$999/month base + users)” Grok 4.20, budget prompt
Infor CloudSuite24%
7 of 29 labels negative · 7 of 14 models
“older on-premises versions (Lawson, Baan, legacy MAPICS) are in sunset/maintenance mode with shrinking pools of qualified developers” Gemini 3.5 Flash, negative prompt
Oracle70%
7 of 10 labels negative · 6 of 14 models
“Large, complex systems like SAP and Oracle are known for difficult, expensive implementations that require significant IT expertise” Claude Haiku 4.5, 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
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. 684 links across 234 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.
45 answers · 93 citations · 12 models
vendor site · Capterra15 answers · 17 citations · 10 models
vendor site · NetSuite14 answers · 21 citations · 8 models
13 answers · 13 citations · 7 models
12 answers · 15 citations · 6 models
12 answers · 15 citations · 7 models
12 answers · 12 citations · 8 models
9 answers · 13 citations · 6 models
vendor site · Cin78 answers · 10 citations · 7 models
8 answers · 10 citations · 5 models
8 answers · 8 citations · 6 models
8 answers · 8 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.
23 answers · 9 models
12 answers · 8 models
11 answers · 7 models
9 answers · 9 models
8 answers · 7 models
8 answers · 5 models
7 answers · 7 models
7 answers · 6 models
7 answers · 7 models
7 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 |
|---|---|---|---|---|---|---|---|---|
| Oracle parent site Oracle NetSuite 41% | 41% | 542 | 450,000 | 66,611 | ||||
| Odoo odoo.com | 22% | 122 | 49,500 | 3,053 | 406,262 | $644 | 95 | |
| Microsoft Dynamics microsoft.com Microsoft Dynamics 365 Business Central 13% | 13% | 140 | 2,900 | 50 | 145,358,109 company | $12,455 | 103 | |
| ERPNext erpnext.com | 13% | 42 | 5,400 | 128 | 1,862 | |||
| Acumatica acumatica.com | 4% | 142 | 12,100 | 242 | 130,487 | $2,934 | 120 | |
| Sage sage.com Sage Intacct 4% | 4% | 500 | 246,000 | 90,599 | 1,737,127 company | $114,671 | 78 | |
| SAP S/4HANA sap.com SAP Business One 2%, SAP S/4HANA 0% | 2% | 160 | 2,400 | 260 | 2,214,514 | $1,251 | 23 | 2 |
| Zoho parent site Zoho One 2% | 2% | 20 | 18,100 | 178 | ||||
| Epicor Kinetic epicor.com | 0% | 41 | 1,300 | 39 | 49,616 | 75 | ||
| Microsoft Dynamics 365 | 0% | 12,100 | 604 |
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 mid-market B2B company?”Paraphrase“Which enterprise resource planning software for finance would you recommend to a mid-sized B2B company?”Comparative“What are the top ERP systems and how do they differ?”Budget-constrained“What is the best ERP system for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a ERP system. What should we look at?”Negative“Which ERP systems should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceMicrosoft Dynamics 365 Business CentralChangedno first choiceOdoono first choiceagainst: Oracle, SAP S/4HANA
Two alternatives
Oracle NetSuite, Sage IntacctFour alternatives
Cetec ERP, Cin7, ERPNext, Microsoft Dynamics 365 Business CentralGPT-5.4 miniOracle NetSuiteOracle NetSuiteHeldno first choiceERPNext, Odoono first choicenothing named
Six alternatives
Epicor Kinetic, Infor CloudSuite, Microsoft Dynamics 365, SAP S/4HANA, SAP S/4HANA Cloud Public Edition, Workday Financial ManagementTwo alternatives
Microsoft Dynamics 365 Business Central, SAP S/4HANATwo alternatives
Microsoft Dynamics 365 Business Central, Zoho OneGemini 3.5 FlashOracle NetSuiteSage IntacctChangedno first choiceERPNextagainst: Oracle NetSuite, SAP Business Oneno first choiceagainst: QuickBooksagainst: Baan, Infor CloudSuite, Lawson, Legacy Microsoft Dynamics NAV / AX, Microsoft Dynamics GP, Oracle Fusion Cloud ERP, SAP ECC, SAP S/4HANA
Four alternatives
Acumatica, Epicor Kinetic, Microsoft Dynamics 365 Business Central, SAP S/4HANAThree alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuite, Workday Financial ManagementEight alternatives
Acumatica, Infor CloudSuite, Microsoft Dynamics 365, Odoo, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA, Workday Financial ManagementFour alternatives
Dolibarr, MRPeasy, Odoo, Zoho OnePerplexity SonarMicrosoft Dynamics 365 Business Centralagainst: Epicor Kinetic, Infor CloudSuite, SAP S/4HANAOracle NetSuiteChangedagainst: SAP S/4HANAno first choiceOdooagainst: QuickBooks plus add-onsno first choiceagainst: Acumatica, Microsoft Dynamics 365 Business Central, Odoo, Oracle NetSuite, SAP S/4HANA, Sage Intacct
Three alternatives
Acumatica, Oracle NetSuite, Sage IntacctThree alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Sage IntacctThree alternatives
ERPNext, MRPeasy, Microsoft Dynamics 365 Business CentralGrok 4.20Oracle NetSuiteOracle NetSuiteHeldOracle, SAP S/4HANAERPNext, Odooagainst: Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP S/4HANA, Sage Intacctno first choiceagainst: SAP S/4HANAagainst: Infor CloudSuite, Microsoft Dynamics 365, Oracle, SAP S/4HANA, Sage, Vista by Viewpoint
Four alternatives
Acumatica, Microsoft Dynamics 365 Business Central, SAP Business One, Sage IntacctThree alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Sage IntacctFour alternatives
Epicor Kinetic, Infor CloudSuite, Microsoft Dynamics 365, SageTwo alternatives
TallyPrime, Zoho OneMistral SmallMicrosoft Dynamics 365 Business Central, Oracle NetSuiteOracle NetSuiteChangedno first choiceOdoono first choiceagainst: Infor CloudSuite, Microsoft Dynamics 365 Business Central, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA
Three alternatives
Acumatica, SAP Business One, Sage IntacctThree alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Sage IntacctSix alternatives
Infor CloudSuite, Microsoft Dynamics 365, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA, SageThree alternatives
Acumatica, ERPNext, Microsoft Dynamics 365 Business CentralDeepSeek V4 FlashOracle NetSuiteOracle NetSuiteHeldno first choiceERPNext, OdooOracle NetSuiteagainst: Epicor Kinetic, Infor CloudSuite, Microsoft Dynamics GP, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA, abas ERP
Four alternatives
Acumatica, Epicor Kinetic, Microsoft Dynamics 365 Business Central, Sage IntacctFour alternatives
Acumatica, Epicor Kinetic, Microsoft Dynamics 365 Business Central, Sage IntacctFour alternatives
Dolibarr, QuickBooks, Zoho Books, Zoho OneFive alternatives
Acumatica, Epicor Kinetic, IFS Cloud, Microsoft Dynamics 365, Sage IntacctLlama 4 Maverickno first choiceAcumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business OneChangedno first choiceOdoono first choiceagainst: Infor CloudSuite, Oracle NetSuite, SAP Dynamics
Three alternatives
Acumatica, ERPNext, Microsoft Dynamics 365 Business CentralQwen 3.7 FlashAcumatica, Microsoft Dynamics 365 Business CentralOracle NetSuiteChangedSAP S/4HANAOdooagainst: Oracle, SAP S/4HANAOracle NetSuiteagainst: Oracle Siebel, QuickBooks, SAP S/4HANAagainst: Microsoft Dynamics 365, Oracle E-Business Suite, Oracle NetSuite, Oracle PeopleSoft, SAP S/4HANA
Four alternatives
Epicor Kinetic, Oracle NetSuite, Sage Intacct, Sage X3Three alternatives
Acumatica, Microsoft Dynamics 365 Business Central, SAP Business OneFour alternatives
Acumatica, Microsoft Dynamics 365, Oracle Fusion Cloud ERP, Oracle NetSuiteThree alternatives
Acumatica, ERPNext, Zoho BooksFour alternatives
Acumatica, Epicor Kinetic, Infor CloudSuite, Microsoft Dynamics 365Kimi K2Oracle NetSuiteOracle NetSuiteHeldSAP S/4HANAERPNextagainst: Oracle NetSuiteno first choiceagainst: Oracle, SAP S/4HANAagainst: Infor CloudSuite, Microsoft Dynamics 365, Oracle, SAP S/4HANA, Sage
Four alternatives
Acumatica, Epicor Kinetic, Microsoft Dynamics 365 Business Central, Sage IntacctThree alternatives
Acumatica, Microsoft Dynamics 365 Business Central, SAP Business OneSix alternatives
Acumatica, Microsoft Dynamics 365, Odoo, Oracle Fusion Cloud ERP, Oracle NetSuite, Sage IntacctTwo alternatives
Microsoft Dynamics 365 Business Central, OdooThree alternatives
Acumatica, Oracle NetSuite, Sage IntacctGLM 4.7 FlashXOracle NetSuiteOracle NetSuiteHeldno first choiceERPNext, Odoono first choiceagainst: AS400 systems, Microsoft Dynamics GP, Oracle Fusion Cloud ERP, SAP ERP
Four alternatives
Acumatica, Epicor Kinetic, Microsoft Dynamics 365 Business Central, SAP Business OneThree alternatives
Acumatica, SAP Business One, Sage IntacctEight alternatives
Acumatica, Microsoft Dynamics 365, Odoo, Oracle, Oracle NetSuite, QuickBooks, SAP S/4HANA, Workday Financial ManagementSix alternatives
Bitrix24, Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business One, Sage 50cloud, Zoho OneMiniMax M2.5Microsoft Dynamics 365 Business Central, Oracle NetSuiteSage IntacctChangedno first choiceOdoo, Zoho Oneno first choiceagainst: Oracle, Oracle E-Business Suite, SAP Business Suite, SAP S/4HANA
Three alternatives
Acumatica, Epicor Kinetic, Sage IntacctThree alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuiteFour alternatives
Acumatica, ERPNext, Microsoft Dynamics 365 Business Central, Sage IntacctGPT-6 LunaMicrosoft Dynamics 365 Business CentralOracle NetSuiteChangedno first choiceOdoono first choiceagainst: Dynamics AX 2012 R3, Microsoft Dynamics GP, Microsoft Dynamics NAV, SAP ERP
Two alternatives
Acumatica, Oracle NetSuiteThree alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Sage IntacctOne alternative
ERPNextMuse Glimmer 30BOracle NetSuiteOracle NetSuiteHeldno first choiceERPNext, Odoono first choiceagainst: Oracle, Oracle NetSuite, SAP S/4HANA
Four alternatives
Acumatica, Microsoft Dynamics 365 Business Central, SAP Business One, Sage IntacctTwo alternatives
Microsoft Dynamics 365 Business Central, Sage IntacctNine alternatives
Infor CloudSuite, Microsoft Dynamics 365, Microsoft Dynamics 365 Business Central, Odoo, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP Business One, SAP S/4HANA, Workday Financial ManagementTwo alternatives
MRPeasy, Zoho OneBold 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 12:27 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:32 | yes | 4 | 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 10:50 | yes | 8 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:44 | yes | 10 | 7 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:10 | yes | 5 | 32 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:42 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:43 | yes | 20 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:05 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:21 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:22 | yes | 5 | 52 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:32 | yes | 15 | 58 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:27 | yes | 5 | 57 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:57 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:26 | yes | 13 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:20 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:21 | 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 12:08 | no | 0 | 12 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:35 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 5 | 28 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:54 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:31 | yes | 21 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:45 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:41 | yes | 5 | 17 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:51 | yes | 10 | 33 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:31 | yes | 20 | 42 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:59 | yes | 10 | 52 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:41 | yes | 4 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:56 | yes | 13 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:28 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:44 | yes | 3 | 6 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 11:16 | no | 0 | 16 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:03 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 10 | 38 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:27 | yes | 10 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:03 | yes | 20 | 25 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:26 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:31 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:23 | yes | 15 | 74 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:30 | yes | 10 | 337 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:21 | yes | 10 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:42 | yes | 8 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:50 | yes | 14 | 18 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:40 | yes | 10 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:28 | 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 11:55 | no | 0 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:53 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 5 | 28 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:35 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:33 | yes | 19 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:58 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:27 | yes | 5 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:38 | yes | 10 | 43 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:48 | no | 0 | 74 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:02 | yes | 10 | 73 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:11 | yes | 2 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:02 | yes | 15 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:01 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:28 | 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 08:53 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:18 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:04 | yes | 10 | 20 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:05 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:45 | yes | 18 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:44 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:52 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:30 | yes | 19 | 43 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:25 | yes | 23 | 58 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:40 | yes | 5 | 30 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:30 | yes | 2 | 12 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:09 | yes | 14 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:42 | no | 0 | 4 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:54 | yes | 3 | 5 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 10:22 | yes | 6 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:19 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 5 | 31 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:00 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:27 | yes | 22 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:06 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:56 | yes | 15 | 64 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:23 | yes | 24 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:40 | yes | 25 | 96 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:42 | no | 0 | 16 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:37 | yes | 4 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:20 | yes | 14 | 20 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
Epicor (Kinetic or Prophet 21) read as Epicor Kinetic
Infor read as Infor CloudSuite
Infor (various modules like Infor CloudSuite) read as Infor CloudSuite
Microsoft Dynamics read as Microsoft Dynamics 365
Microsoft Dynamics (GP, AX, or older versions; even Business Central has mixed feedback) read as Microsoft Dynamics 365
Microsoft Dynamics 365 Finance read as Microsoft Dynamics 365 Finance
NetSuite read as Oracle NetSuite
NetSuite (Lite Edition) read as Oracle NetSuite
NetSuite (Oracle) read as Oracle NetSuite
NetSuite ERP read as Oracle NetSuite
Oracle Cloud ERP read as Oracle Fusion Cloud ERP
Oracle EBS read as Oracle E-Business Suite
Oracle ERP read as Oracle Fusion Cloud ERP
Oracle ERP (especially Oracle Cloud / Fusion) 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
Oracle Fusion read as Oracle Fusion Cloud ERP
Oracle Fusion Cloud read as Oracle Fusion Cloud ERP
SAP read as SAP S/4HANA
SAP (ECC 6.0) read as SAP S/4HANA
SAP (S/4HANA & Business One) read as SAP S/4HANA
SAP (including S/4HANA, ECC, and Business One) read as SAP S/4HANA
SAP (including SAP S/4HANA and SAP Business One) read as SAP S/4HANA
SAP Cloud ERP read as SAP S/4HANA
Workday read as Workday Financial Management
Unresolved, counted raw
AS400 systems
Dynamics AX 2012 R3
Legacy Microsoft Dynamics NAV / AX
Microsoft Dynamics NAV
Newer Dynamics 365 Business Central
QuickBooks plus add-ons
SAP Business Suite
SAP Dynamics
Tally ERP
Vista by Viewpoint
abas ERP
Discontinued, still offered
No shut-down product was recommended here.