ERP systems
Asked as “ERP system”, and as “enterprise resource planning software for finance”, on behalf of a mid-market B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
38%
Contested · Odoo 19%
38Oracle NetSuite19Odoo15Microsoft Dynamics 365 Business Central28others
38% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the six products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
Oracle NetSuite vs ERPNextOracle NetSuite vs AcumaticaOracle NetSuite vs Zoho OneOracle NetSuite vs Microsoft Dynamics 365Odoo vs Microsoft Dynamics 365 Business CentralOdoo vs Sage IntacctOdoo vs ERPNextOdoo vs AcumaticaOdoo vs Zoho OneOdoo vs Microsoft Dynamics 365Microsoft Dynamics 365 Business Central vs Sage IntacctMicrosoft Dynamics 365 Business Central vs ERPNextMicrosoft Dynamics 365 Business Central vs AcumaticaMicrosoft Dynamics 365 Business Central vs Zoho OneMicrosoft Dynamics 365 Business Central vs Microsoft Dynamics 365Sage Intacct vs ERPNextSage Intacct vs AcumaticaSage Intacct vs Zoho OneSage Intacct vs Microsoft Dynamics 365ERPNext vs AcumaticaERPNext vs Zoho OneERPNext vs Microsoft Dynamics 365Acumatica vs Zoho OneAcumatica vs Microsoft Dynamics 365Zoho One vs Microsoft Dynamics 365
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07M08
09
10
11
12
13
14Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Oracle NetSuite38%
Oracle NetSuite38%02Odoo19%
Odoo19%03Microsoft Dynamics 365 Business Central15%
Microsoft Dynamics 365 Business Central15%04Sage Intacct11%
Sage Intacct11%05ERPNext11%
ERPNext11%06Acumatica2%
Acumatica2%07Zoho One2%
Zoho One2%08Microsoft Dynamics 3652%
09Infor CloudSuite0%
Infor CloudSuite0%10Workday Financial Management0%
Workday Financial Management0%11SAP Business One0%
SAP Business One0%12Epicor Kinetic0%
Epicor Kinetic0%13SAP S/4HANA0%
SAP S/4HANA0%14Oracle Fusion Cloud ERP0%
Oracle Fusion Cloud ERP0%What they warned about
Four of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, Qwen 3.7 Flash, Kimi K2 and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
SAP S/4HANA37%
13 of 35 labels negative · 8 of 12 models · 1 hard negative
“Tops "worst ERP" lists on Reddit and complaint volumes... Avoid if you're SMB/mid-market or risk-averse.” Grok 4.20, negative prompt
Epicor Kinetic28%
5 of 18 labels negative · 5 of 12 models · 2 hard negative
“Older versions of Syteline and Epicor - these are also outdated ERP systems that may no longer be supported.” Llama 4 Maverick, negative prompt
SAP ECC80%
4 of 5 labels negative · 4 of 12 models · 3 hard negative
“Macola, SAP R3/ECC, and Point.Man - these are outdated ERP systems that may no longer be supported by their publishers.” Llama 4 Maverick, negative prompt
Oracle67%
4 of 6 labels negative · 4 of 12 models
“Systems that work well for large enterprises (like SAP or Oracle) may be overly complex for smaller companies” MiniMax M2.5, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
59 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 774 links across 260 sites, every framing counted. Ranked by the number of answers carrying the site or page.
45 answers · 84 citations · 11 models
20 answers · 27 citations · 9 models
19 answers · 19 citations · 9 models
16 answers · 17 citations · 8 models
15 answers · 15 citations · 9 models
14 answers · 16 citations · 8 models
vendor site · NetSuite14 answers · 15 citations · 9 models
14 answers · 15 citations · 8 models
vendor site · Consolidate.io13 answers · 14 citations · 9 models
13 answers · 14 citations · 8 models
vendor site · Spendesk13 answers · 13 citations · 9 models
12 answers · 30 citations · 9 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.
14 answers · 8 models
13 answers · 7 models
13 answers · 8 models
13 answers · 9 models
12 answers · 9 models
10 answers · 5 models
10 answers · 7 models
9 answers · 8 models
9 answers · 8 models
8 answers · 5 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 |
|---|---|---|---|---|---|---|---|
| Oracle parent site Oracle NetSuite 38% | 38% | 542 | 450,000 | 66,611 | |||
| Odoo odoo.com | 19% | 122 | 49,500 | 3,053 | 406,262 | $644 | 95 |
| Microsoft Dynamics microsoft.com Microsoft Dynamics 365 Business Central 15%, Microsoft Dynamics 365 Finance 0% | 15% | 140 | 2,900 | 50 | 145,358,109 company | $12,455 | 103 |
| Sage sage.com Sage Intacct 11% | 11% | 500 | 246,000 | 90,599 | 1,737,127 company | $114,671 | 78 |
| ERPNext erpnext.com | 11% | 42 | 5,400 | 128 | 1,862 | ||
| Acumatica acumatica.com | 2% | 142 | 12,100 | 242 | 130,487 | $2,934 | 120 |
| Zoho parent site Zoho One 2% | 2% | 20 | 18,100 | 178 | |||
| Microsoft Dynamics 365 | 2% | 12,100 | 604 | ||||
| Infor CloudSuite infor.com | 0% | 54 | 1,600 | 68 | 313,194 | $15,428 | 48 |
| Workday parent site Workday Financial Management 0% | 0% | 110 | 1,220,000 | 23,848 |
Google's top ten for the three searches hold 14 sites; 2 of them are among the sites the models cited here (forbes.com, reddit.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 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 choiceno first choiceHeldno first choiceno first choiceno first choiceagainst: Oracle FLEXCUBE, Oracle Fusion Cloud ERP
GPT-5.4 miniOracle NetSuiteagainst: SAP Business ByDesign, SAP S/4HANA, Sage IntacctSage IntacctChangedno first choiceERPNext, Odoono first choicenothing named
Two alternatives
Epicor Kinetic, Microsoft Dynamics 365Four alternatives
Microsoft Dynamics 365 Business Central, Oracle Fusion Cloud ERP, SAP S/4HANA, Sage X3Two alternatives
Microsoft Dynamics 365 Business Central, Zoho OneGemini 3.5 FlashOracle NetSuiteSage IntacctChangedagainst: Oracle Fusion Cloud ERP, SAP S/4HANAno first choiceERPNext, Zoho Oneagainst: AcumaticaAcumatica, Microsoft Dynamics 365, Oracle NetSuiteagainst: ERPNext, Epicor Kinetic, Infor CloudSuite, Microsoft Dynamics 365 Finance, Odoo, Oracle Fusion Cloud ERP, Oracle NetSuite, QuickBooks, SAP S/4HANA
Four alternatives
Acumatica, Epicor Kinetic, Microsoft Dynamics 365 Business Central, Sage IntacctThree alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuiteTwo alternatives
Dolibarr, OdooThree alternatives
IFS Cloud, Infor CloudSuite, Sage IntacctPerplexity SonarOracle NetSuiteMicrosoft Dynamics 365 Business CentralChangedno first choiceOdooagainst: SAP Business Oneno first choicenothing named
Four alternatives
Acumatica, Microsoft Dynamics 365 Business Central, SAP S/4HANA, Sage IntacctFour alternatives
Acumatica, Oracle NetSuite, SAP S/4HANA, Sage IntacctTwo alternatives
ERPNext, Microsoft Dynamics 365 Business CentralGrok 4.20Microsoft Dynamics 365 Business CentralOracle NetSuiteChangedno first choiceERPNext, Odooagainst: Microsoft Dynamics 365 Business Central, Oracle NetSuiteno first choiceagainst: Baan IV, Dynamics NAV/GP, Epicor Kinetic, Infor CloudSuite, Lawson M3 10.1, Oracle Legacy, SAP S/4HANA, SYSPRO
Five alternatives
Acumatica, Epicor Kinetic, Oracle NetSuite, SAP S/4HANA, Sage IntacctOne alternative
Sage IntacctOne alternative
Zoho OneMistral SmallOracle NetSuiteMicrosoft Dynamics 365 Business Central, Oracle NetSuiteChangedno first choiceOdoono first choiceagainst: Epicor Kinetic, IBM, Macola, Microsoft, Oracle, Point.Man, SAP ECC, Sage, Syteline
Three alternatives
Acumatica, Microsoft Dynamics 365 Business Central, SAP Business OneTwo alternatives
Acumatica, Sage IntacctFour alternatives
ERPNext, Katana, Sage 50cloud, Zoho OneDeepSeek V4 FlashMicrosoft Dynamics 365 Business CentralMicrosoft Dynamics 365 Business CentralHeldno first choiceOdooMicrosoft Dynamics 365 Business Central, Oracle NetSuiteagainst: SAP S/4HANAagainst: Epicor Kinetic, Microsoft AX, Microsoft Dynamics GP, Odoo, Oracle, Oracle PeopleSoft, SAP ECC, SAP S/4HANA
Three alternatives
Acumatica, Oracle NetSuite, SAP Business OneTwo alternatives
Oracle NetSuite, Sage IntacctThree alternatives
ERPNext, Microsoft Dynamics 365 Business Central, Zoho OneFour alternatives
Acumatica, Epicor Kinetic, SAP Business One, Sage IntacctLlama 4 MaverickOracle NetSuiteOracle NetSuiteHeldno first choiceOdoono first choiceagainst: Epicor Kinetic, MACH, Macola, Point.Man, SAP ECC, Syteline
Three alternatives
Acumatica, Microsoft Dynamics 365 Business Central, SAP Business OneFour alternatives
Acumatica, Flow ERP, Microsoft Dynamics 365 Business Central, Sage IntacctFour alternatives
ERPNext, Microsoft Dynamics 365 Business Central, Sage Intacct, Zoho OneQwen 3.7 FlashOracle NetSuiteSage IntacctChangedagainst: SAP S/4HANAno first choiceOdooagainst: AcumaticaOracle NetSuiteagainst: QuickBooks, SAP S/4HANA, TallyPrimeagainst: Acumatica, Microsoft Dynamics 365 Business Central, Odoo, Oracle E-Business Suite, Oracle Fusion Cloud ERP, Oracle JD Edwards, Oracle PeopleSoft, QuickBooks, SAP S/4HANA, Sage, Sage MAS
Four alternatives
Acumatica, Infor CloudSuite, Microsoft Dynamics 365 Business Central, Sage IntacctThree alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuiteThree alternatives
ERPNext, Microsoft Dynamics 365 Business Central, Zoho OneFour alternatives
Acumatica, IFS Cloud, Microsoft Dynamics 365 Business Central, Sage X3Kimi K2Oracle NetSuiteOracle NetSuite, Sage IntacctChangedagainst: SAP Business OneSAP S/4HANAERPNext, Odoono first choiceagainst: Oracle, SAP S/4HANAagainst: SAP ECC
Two alternatives
Microsoft Dynamics 365 Business Central, SAP Business OneTwo alternatives
Acumatica, Microsoft Dynamics 365 Business CentralThree alternatives
Microsoft Dynamics 365, Oracle, Oracle NetSuiteThree alternatives
Sage 50cloud, Sage Intacct, Zoho OneGLM 4.7 FlashXOracle NetSuiteOracle NetSuiteHeldagainst: SAP S/4HANASAP S/4HANAERPNextagainst: Acumatica, Sage 50cloudno first choiceagainst: Oracle Fusion Cloud ERP, SAP S/4HANA
Four alternatives
Acumatica, Microsoft Dynamics 365 Business Central, SAP S/4HANA, Sage IntacctThree alternatives
Acumatica, Microsoft Dynamics 365 Finance, Sage IntacctFour alternatives
Microsoft Dynamics 365, Oracle Fusion Cloud ERP, Oracle NetSuite, Workday Financial ManagementTwo alternatives
Odoo, Zoho OneMiniMax M2.5Microsoft Dynamics 365 Business Central, Oracle NetSuiteOracle NetSuite, Sage IntacctChangedno first choiceOdoono first choiceagainst: Macola, Oracle, Point.Man, SAP S/4HANA, Syteline
Three alternatives
SAP Business One, Sage Intacct, Workday Financial ManagementTwo alternatives
Acumatica, Microsoft Dynamics 365 Business CentralFour alternatives
ERPNext, Katana, QuickBooks, 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.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:53 | no | 0 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:36 | no | 0 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:35 | yes | 10 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:22 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:48 | yes | 35 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:01 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:55 | yes | 18 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:53 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:29 | no | 0 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:07 | yes | 10 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:02 | yes | 9 | 74 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:15 | yes | 5 | 14 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:18 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:22 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:18 | yes | 13 | 53 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 18:52 | yes | 20 | 8 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:26 | yes | 15 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:03 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:49 | yes | 12 | 15 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:30 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:36 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:39 | yes | 14 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:01 | yes | 15 | 175 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:33 | yes | 10 | 41 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:27 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:35 | yes | 7 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:09 | yes | 22 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 20:16 | yes | 18 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:25 | yes | 25 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:39 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:56 | yes | 17 | 21 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:59 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:30 | yes | 5 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:48 | yes | 5 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:27 | yes | 13 | 53 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:06 | yes | 5 | 15 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:46 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:17 | no | 0 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:34 | yes | 19 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:18 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:06 | yes | 11 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:17 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:47 | yes | 9 | 10 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:43 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:57 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:54 | yes | 15 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:54 | yes | 8 | 30 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:22 | yes | 5 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:25 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:56 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:21 | yes | 14 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 20:46 | yes | 19 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:58 | yes | 18 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:53 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:33 | yes | 15 | 21 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:26 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:01 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:28 | yes | 9 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:00 | yes | 20 | 187 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:35 | yes | 5 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:55 | yes | 27 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:23 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:17 | yes | 24 | 207 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:03 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:37 | yes | 33 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:35 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:39 | yes | 29 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:54 | yes | 5 | 9 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:38 | no | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:43 | yes | 29 | 39 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:50 | yes | 19 | 61 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:53 | yes | 10 | 34 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Acumatica Cloud ERP read as Acumatica
Epicor read as Epicor Kinetic
Infor read as Infor CloudSuite
Infor (CloudSuite) read as Infor CloudSuite
Infor (e.g., CloudSuite, LN) read as Infor CloudSuite
Intuit/QuickBooks read as QuickBooks
Microsoft Dynamics 365 Finance read as Microsoft Dynamics 365 Finance
NetSuite read as Oracle NetSuite
Netsuite read as Oracle NetSuite
Oracle Cloud ERP read as Oracle Fusion Cloud ERP
Oracle EBS read as Oracle E-Business Suite
Oracle ERP Cloud read as Oracle Fusion Cloud ERP
Oracle Fusion read as Oracle Fusion Cloud ERP
Oracle Fusion Cloud read as Oracle Fusion Cloud ERP
SAP read as SAP S/4HANA
SAP (R3/ECC) read as SAP S/4HANA
SAP (S/4HANA) read as SAP S/4HANA
SAP Cloud ERP read as SAP S/4HANA
Tally read as TallyPrime
Workday read as Workday Financial Management
Unresolved, counted raw
Baan IV
Bridger Systems
Dynamics NAV/GP
Kronos
Lawson M3 10.1
Microsoft AX
OpenBravo
Oracle Legacy (E-Business Suite, PeopleSoft, JD Edwards)
Oracle offerings
Sage MAS
Discontinued, still offered
No shut-down product was recommended here.