Order management systems for small business buyers
Asked as “order management system”, and as “omnichannel order orchestration software”, on behalf of a small B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
40%
Clear leader
40Zoho Inventory10inFlow Inventory08Cin7 Core42others
40% of first choices, clear leader.
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 fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three 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-one head-to-head pages: the top seven products, each against each
Zoho Inventory vs BrightpearlZoho Inventory vs Cin7 OmniZoho Inventory vs Kibo CommerceNetSuite Order Management vs Kibo Order ManagementNetSuite Order Management vs Oracle NetSuiteNetSuite Order Management vs BrightpearlNetSuite Order Management vs Cin7 OmniNetSuite Order Management vs Kibo CommerceKibo Order Management vs Oracle NetSuiteKibo Order Management vs BrightpearlKibo Order Management vs Cin7 OmniKibo Order Management vs Kibo CommerceOracle NetSuite vs BrightpearlOracle NetSuite vs Cin7 OmniOracle NetSuite vs Kibo CommerceBrightpearl vs Cin7 OmniBrightpearl vs Kibo CommerceCin7 Omni vs Kibo Commerce
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
06Q07
08
09
10
11Q12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Zoho Inventory40%
Zoho Inventory40%02inFlow Inventory10%
inFlow Inventory10%03Cin7 Core8%
Cin7 Core8%04Veeqo4%
Veeqo4%05Linnworks4%
Linnworks4%06Cin74%
Cin74%07QuickBooks Online4%
08Shopify OMS2%
Shopify OMS2%09Brightpearl2%
Brightpearl2%10Salesforce Order Management2%
Salesforce Order Management2%11ShipStation0%
ShipStation0%12QuickBooks Commerce0%
13NetSuite Order Management0%
NetSuite Order Management0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, 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.
Salesforce Order Management82%
9 of 11 labels negative · 8 of 14 models · 5 hard negative
“**What to avoid:** Salesforce Order Management, SAP Commerce Cloud, IBM Sterling Order Management, and Oracle Order Management.” Gemini 3.5 Flash, negative prompt
NetSuite Order Management75%
9 of 12 labels negative · 8 of 14 models · 3 hard negative
“Products with high cost and complicated implementation, such as NetSuite, Salesforce Order Management, or SAP Commerce Cloud, may be too resource-intensive for small businesses.” Perplexity Sonar, negative prompt
SAP S/4HANA
100%
5 of 5 labels negative · 4 of 14 models · 4 hard negative
“you cannot afford—nor do you need—the massive, slow-moving enterprise systems (like SAP, Oracle, or Manhattan Associates)” Gemini 3.5 Flash, scale prompt
Cin7 Core23%
5 of 22 labels negative · 4 of 14 models
“Recent complaints about customer support quality and extra charges for certain add-ons are worth considering” Claude Haiku 4.5, 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
75 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. 1018 links across 225 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Capterra45 answers · 59 citations · 14 models
38 answers · 41 citations · 12 models
vendor site · Monday.com31 answers · 35 citations · 11 models
vendor site · MRPeasy30 answers · 30 citations · 12 models
27 answers · 45 citations · 13 models
27 answers · 42 citations · 12 models
vendor site · Shopify25 answers · 32 citations · 12 models
vendor site · Zite22 answers · 22 citations · 10 models
21 answers · 27 citations · 9 models
vendor site · Spotsaas20 answers · 21 citations · 9 models
vendor site · ClickUp18 answers · 19 citations · 6 models
16 answers · 20 citations · 8 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.
39 answers · 12 models
35 answers · 11 models
30 answers · 12 models
22 answers · 10 models
21 answers · 9 models
18 answers · 6 models
17 answers · 10 models
16 answers · 8 models
15 answers · 9 models
15 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 order management system”, “order management system”. 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 |
|---|---|---|---|---|---|---|---|
| Zoho parent site Zoho Inventory 40% | 40% | 70 | 6,600 | 330 | |||
| Cin7 cin7.com Cin7 Core 8%, Cin7 Omni 6%, Cin7 4% | 17% | 24 | 3,600 | 96 | 55,257 | $180 | 57 |
| inFlow Inventory inflowinventory.com | 10% | 25 | 2,400 | 18 | 68,905 | $292 | 16 |
| Veeqo veeqo.com | 4% | 23 | 9,900 | 88 | 16,132 | $68 | 33 |
| Linnworks linnworks.com | 4% | 20 | 1,300 | 15 | 22,395 | $191 | 14 |
| QuickBooks Online | 4% | 1,000,000 | 11,417 | ||||
| OrderCircle | 4% | ||||||
| Shopify OMS shopify.com Shopify OMS 2%, Shopify B2B 2% | 4% | 23 | 40 | 3 | 3,486,997 | $3,351 | 110 |
| Webgility webgility.com | 2% | 8 | |||||
| OrderEase orderease.com | 2% | 6 |
Google's top ten for the two searches hold 16 sites; 1 of them are among the sites the models cited here (monday.com). The first result for “best order management system” is metaoption.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 order management system for a small B2B company?”Paraphrase“Which omnichannel order orchestration software would you recommend to a small business that sells to other businesses?”Comparative“What are the top order management systems for a small team and how do they differ?”Budget-constrained“What is the best order management system for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an order management system. What should we look at?”Negative“Which order management systems should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceCin7 Omni, Kibo CommerceChangedZoho Inventoryagainst: Monday.comZoho Inventoryno first choiceagainst: Brightpearl, Cin7 Core, NetSuite Order Management, Orderhive, QuickBooks Desktop Enterprise, SAP S/4HANA, Salesforce Order Management, Zoho Inventory
One alternative
MRPeasyThree alternatives
QuickBooks Commerce, ShipStation, Shopify OMSThree alternatives
MRPeasy, Orderhive, VeeqoGPT-5.4 miniShopify B2Bagainst: Salesforce Order ManagementSalesforce Order ManagementChangedShopify OMSagainst: NetSuite Order ManagementZoho Inventoryno first choiceagainst: Salesforce Order Management
Two alternatives
Cin7 Core, KatanaTwo alternatives
Linnworks, OrderEaseOne alternative
Zoho InventoryTwo alternatives
ERPNext, MRPeasyGemini 3.5 FlashinFlow InventoryCin7Changedagainst: IBM Sterling, Manhattan Active, Salesforce OMSVeeqoVeeqoCin7 Core, Cin7 Omniagainst: Manhattan Associates, Oracle, SAP S/4HANAagainst: Apache OFBiz, ERPNext, IBM Sterling Order Management, Odoo, Oracle Order Management, SAP Commerce Cloud, Salesforce Order Management, Shopify backends, WooCommerce
Five alternatives
Cin7 Core, Katana Cloud Manufacturing, SimplyDepo, Zoho Inventory, inSitu SalesThree alternatives
Pipe17, WizCommerce, Zoho InventoryFour alternatives
Cin7 Core, ShipStation, Zoho Inventory, inFlow InventoryFive alternatives
Airtable, Notion, Odoo, Ordoro, Zoho InventoryFour alternatives
Brightpearl, Extensiv, Katana Cloud Manufacturing, Zoho InventoryPerplexity SonarZoho Inventoryagainst: SAP Commerce CloudZoho InventoryHeldZoho Inventory, inFlow InventoryZoho Inventoryno first choiceagainst: NetSuite Order Management, SAP Commerce Cloud, Salesforce Order Management
Three alternatives
Cin7 Core, Webgility, inFlow InventoryThree alternatives
Cin7 Omni, OrderEase, inFlow InventoryFour alternatives
Cin7 Core, Fishbowl, QuickBooks Commerce, WebgilityThree alternatives
QuickBooks Online, Webgility, inFlow InventoryGrok 4.1 FastZoho InventoryZoho InventoryHeldagainst: Cin7 CoreZoho Inventoryagainst: IBM, SalesforceZoho Inventoryno first choiceagainst: Extensiv Order Manager, NetSuite Order Management, Oracle, SAP Business One, Salesforce Order Management, ShipHero
Three alternatives
Cin7, QuickBooks Online, inFlow InventoryTwo alternatives
Brightpearl, QuickBooks OnlineFour alternatives
Ordoro, QuickBooks Commerce, Shopify OMS, inFlow InventoryOne alternative
Odoo Community EditionMistral SmallinFlow InventoryZoho InventoryChangedZoho InventoryOrderMS, Zoho Inventoryagainst: Google Formsno first choiceagainst: Cin7 Core, IBM Sterling, Some Salesforce-based OMS
Two alternatives
QuickBooks Commerce, Zoho InventoryOne alternative
Priority SoftwareFive alternatives
Katana Cloud Inventory, Linnworks, QuickBooks Online, Veeqo, inFlow InventoryOne alternative
QuickBooks OnlineDeepSeek V4 FlashShopify OMSOrderCircleChangedZoho Inventory, inFlow Inventoryagainst: Brightpearl, QuickBooks CommerceZoho Inventoryagainst: Google Formsno first choiceagainst: Brightpearl, Microsoft Dynamics 365 Sales, NetSuite OMS, Odoo, SAP Business One, Salesforce Order Management
Five alternatives
Cin7, Linnworks, Pepperi, Veeqo, Zoho InventoryTwo alternatives
Cin7, Zoho InventoryThree alternatives
ShipBob, ShipStation, WebgilityFour alternatives
Lark, ShipStation, Veeqo, inFlow InventoryLlama 4 MaverickinFlow InventoryZoho InventoryChangedno first choiceno first choiceno first choicenothing named
Two alternatives
QuickBooks Commerce, Zoho InventoryThree alternatives
Cin7 Core, QuickBooks Online, Salesforce Order ManagementQwen 3.7 FlashAcctivate, Cin7 CoreLinnworksChangedZoho InventoryVeeqo, Zoho Inventoryno first choiceagainst: Oracle, SAP S/4HANAagainst: Fishbowl Inventory, Oracle NetSuite, SAP S/4HANA, Salesforce Commerce Cloud, ShipStation, Square POS, Zoho Inventory
Two alternatives
Katana, Zoho InventoryTwo alternatives
Cin7 Core, SellbriteFour alternatives
Cin7 Core, Lightspeed Retail / Lightspeed Ecommerce, Ordoro, ShipStationTwo alternatives
OrderMS, Square OnlineKimi K2Zoho Inventory, inFlow Inventoryagainst: VeeqoZoho InventoryChangedZoho InventoryZoho InventoryBrightpearl, Cin7nothing named
One alternative
OrderwerksSeven alternatives
Cin7 Core, OrderCircle, Orderwerks, Sana Commerce Cloud, ShipHero, Veeqo, inFlow InventoryFive alternatives
Cin7 Core, Ordoro, QuickBooks Commerce, ShippingEasy, ShippoThree alternatives
Odoo, Ordoro, inFlow InventoryThree alternatives
Acumatica, NetSuite Order Management, ShipStationGLM 4.7 FlashXQuickBooks Onlineagainst: NetSuite Order Management, Salesforce Order ManagementLinnworksChangedOrdoro, Shopify OMSZoho Inventoryno first choiceagainst: QuickBooks Online, SAP Commerce Cloud, Unicommerce
Six alternatives
Brightpearl, Cin7, Extensiv Order Manager, Linnworks, Veeqo, Zoho InventoryTwo alternatives
SimplyDepo, Zoho InventoryFour alternatives
Monday.com OMS, QuickBooks Commerce, ShippingEasy, Zoho InventoryTwo alternatives
QuickBooks Commerce, ShipStationMiniMax M2.5OrderCircle, inFlow InventoryOrderEaseChangedShipStation, Zoho Inventoryagainst: Brightpearl, NetSuite Order ManagementQuickBooks Online, Webgilityagainst: Monday.comno first choiceagainst: NetSuite Order Management, Salesforce OMSagainst: QuickBooks Online
One alternative
FishbowlTwo alternatives
Cin7 Core, Zoho InventoryThree alternatives
Cin7 Omni, QuickBooks Commerce, Shopify OMSOne alternative
Mr. PeasyGPT-6 LunaZoho InventoryCin7 CoreChangedShopify’s built-in order managementagainst: Cin7 CoreZoho Inventoryno first choiceagainst: Cin7 Core, NetSuite Order Management, ShipStation, Shopify’s built-in order tools
Two alternatives
Cin7 Core, OdooOne alternative
Shopify OMSThree alternatives
ShipStation, Veeqo, Zoho InventoryTwo alternatives
Shopify OMS, Square OnlineMuse Glimmer 30BCin7 Core, Cin7 OmniZoho InventoryChangedZoho InventoryZoho Inventoryagainst: inFlow Inventoryno first choiceagainst: IBM Sterling Order Management, Manhattan Active Order Management, Microsoft Dynamics 365 Sales, NetSuite Order Management, Oracle Fusion Cloud ERP, SAP Order Management, SAP S/4HANA, Salesforce Order Management
Four alternatives
BigCommerce B2B Edition, Linnworks, Shopify with B2B features, XentralTwo alternatives
Brightpearl, Cin7Seven alternatives
Linnworks, Order Desk, QuickBooks Online, ShipStation, Shopify native order management, Veeqo, WebgilityTwo alternatives
QuickBooks Commerce, VeeqoBold 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 | 2026-10-04 22:53 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:53 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:46 | yes | 15 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:31 | yes | 14 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:30 | yes | 24 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:01 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:00 | yes | 21 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:25 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:27 | no | 0 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:24 | yes | 13 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:26 | yes | 10 | 58 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:22 | yes | 9 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:10 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:39 | yes | 14 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:59 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:13 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:24 | yes | 19 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:40 | yes | 17 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:55 | yes | 23 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:18 | yes | 19 | 11 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:45 | yes | 22 | 61 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:42 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:26 | no | 0 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:38 | yes | 10 | 37 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:53 | yes | 24 | 46 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:35 | yes | 14 | 42 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:12 | yes | 3 | 22 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:34 | yes | 13 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:44 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:45 | yes | 3 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:52 | yes | 21 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:16 | yes | 17 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:48 | yes | 20 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:56 | yes | 8 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:32 | yes | 23 | 106 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:42 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:08 | no | 0 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:14 | yes | 20 | 42 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:24 | yes | 24 | 110 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:14 | yes | 9 | 12 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:45 | yes | 5 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:02 | yes | 15 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:47 | yes | 9 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:02 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:05 | yes | 19 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:29 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:47 | yes | 24 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:16 | yes | 9 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:12 | yes | 19 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:58 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:23 | yes | 9 | 19 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:23 | yes | 10 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:26 | yes | 24 | 92 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:45 | yes | 5 | 14 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:24 | yes | 3 | 7 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:02 | yes | 24 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:12 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:25 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:48 | yes | 10 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:32 | yes | 20 | 3 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:29 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:10 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:17 | yes | 22 | 49 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:18 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:57 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:54 | yes | 10 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:34 | yes | 10 | 60 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:41 | no | 0 | 7 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:47 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:32 | yes | 13 | 13 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:22 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:22 | yes | 3 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:10 | yes | 17 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:30 | yes | 25 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:49 | yes | 21 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:44 | yes | 10 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:57 | yes | 23 | 54 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:27 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:18 | yes | 13 | 49 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:20 | yes | 25 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:28 | yes | 21 | 50 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:15 | yes | 22 | 31 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:27 | yes | 4 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:23 | yes | 19 | 29 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
NetSuite read as NetSuite Order Management
SAP read as SAP S/4HANA
Shopify read as Shopify OMS
Shopify (Native OMS) read as Shopify OMS
Shopify (with B2B features) read as Shopify OMS
Shopify (with built-in OMS features) read as Shopify OMS
Unresolved, counted raw
Acctivate
Apache OFBiz
ChannelAdvisor
Cin7 Orderhero
DEAR
DEAR Systems
EasyShip
Fishbowl Inventory
HotWax Commerce
Katana Cloud Inventory
Lightspeed Retail / Lightspeed Ecommerce
Manhattan Active
Monday.com OMS
Mr. Peasy
Odoo Community Edition
Oracle
Pirate Ship
Priority Software
QuickBooks Desktop Enterprise
SKULabs
Salesforce
Sana Commerce Cloud
Shopify backends
Shopify native OMS
Shopify native order management
Shopify with B2B features
Shopify's native OMS
Shopify’s built-in order tools
Softr custom OMS
Some Salesforce-based OMS
Square POS
Unleashed
WooCommerce with B2B plugins
Xentral
Zoho
Discontinued, still offered
No shut-down product was recommended here.