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. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
31%
Contested · Microsoft Dynamics 365 Business Central 27%
31Odoo27Microsoft Dynamics 365 Business Central16ERPNext27others
31% 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five 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
Oracle NetSuite vs OdooOracle NetSuite vs Microsoft Dynamics 365 Business CentralOracle NetSuite vs Sage Intacct
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.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
07
08
09K10
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Odoo31%
Odoo31%02Microsoft Dynamics 365 Business Central27%
Microsoft Dynamics 365 Business Central27%03ERPNext16%
ERPNext16%04Sage Intacct12%
Sage Intacct12%05Oracle NetSuite8%
Oracle NetSuite8%06Zoho One4%
Zoho One4%07QuickBooks2%
QuickBooks2%08Acumatica0%
Acumatica0%09SAP Business One0%
SAP Business One0%10Katana0%
11Cin70%
Cin70%12SAP S/4HANA0%
SAP S/4HANA0%What they warned about
Three of twelve models held their first choice under the paraphrase. Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX 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/4HANA79%
15 of 19 labels negative · 11 of 12 models · 10 hard negative
“Some of the ERP systems that are considered overkill for small businesses include SAP S/4HANA, which is best suited for large enterprises” Llama 4 Maverick, negative prompt
Oracle NetSuite42%
22 of 53 labels negative · 10 of 12 models · 2 hard negative
“Avoid NetSuite unless you have $100K+ budget and legal review of the contract.” DeepSeek V4 Flash, negative prompt
Oracle Fusion Cloud ERP100%
9 of 9 labels negative · 9 of 12 models · 8 hard negative
“It is designed for large enterprises and typically requires significant third-party customization... drastically increasing the Total Cost of Ownership” GLM 4.7 FlashX, negative prompt
Microsoft Dynamics 365 Business Central11%
6 of 57 labels negative · 6 of 12 models · 1 hard negative
“avoid pricier ones like Dynamics 365 BC ($50+/user, $50K+ TCO)” Grok 4.20, budget 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
62 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. 800 links across 246 sites, every framing counted. Ranked by the number of answers carrying the site or page.
44 answers · 92 citations · 11 models
35 answers · 35 citations · 10 models
32 answers · 33 citations · 9 models
31 answers · 33 citations · 9 models
vendor site · Cin717 answers · 18 citations · 8 models
16 answers · 20 citations · 11 models
16 answers · 17 citations · 6 models
15 answers · 16 citations · 7 models
14 answers · 18 citations · 7 models
14 answers · 14 citations · 8 models
13 answers · 13 citations · 8 models
vendor site · Capterra12 answers · 15 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.
35 answers · 10 models
29 answers · 9 models
29 answers · 9 models
21 answers · 11 models
17 answers · 9 models
14 answers · 8 models
14 answers · 5 models
13 answers · 7 models
13 answers · 7 models
13 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 | 31% | 122 | 49,500 | 3,053 | 406,262 | $644 | 95 | |
| Microsoft Dynamics microsoft.com Microsoft Dynamics 365 Business Central 27% | 27% | 140 | 2,900 | 50 | 145,358,109 company | $12,455 | 103 | |
| ERPNext erpnext.com | 16% | 42 | 5,400 | 128 | 1,862 | |||
| Sage sage.com Sage Intacct 12% | 12% | 500 | 246,000 | 90,599 | 1,737,127 company | $114,671 | 78 | |
| Oracle parent site Oracle NetSuite 8% | 8% | 542 | 450,000 | 66,611 | ||||
| Zoho parent site Zoho One 4% | 4% | 20 | 18,100 | 178 | ||||
| QuickBooks quickbooks.ninja | 2% | 288 | 1,000,000 | 54,681 | 253 | |||
| Acumatica acumatica.com | 0% | 142 | 12,100 | 242 | 130,487 | $2,934 | 120 | |
| SAP Business One sap.com | 0% | 62 | 2,400 | 260 | 2,214,514 | $1,251 | 23 | 2 |
| Katana | 0% | 165,000 | 24,191 |
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 choiceagainst: Oracle NetSuiteno first choiceHeldno first choiceERPNextno first choiceagainst: SAP S/4HANA
Four alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Odoo, Sage IntacctFive alternatives
Acumatica, ERPNext, JobBOSS², Microsoft Dynamics 365 Business Central, Oracle NetSuiteThree alternatives
Microsoft Dynamics 365 Business Central, Odoo, SAP Business OneGPT-5.4 miniMicrosoft Dynamics 365 Business CentralMicrosoft Dynamics 365 Business CentralHeldMicrosoft Dynamics 365 Business Centralagainst: Oracle NetSuiteOdooagainst: Microsoft Dynamics 365 Business Centralno first choiceagainst: Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA
Two alternatives
Odoo, Sage IntacctThree alternatives
Acumatica, SAP Business One, Sage IntacctThree alternatives
Acumatica, Odoo, SAP Business OneThree alternatives
ERPNext, QuickBooks + add-ons, Zoho OneGemini 3.5 FlashOdooagainst: Oracle NetSuiteSage IntacctChangedagainst: Oracle NetSuiteOdooagainst: Oracle NetSuiteOdooagainst: Oracle NetSuite, SAP S/4HANAOdooagainst: Oracle, SAP S/4HANAagainst: ERPNext, Microsoft Dynamics 365, Odoo, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA, SYSPRO, Sage, Workday Financial Management
Four alternatives
Acumatica, Cin7, Katana, Microsoft Dynamics 365 Business CentralThree alternatives
Intuit Enterprise Suite, Microsoft Dynamics 365 Business Central, OdooThree alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Sage IntacctThree alternatives
Dolibarr, ERPNext, Zoho OneFour alternatives
Acumatica, Katana, MRPeasy, Microsoft Dynamics 365 Business CentralPerplexity SonarMicrosoft Dynamics 365 Business CentralMicrosoft Dynamics 365 Business CentralHeldMicrosoft Dynamics 365 Business CentralERPNext, Odooagainst: Microsoft Dynamics 365 Business Central, Oracle NetSuiteno first choiceagainst: Oracle Fusion Cloud ERP, QuickBooks, SAP S/4HANA, Sage X3
Nine alternatives
Acumatica, Cetec ERP, ERPNext, Epicor Kinetic, MRPeasy, Odoo, Oracle NetSuite, SAP Business One, Sage IntacctThree alternatives
Odoo, Oracle NetSuite, Sage IntacctSix alternatives
Acumatica, Odoo, Oracle NetSuite, QuickBooks, SAP Business One, Sage IntacctTwo alternatives
Cetec ERP, Cin7Grok 4.20OdooQuickBooksChangedagainst: Sage IntacctOdooagainst: Oracle NetSuite, QuickBooksERPNextagainst: Microsoft Dynamics 365 Business Central, Oracle NetSuiteno first choiceagainst: SAP S/4HANAagainst: Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA
Four alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business OneFour alternatives
Microsoft Dynamics 365 Business Central, Odoo, Xero, Zoho BooksFour alternatives
Microsoft Dynamics 365 Business Central, SAP Business One, Sage Intacct, Zoho OneTwo alternatives
Odoo, Zoho OneMistral SmallMicrosoft Dynamics 365 Business Central, Oracle NetSuiteSage IntacctChangedMicrosoft Dynamics 365 Business CentralOdoo, Zoho Oneno first choiceagainst: Microsoft Dynamics AX, Oracle Fusion Cloud ERP, SAP S/4HANA
Two alternatives
ERPNext, OdooTwo alternatives
Microsoft Dynamics 365 Business Central, OdooSeven alternatives
ERPNext, Katana, Odoo, Oracle NetSuite, SAP Business One, Sage Intacct, Zoho OneTwo alternatives
ERPNext, Sage 50cloudDeepSeek V4 FlashMicrosoft Dynamics 365 Business Centralagainst: ERPNext, Oracle NetSuiteSage IntacctChangedOdoo, Zoho Oneagainst: ERPNext, Oracle NetSuite, Sage IntacctERPNext, OdooMicrosoft Dynamics 365 Business Centralagainst: Epicor Kinetic, Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business One
Three alternatives
Acumatica, Odoo, SAP Business OneThree alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuite, QuickBooksTwo alternatives
Microsoft Dynamics 365 Business Central, SAP Business OneThree alternatives
Acumatica, QuickBooks, Zoho OneTwo alternatives
Odoo, Oracle NetSuiteLlama 4 MaverickOracle NetSuiteMicrosoft Dynamics 365 Business Central, OdooChangedno first choiceOdooagainst: Microsoft Dynamics 365 Business Central, Oracle NetSuiteno first choiceagainst: Acumatica, Oracle NetSuite, SAP S/4HANA
Five alternatives
Cin7, ERPNext, Katana, Microsoft Dynamics 365 Business Central, OdooThree alternatives
SAP Business One, SAP S/4HANA, Sage IntacctFive alternatives
Acumatica, ERPNext, Microsoft Dynamics 365 Business Central, Odoo, Oracle NetSuiteThree alternatives
ERPNext, Sage Intacct, Zoho OneQwen 3.7 FlashOracle NetSuiteMicrosoft Dynamics 365 Business CentralChangedMicrosoft Dynamics 365 Business Centralagainst: SAP Business OneOdoo, Zoho OneMicrosoft Dynamics 365 Business Centralagainst: Oracle, Oracle NetSuite, QuickBooks, SAP S/4HANAagainst: Excel spreadsheets, Oracle Fusion Cloud ERP, Oracle NetSuite, QuickBooks, SAP S/4HANA, Sage 50cloud
Five alternatives
Cin7, Katana, Microsoft Dynamics 365 Business Central, Odoo, Zoho OneThree alternatives
Acumatica, Odoo, Oracle NetSuiteFive alternatives
Cin7, Katana, Odoo, Oracle NetSuite, Zoho OneThree alternatives
Dolibarr, QuickBooks, Wave AccountingThree alternatives
Acumatica, Epicor Kinetic, Sage IntacctKimi K2OdooMicrosoft Dynamics 365 Business Central, Sage IntacctChangedagainst: Oracle NetSuite, QuickBooksMicrosoft Dynamics 365 Business Centralagainst: Oracle NetSuite, QuickBooksERPNext, Odoono first choiceagainst: Oracle Fusion Cloud ERP, SAP S/4HANA
Three alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business OneOne alternative
OdooFive alternatives
ERPNext, Odoo, SAP Business One, Sage Intacct, Zoho OneTwo alternatives
Sage 50cloud, Zoho OneGLM 4.7 FlashXERPNext, Odooagainst: SAP Business OneSage IntacctChangedOdooERPNextno first choiceagainst: Oracle NetSuiteagainst: Epicor Kinetic, Macola, Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Point.Man, SAP ECC, SAP S/4HANA, Sage Intacct, Syteline
Six alternatives
Acumatica, Cin7, Katana, Microsoft Dynamics 365 Business Central, Oracle NetSuite, Sage IntacctThree alternatives
Microsoft Dynamics 365 Business Central, Odoo, Oracle NetSuiteSix alternatives
ERPNext, Katana, Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business One, Sage IntacctTwo alternatives
Odoo, Zoho OneFour alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Odoo, SAP Business OneMiniMax M2.5Microsoft Dynamics 365 Business Central, Oracle NetSuiteMicrosoft Dynamics 365 Business Central, Sage IntacctChangedMicrosoft Dynamics 365 Business CentralERPNext, Odooagainst: Microsoft Dynamics 365 Business Central, SAP Business Oneno first choiceagainst: Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, SAP S/4HANA, Workday Financial Management
Three alternatives
ERPNext, Odoo, SAP Business OneThree alternatives
ERPNext, Odoo, Oracle NetSuiteThree alternatives
ERPNext, Odoo, Zoho OneTwo alternatives
Zoho Books, Zoho CRMBold 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 19:47 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:39 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:28 | yes | 13 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:29 | yes | 20 | 8 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 21:04 | yes | 12 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:37 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:15 | yes | 9 | 15 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:48 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:09 | yes | 5 | 19 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:21 | yes | 10 | 34 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:37 | yes | 8 | 60 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:46 | yes | 9 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:48 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:37 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:09 | yes | 14 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 18:05 | 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 20:39 | yes | 26 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:36 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:08 | yes | 13 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:51 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:48 | yes | 13 | 40 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:41 | yes | 8 | 49 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:50 | yes | 27 | 105 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:06 | yes | 5 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:45 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:25 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:56 | yes | 22 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 20:41 | yes | 20 | 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 19:25 | yes | 13 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:45 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:54 | yes | 22 | 70 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:12 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:39 | yes | 5 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:17 | yes | 10 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:31 | yes | 5 | 25 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:59 | yes | 5 | 12 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:23 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:21 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:19 | yes | 26 | 49 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 19:50 | 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 18:39 | yes | 12 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:11 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:18 | yes | 9 | 10 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:46 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:08 | no | 0 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:37 | yes | 10 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:47 | yes | 7 | 37 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:16 | no | 0 | 9 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:59 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:51 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:28 | yes | 15 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 20:05 | yes | 20 | 8 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 20:55 | yes | 19 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:36 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:59 | yes | 20 | 60 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:07 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:24 | no | 0 | 37 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:42 | yes | 15 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:44 | yes | 10 | 55 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:03 | no | 0 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:59 | yes | 27 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:53 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:38 | yes | 29 | 41 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:13 | 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 19:33 | yes | 36 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:20 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:13 | yes | 30 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:42 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:46 | yes | 15 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:08 | yes | 19 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:02 | yes | 26 | 328 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:27 | yes | 7 | 25 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
Cetec read as Cetec ERP
Cin7 Core read as Cin7
Dynamics 365 Business Central read as Microsoft Dynamics 365 Business Central
Dynamics 365 Finance & Operations (F&O) read as Microsoft Dynamics 365 Finance
Epicor read as Epicor Kinetic
HubSpot CRM read as HubSpot
Microsoft Dynamics (like GP, SL, or NAV) read as Microsoft Dynamics 365
NetSuite read as Oracle NetSuite
NetSuite (Intacct) read as Oracle NetSuite
NetSuite (Oracle NetSuite) 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 Cloud ERP (Fusion/JD Edwards) read as Oracle Fusion Cloud ERP
Oracle ERP 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
QuickBooks Online read as QuickBooks
QuickBooks Online (Advanced) read as QuickBooks
QuickBooks Online (QBO) read as QuickBooks
QuickBooks Online Advanced read as QuickBooks
SAP read as SAP S/4HANA
Workday read as Workday Financial Management
Zoho Finance / Zoho One read as Zoho One
Unresolved, counted raw
Blue Link
Celeris
Kenandy
Microsoft Dynamics AX
Qoblex
Shopify POS
Discontinued, still offered
No shut-down product was recommended here.