Order management systems
Asked as “order management system”, and as “omnichannel order orchestration software”, on behalf of a mid-market B2B company. 44 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
25%
Contested · Kibo Order Management 11%
25Zoho Inventory11Kibo Order Management11NetSuite Order Management52others
25% 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 fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
02
NetSuite Order Management11%5%19accepted challengernewNew since September 2026: not ranked then, 11% now.
NetSuite Order Management11%5%19accepted challengernewNew since September 2026: not ranked then, 11% now.03
Kibo Order Management11%0%14accepted challengernewNew since September 2026: not ranked then, 11% now.
Kibo Order Management11%0%14accepted challengernewNew since September 2026: not ranked then, 11% now.Show the two products at 0%, ordered by negative rate
09
Salesforce Order Management0%30%20criticized challengernewNew since September 2026: not ranked then, 0% now.
Salesforce Order Management0%30%20criticized challengernewNew since September 2026: not ranked then, 0% now.08IBM Sterling Order Management0%9%11accepted challengernewNew since September 2026: not ranked then, 0% now.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
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 →
010203
04
05
06
07I08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Zoho Inventory25%
Zoho Inventory25%02NetSuite Order Management11%
NetSuite Order Management11%03Kibo Order Management11%
Kibo Order Management11%04Oracle NetSuite9%
Oracle NetSuite9%05Brightpearl5%
Brightpearl5%06Cin7 Omni5%
Cin7 Omni5%07Kibo Commerce5%
Kibo Commerce5%08IBM Sterling Order Management0%
09Salesforce Order Management0%
Salesforce Order Management0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, 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 Management30%
6 of 20 labels negative · 6 of 14 models
“Salesforce OMS is not a standalone tool ... Who should avoid: Any business that does not already run its entire sales and CRM operations on Salesforce.” Gemini 3.5 Flash, negative prompt
ShipStation57%
4 of 7 labels negative · 4 of 14 models · 1 hard negative
“Avoid starter tools like ShipStation if you're truly mid-market.” Grok 4.1 Fast, direct prompt
IBM Sterling
88%
7 of 8 labels negative · 3 of 14 models · 1 hard negative
“you want to avoid the massive multimillion-dollar, multi-year implementations associated with legacy enterprise systems (like IBM Sterling or full-scale Manhattan Associates)” Gemini 3.5 Flash, scale prompt
Manhattan Associates
60%
3 of 5 labels negative · 2 of 14 models · 1 hard negative
“avoid the massive multimillion-dollar, multi-year implementations associated with legacy enterprise systems (like IBM Sterling or full-scale Manhattan Associates)” Gemini 3.5 Flash, scale 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
77 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. 1070 links across 258 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.
32 answers · 34 citations · 11 models
32 answers · 34 citations · 13 models
31 answers · 48 citations · 11 models
vendor site · Capterra27 answers · 35 citations · 13 models
22 answers · 22 citations · 10 models
vendor site · Kibo Commerce21 answers · 26 citations · 10 models
18 answers · 28 citations · 9 models
vendor site · Shopify17 answers · 20 citations · 10 models
17 answers · 17 citations · 9 models
17 answers · 17 citations · 7 models
vendor site · Monday.com16 answers · 17 citations · 8 models
vendor site · Rework15 answers · 16 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
31 answers · 12 models
26 answers · 11 models
22 answers · 10 models
17 answers · 12 models
17 answers · 9 models
17 answers · 10 models
17 answers · 7 models
16 answers · 8 models
14 answers · 6 models
14 answers · 7 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Zoho parent site Zoho Inventory 25% | 25% | 70 | 6,600 | 330 | ||||
| Kibo Commerce kibocommerce.com Kibo Order Management 11%, Kibo Commerce 5% | 16% | 29 | 480 | 8 | 5,247 | 13 | 7 | |
| Oracle parent site Oracle NetSuite 9%, Oracle NetSuite Order Management 5% | 14% | 19 | 450,000 | 66,611 | ||||
| NetSuite Order Management netsuite.com | 11% | 47 | 110 | 4 | 2,262,234 | $81,140 | 113 | |
| Brightpearl brightpearl.com | 5% | 46 | 1,300 | 20 | 36,511 | 47 | ||
| Cin7 cin7.com Cin7 Omni 5%, Cin7 0%, Cin7 Core 0% | 5% | 24 | 3,600 | 96 | 55,257 | $180 | 57 | |
| Veeqo veeqo.com | 5% | 23 | 9,900 | 88 | 16,132 | $68 | 33 | |
| Deposco deposco.com | 2% | 9 | ||||||
| QuickBooks Commerce | 2% | 170 | 1 | |||||
| Pipe17 pipe17.com | 2% | 7 |
Google's top ten for the two searches hold 16 sites; 3 of them are among the sites the models cited here (kibocommerce.com, manh.com, 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 mid-market B2B company?”Paraphrase“Which omnichannel order orchestration software would you recommend to a mid-sized B2B company?”Comparative“What are the top order management systems and how do they differ?”Budget-constrained“What is the best order management system for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an order management system. What should we look at?”Negative“Which order management systems should I avoid or be cautious about?”
Claude Haiku 4.5OrderEaseKibo Order ManagementChangedKibo Order Managementagainst: Oracle NetSuite, Zoho Order ManagementZoho Inventoryagainst: ShipStation, TradeGeckono first choiceagainst: Extensiv Order Management, QuickBooks, Unleashed Inventory, Veeqo
Three alternatives
Brightpearl, Cin7, Kibo CommerceTwo alternatives
Cin7 Omni, Infios Order ManagementFive alternatives
Brightpearl, IBM Sterling Order Management, Manhattan Active Order Management, SAP Order Management, Salesforce Order ManagementOne alternative
OrdoroGPT-5.4 miniNetSuite Order ManagementSAP Order Management ServicesChangedIBM Sterling Order Management, Manhattan Order ManagementZoho Inventoryno first choicenothing named
Four alternatives
Acumatica, Epicor, Microsoft Dynamics 365 Sales, Salesforce Order ManagementTwo alternatives
IBM Sterling Order Management, Oracle Order ManagementFour alternatives
Blue Yonder Order Management, Fluent Order Management, NetSuite Order Management, Oracle OMSTwo alternatives
MRPeasy, OrderMSGemini 3.5 FlashKibo Order Managementagainst: IBM Sterling, Manhattan AssociatesPipe17Changedagainst: IBM Sterling, Manhattan Active OmniManhattan Active OmniVeeqono first choiceagainst: IBM Sterling, Manhattan Associates, Shopify OMS, WooCommerceagainst: Amazon, IBM Sterling OMS, Microsoft Dynamics 365 Sales, Oracle NetSuite, Oracle OMS, Sage, Salesforce Order Management, Shopify Stocky, Shopify's basic admin backend, SkuVault, Skubana, TradeGecko
Four alternatives
Brightpearl, Cin7, Deposco, NetSuite Order ManagementThree alternatives
Brightpearl, Deposco, Kibo Order ManagementFive alternatives
Brightpearl, Fluent Order Management, Kibo Commerce, Oracle NetSuite Order Management, Salesforce Order ManagementFive alternatives
Airtable, ERPNext, Odoo, Ree Services, Zoho InventorySeven alternatives
Brightpearl, Cin7, Deck Commerce, Fluent Order Management, Kibo Commerce, Microsoft Dynamics 365 Sales, NetSuite Order ManagementPerplexity SonarBrightpearlKibo Order ManagementChangedno first choiceZoho Inventoryno first choicenothing named
Three alternatives
Manhattan Enterprise Promise & Fulfill, NetSuite Order Management, Pipe17Four alternatives
IBM Sterling OMS, Manhattan Active Omni, Pipe17, SAP Commerce CloudTwo alternatives
Cin7 Core, inFlow InventoryGrok 4.1 FastOracle NetSuiteagainst: IBM Sterling, Manhattan Active Omni, ShipStationOracle NetSuiteHeldagainst: IBM SterlingManhattan Active OmniZoho Inventoryagainst: Manhattan, SAP S/4HANAno first choiceagainst: IBM Sterling, Oracle Order Management, QuickBooks Online, SAP Commerce Cloud
Three alternatives
Acumatica, Brightpearl, Cin7 OmniTwo alternatives
Brightpearl, Kibo CommerceEight alternatives
Blue Yonder Order Management, Brightpearl, Cin7 Omni, IBM Sterling Order Management, Linnworks, Oracle NetSuite Order Management, SAP Commerce Cloud, Salesforce Order ManagementTwo alternatives
Odoo Inventory, Square OnlineMistral SmallOracle NetSuite Order ManagementOrderCircleChangedno first choiceQuickBooks Commerce, Zoho Inventoryno first choicenothing named
Two alternatives
Odoo Enterprise Order Management, QuickBooks CommerceTwo alternatives
Deposco, IBM Sterling Order ManagementOne alternative
Square for RetailDeepSeek V4 FlashKibo Order ManagementKibo CommerceChangedagainst: SAP S/4HANA, Salesforceno first choiceZoho Inventoryno first choiceagainst: Multiorders OMS, NetSuite OMS, OMS Office Master System, OMS+, ShipStation
Five alternatives
Brightpearl, Deposco, Fluent Order Management, Oracle NetSuite, Pipe17Four alternatives
Brightpearl, Cin7 Omni, Microsoft Dynamics 365 Intelligent Order Management, NetSuite Order ManagementEight alternatives
Brightpearl, Cin7, Linnworks, NetSuite Order Management, Oracle Order Management, SAP Commerce Cloud, Salesforce Order Management, Shopify OMSFive alternatives
Google Forms, Odoo, QuickBooks Commerce, Spreadsheets, VeeqoLlama 4 Maverickno first choiceNetSuite Order ManagementChangedSalesforceno first choiceno first choicenothing named
Four alternatives
Cin7 Core, Microsoft Dynamics 365 Sales, OrderCircle, Zoho InventoryQwen 3.7 FlashNetSuite Order ManagementOracle NetSuiteChangedShipStationZoho Inventoryno first choiceagainst: Order.co, Salesforce Order Management, ShipStation
Three alternatives
Brightpearl, Kibo Order Management, Salesforce Order ManagementThree alternatives
Acumatica, Cin7 Omni, OrderStormSix alternatives
Blue Yonder Order Management, Brightpearl, Cin7 Core, Manhattan Active OMS, Nethris, SkubanaThree alternatives
Odoo, QuickBooks Commerce, inFlow InventoryKimi K2Oracle NetSuiteagainst: Salesforce Order ManagementPepperiChangedManhattan Active OMS, Salesforce OMSVeeqo, Zoho Inventoryno first choiceagainst: IBM Sterling, Manhattan Associates, SAP Commerce, Shopify Order Management
Two alternatives
Brightpearl, Cin7 OmniFour alternatives
Brightpearl, Cin7 Core, Cin7 Omni, Fluent Order ManagementFive alternatives
Brightpearl, Cin7 Omni, Fluent Order Management, NetSuite Order Management, Shopify OMSOne alternative
OrdoroGLM 4.7 FlashXBrightpearl, Cin7 Omniagainst: NetSuite Order ManagementKibo CommerceChangedno first choiceZoho Inventoryno first choiceagainst: OMS Office Master System, OMS+, Owner.com, WinOMS
Two alternatives
Deposco, Salesforce Order ManagementThree alternatives
Brightpearl, Oracle NetSuite, OrderCircleEight alternatives
Akeneo PIM, Cin7, Fishbowl, IBM Sterling Order Management, Linnworks, Oracle Order Management, Salesforce Order Management, VeeqoFive alternatives
Dolibarr, Orderhive, ShipAccel, Square for Retail, inFlow InventoryMiniMax M2.5Deposco, NetSuite Order ManagementOracle NetSuite Order ManagementChangedno first choiceSquare for Retailno first choiceagainst: Oracle Order Management, Ordermark, Ordoro, QuickBooks Online, Salesforce Order Management
Four alternatives
Brightpearl, IBM Sterling Order Management, Microsoft Dynamics 365 Intelligent Order Management, SAP Commerce CloudFour alternatives
Odoo, Shopify POS, TradeGecko, Zoho InventoryGPT-6 LunaAcumatica Distributionagainst: IBM Sterling Order ManagementKibo Order ManagementChangedagainst: Salesforce Order Managementno first choiceZoho Inventoryno first choicenothing named
Two alternatives
Microsoft Dynamics 365 Intelligent Order Management, NetSuite Order ManagementOne alternative
IBM Sterling Order ManagementEight alternatives
Blue Yonder Order Management, Fluent Order Management, IBM Sterling Order Management, Manhattan Associates Active Order, NetSuite Order Management, Oracle Fusion Cloud Order Management, Salesforce Order Management, Shopify’s built-in order managementOne alternative
Shopify OMSMuse Glimmer 30BNetSuite Order ManagementCin7 OmniChangedno first choiceZoho Inventoryno first choiceagainst: Salesforce Order Management, Unicommerce
Four alternatives
Brightpearl, Cin7 Core, Linnworks, OdooTwo alternatives
Kibo Order Management, Oracle NetSuiteThree alternatives
OrderMS, Orderhive, ShipStationBold 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 23:04 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:14 | yes | 3 | 10 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:33 | yes | 18 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:00 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:48 | yes | 23 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:14 | yes | 13 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:22 | yes | 23 | 54 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:13 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:11 | yes | 9 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:11 | yes | 18 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:41 | yes | 18 | 26 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:05 | yes | 5 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:47 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:58 | yes | 21 | 31 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:32 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:12 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:03 | yes | 18 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:26 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:30 | yes | 20 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:02 | yes | 21 | 11 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:43 | yes | 25 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:33 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:45 | yes | 15 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:17 | yes | 19 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:25 | yes | 24 | 88 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:25 | yes | 12 | 31 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:17 | yes | 3 | 21 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:16 | yes | 15 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:24 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:09 | yes | 6 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:10 | yes | 15 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:16 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:33 | yes | 17 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:41 | yes | 11 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:34 | yes | 23 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:18 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:53 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:27 | yes | 10 | 19 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:13 | yes | 19 | 45 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:33 | yes | 9 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:58 | yes | 8 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:11 | yes | 15 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:15 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:25 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:30 | yes | 17 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:16 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:17 | yes | 23 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:21 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:15 | yes | 24 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:46 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:43 | yes | 10 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:12 | yes | 10 | 11 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:48 | yes | 14 | 18 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:48 | no | 0 | 8 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:29 | yes | 2 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:47 | yes | 15 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:41 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:09 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:20 | yes | 8 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:15 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:19 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:34 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:52 | yes | 17 | 79 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:48 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:20 | yes | 5 | 23 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:01 | yes | 17 | 54 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:47 | yes | 13 | 76 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:09 | yes | 5 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:08 | yes | 2 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:23 | yes | 11 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:16 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:48 | no | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:41 | yes | 28 | 35 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:15 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:08 | yes | 19 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:54 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:05 | yes | 25 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:15 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:04 | yes | 20 | 63 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:39 | yes | 25 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:17 | yes | 23 | 37 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:15 | yes | 14 | 24 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:00 | no | 0 | 2 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:27 | yes | 25 | 23 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
Blue Yonder read as Blue Yonder Order Management
Blue Yonder (formerly JDA) read as Blue Yonder Order Management
Fluent Commerce read as Fluent Order Management
Fluent Commerce (Fluent Order Management) read as Fluent Order Management
KIBO OMS read as Kibo Order Management
Kibo read as Kibo Order Management
Kibo OMS read as Kibo Order Management
NetSuite read as NetSuite Order Management
NetSuite (Oracle) read as NetSuite Order Management
SAP read as SAP S/4HANA
Shopify read as Shopify OMS
Unresolved, counted raw
Acumatica Distribution
Afosto
Aptos ONE Order Management
Cin7 Order Management
Dolibarr
Extensiv Order Management
Fluent OMS
Flxpoint
Infios Order Management
KBRW
Lightspeed Retail
Manhattan Associates Active Order
Manhattan OMS
Multiorders OMS
Nethris
Odoo Enterprise Order Management
Odoo Inventory
OpenOMS
Oracle
Order.co
OrderDynamics
OrderStorm
Ordermark
Owner.com
QuickBooks
Radial
Ree Services
SAP Commerce (Hybris)
Sage
Salesforce
ShipAccel
Shopify Order Management
Shopify Stocky
Shopify's basic admin backend
SkuVault
Stitch Labs
Unleashed Inventory
WinOMS
WooCommerce Native Tools
Zoho Order Management
enVista
Discontinued, still offered
No shut-down product was recommended here.