Order management systems
Asked as “order management system”, and as “omnichannel order orchestration software”, on behalf of a mid-market B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
19%
Contested · Brightpearl 17%
19Zoho Inventory17Brightpearl12Cin7 Omni52others
19% of first choices, contested.
Since October 2026▼−6Since October 2026: 25% → 19%, −6 points. Inside the 11-point floor: within noise.Zoho Inventory held the lead, −6 points on 25%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Zoho Inventory42%Clear leader▲+2Since October 2026: 40% → 42%, +2 points. Inside the 11-point floor: within noise.Standing →Mid-marketZoho Inventory19%Contested▼−6Since October 2026: 25% → 19%, −6 points. Inside the 11-point floor: within noise.This pageEnterpriseIBM Sterling Order Management30%Contested▼−14Since October 2026: 44% → 30%, −14 points. Past the 11-point floor: movement.Standing →
Zoho Inventory42%Clear leader▲+2Since October 2026: 40% → 42%, +2 points. Inside the 11-point floor: within noise.Standing →Mid-marketZoho Inventory19%Contested▼−6Since October 2026: 25% → 19%, −6 points. Inside the 11-point floor: within noise.This pageEnterpriseIBM Sterling Order Management30%Contested▼−14Since October 2026: 44% → 30%, −14 points. Past the 11-point floor: movement.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Zoho Inventory19%11%18accepted challenger▼−6Since October 2026: 25% → 19%, −6 points. Inside the 11-point floor: within noise.25% → 19%
Zoho Inventory19%11%18accepted challenger▼−6Since October 2026: 25% → 19%, −6 points. Inside the 11-point floor: within noise.25% → 19%02
Brightpearl17%3%33accepted challenger▲+12Since October 2026: 5% → 17%, +12 points. Past the 11-point floor: movement.5% → 17%
Brightpearl17%3%33accepted challenger▲+12Since October 2026: 5% → 17%, +12 points. Past the 11-point floor: movement.5% → 17%03
Cin7 Omni12%14%28accepted challenger▲+7Since October 2026: 5% → 12%, +7 points. Inside the 11-point floor: within noise.5% → 12%
Cin7 Omni12%14%28accepted challenger▲+7Since October 2026: 5% → 12%, +7 points. Inside the 11-point floor: within noise.5% → 12%04
Kibo Order Management6%7%15accepted challenger▼−5Since October 2026: 11% → 6%, −5 points. Inside the 11-point floor: within noise.11% → 6%
Kibo Order Management6%7%15accepted challenger▼−5Since October 2026: 11% → 6%, −5 points. Inside the 11-point floor: within noise.11% → 6%05
NetSuite Order Management6%28%29criticized challenger▼−5Since October 2026: 11% → 6%, −5 points. Inside the 11-point floor: within noise.11% → 6%
NetSuite Order Management6%28%29criticized challenger▼−5Since October 2026: 11% → 6%, −5 points. Inside the 11-point floor: within noise.11% → 6%06
Salesforce Order Management4%21%24accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Salesforce Order Management4%21%24accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%08
Veeqo4%10%10accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%
Veeqo4%10%10accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%09
Fluent Order Management2%0%19accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Fluent Order Management2%0%19accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%10
Odoo2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Odoo2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the five products at 0%, ordered by negative rate
15
Oracle Fusion Cloud Order Management0%36%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Oracle Fusion Cloud Order Management0%36%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13IBM Sterling Order Management0%33%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
14
Linnworks0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Linnworks0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Shopify OMS0%0%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Shopify OMS0%0%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Pipe170%0%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Pipe170%0%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
Zoho Inventory vs NetSuite Order ManagementZoho Inventory vs Salesforce Order ManagementZoho Inventory vs SkuNexusZoho Inventory vs VeeqoBrightpearl vs Cin7 OmniBrightpearl vs Kibo Order ManagementBrightpearl vs NetSuite Order ManagementBrightpearl vs Salesforce Order ManagementBrightpearl vs SkuNexusBrightpearl vs VeeqoCin7 Omni vs Kibo Order ManagementCin7 Omni vs NetSuite Order ManagementCin7 Omni vs Salesforce Order ManagementCin7 Omni vs SkuNexusCin7 Omni vs VeeqoKibo Order Management vs NetSuite Order ManagementKibo Order Management vs Salesforce Order ManagementKibo Order Management vs SkuNexusKibo Order Management vs VeeqoNetSuite Order Management vs Salesforce Order ManagementNetSuite Order Management vs SkuNexusNetSuite Order Management vs VeeqoSalesforce Order Management vs SkuNexusSalesforce Order Management vs VeeqoSkuNexus vs Veeqo
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 →
010203040506S07
0809101112I13
1415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Zoho Inventory19%
Zoho Inventory19%02Brightpearl17%
Brightpearl17%03Cin7 Omni12%
Cin7 Omni12%04Kibo Order Management6%
Kibo Order Management6%05NetSuite Order Management6%
NetSuite Order Management6%06Salesforce Order Management4%
Salesforce Order Management4%07SkuNexus4%
08Veeqo4%
Veeqo4%09Fluent Order Management2%
Fluent Order Management2%10Odoo2%
Odoo2%11Shopify OMS0%
Shopify OMS0%12Pipe170%
Pipe170%13IBM Sterling Order Management0%
14Linnworks0%
Linnworks0%15Oracle Fusion Cloud Order Management0%
Oracle Fusion Cloud 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, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
NetSuite Order Management28%
8 of 29 labels negative · 7 of 14 models · 1 hard negative
“often flagged for high costs, complicated implementation, and being resource-intensive” Mistral Small, negative prompt
IBM Sterling Order Management
33%
6 of 18 labels negative · 5 of 14 models · 1 hard negative
“Known for being complex and costly, often recommended only for very large enterprises” Mistral Small, negative prompt
Salesforce Order Management21%
5 of 24 labels negative · 5 of 14 models
“scrutinize Salesforce Order Management, SAP Commerce Cloud, IBM Sterling OMS, and Oracle Order Management if you are a small or mid-sized business: they are commonly flagged as expensive and implementation-heavy” Perplexity Sonar, negative prompt
Oracle Fusion Cloud Order Management36%
5 of 14 labels negative · 4 of 14 models · 2 hard negative
“part of a large, expensive suite that is difficult to implement and maintain” Mistral Small, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
68 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. 718 links across 215 sites, every framing counted. Ranked by the number of answers carrying the site or page. 12 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Software Advice25 answers · 34 citations · 10 models
vendor site · Capterra24 answers · 42 citations · 12 models
vendor site · SkuNexus20 answers · 24 citations · 11 models
vendor site · Kibo Commerce20 answers · 21 citations · 13 models
vendor site · Cin718 answers · 19 citations · 9 models
16 answers · 23 citations · 9 models
vendor site · Spotsaas16 answers · 17 citations · 8 models
15 answers · 20 citations · 9 models
vendor site · Pipe1713 answers · 15 citations · 9 models
12 answers · 12 citations · 9 models
vendor site · Shopify11 answers · 11 citations · 8 models
9 answers · 9 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.
20 answers · 11 models
20 answers · 9 models
16 answers · 8 models
16 answers · 12 models
12 answers · 9 models
11 answers · 7 models
10 answers · 9 models
9 answers · 6 models
8 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 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 19% | 19% | 73 | 6,600 | 330 | ||||
| Brightpearl brightpearl.com | 17% | 54 | 1,300 | 20 | 36,511 | 47 | ||
| Cin7 Omni cin7.com | 12% | 60 | 170 | 8 | 55,257 | $180 | 57 | |
| Kibo Commerce kibocommerce.com Kibo Order Management 6%, Kibo Commerce 2% | 8% | 25 | 480 | 8 | 5,247 | 13 | 7 | |
| NetSuite Order Management netsuite.com | 6% | 54 | 110 | 4 | 2,262,234 | $81,140 | 113 | |
| Flxpoint flxpoint.com | 6% | 6 | ||||||
| Salesforce parent site Salesforce Order Management 4% | 4% | 68 | 550,000 | 60,632 | ||||
| SkuNexus skunexus.com | 4% | 11 | ||||||
| Veeqo veeqo.com | 4% | 32 | 9,900 | 88 | 16,132 | $68 | 33 | |
| Oracle parent site Oracle NetSuite Order Management 4% | 4% | 18 | 450,000 | 66,611 |
Google's top ten for the two searches hold 16 sites; 2 of them are among the sites the models cited here (flow.space, kibocommerce.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 4.5no first choiceKibo Order ManagementChangedFluent Order Managementno first choiceno first choiceagainst: Kibo Order Management, Linnworks, NetSuite Order Management, Unleashed Inventory, Zoho Inventory
Three alternatives
Fluent Order Management, Salesforce Order Management, Velocity CommerceSeven alternatives
Brightpearl, Fishbowl, Linnworks, Manhattan Active Order Management, Mintsoft, Oracle NetSuite Order Management, Zoho InventoryGPT-5.4 miniNetSuite Order Management, Salesforce Order Managementagainst: Cin7 Omni, Fishbowl, inFlowMicrosoft Dynamics 365 Intelligent Order ManagementChangedIBM Sterling Order Management, Manhattan Associates Order ManagementOdooagainst: Cin7 Core, Cin7 Omnino first choicenothing named
Two alternatives
IBM Sterling Order Management, OdooThree alternatives
Infios, Kibo Order Management, Salesforce Order ManagementThree alternatives
Oracle Fusion Cloud Order Management, SAP Order Management, Shopify OMSTwo alternatives
Shopify OMS, Zoho-based low-code/custom approachGemini 3.5 FlashOracle NetSuite Order ManagementFluent Order ManagementChangedIBM Sterling Order Management, Manhattan AssociatesVeeqono first choiceagainst: BigCommerce, Default Shopify, Oracle, QuickBooks, SAP S/4HANA, ShipStation, WooCommerce
Six alternatives
Acumatica Cloud ERP, Cin7 Omni, Fluent Order Management, Kibo Commerce OMS, OroCommerce, Sage BrightpearlFour alternatives
Deck Commerce, Kibo Order Management, Pipe17, Salesforce Order ManagementEight alternatives
Brightpearl, Cin7 Omni, Extensiv, Fluent Order Management, Kibo Commerce, Linnworks, Oracle NetSuite Order Management, Salesforce Order ManagementFive alternatives
Odoo, ShipStation, Shippo, WooCommerce, Zoho InventoryTen alternatives
Brightpearl, CommerceHub, Fluent Order Management, Kibo Order Management, Manhattan Associates, Microsoft Dynamics 365 Sales, NetSuite OMS, Orderbot, Pipe17, Salesforce Order ManagementPerplexity SonarCin7 OmniDeposcoChangedagainst: NetSuite Order Managementno first choiceagainst: Zoho InventoryZoho Inventoryno first choiceagainst: Extensiv Order Manager, IBM Sterling OMS, Oracle Fusion Cloud Order Management, SAP Commerce Cloud, Salesforce Order Management
Six alternatives
Brightpearl, Kibo Order Management, Manhattan Enterprise Promise & Fulfill, NetSuite Order Management, Pipe17, SkuNexusThree alternatives
Cin7 Omni, Flxpoint, Kibo CommerceNine alternatives
Brightpearl, Cin7 Omni, Fluent Order Management, IBM Sterling Order Management, Linnworks, Manhattan Active Omni, NetSuite Order Management, Salesforce Order Management, Shopify OMSTwo alternatives
Shopify OMS, VeeqoGrok 4.20NetSuite Order ManagementFlxpointChangedagainst: IBM Sterling, NetSuite Order Managementno first choiceZoho Inventoryagainst: IBM Sterling, Oracle NetSuite Order Management, Unleashedno first choiceagainst: Extensiv Order Management, IBM Sterling Order Management, NetSuite Order Management, OMS Vision, OSI, Oracle Fusion Cloud Order Management, Rithum, SkuVault Core
Three alternatives
Brightpearl, Deposco, Salesforce Order ManagementTwo alternatives
Brightpearl, Cin7 OmniFive alternatives
Odoo, QuickBooks Commerce, Shopify OMS, TallyPrime, VeeqoMistral SmallBrightpearlFlxpoint, Kibo CommerceChangedno first choiceMonday.com, Zoho Inventoryno first choiceagainst: IBM Sterling Order Management, NetSuite Order Management, Oracle Fusion Cloud Order Management, SAP Commerce Cloud, SAP S/4HANA, Salesforce Order Management
Four alternatives
Cin7 Omni, NetSuite ERP, Ordoro, SkuNexusThree alternatives
Brightpearl, NetSuite Order Management, OrderCircleThree alternatives
Delivety, Kosmos eSync, OrderingDeepSeek V4 FlashBrightpearlCin7 OmniChangedagainst: IBM Sterling, Manhattan, NetSuite Order Management, Salesforce Order Managementno first choiceZoho Inventoryagainst: Brightpearl, Cin7 Omnino first choiceagainst: BentoBox, Cloud Commerce Pro, Deliverect, Ecoparcel, Otter.ai, Talech, TouchBistro, Veeqo
Four alternatives
Cin7 Omni, Deposco, NetSuite Order Management, SkuNexusTwo alternatives
Brightpearl, FlxpointNine alternatives
Brightpearl, Cin7 Omni, IBM Sterling Order Management, Linnworks, NetSuite Order Management, Oracle Fusion Cloud Order Management, SAP Commerce Cloud, Veeqo, Zoho InventoryOne alternative
VeeqoLlama 4 Maverickno first choiceno first choiceHeldno first choiceZoho Inventoryno first choiceagainst: Salesforce Order Management
Four alternatives
Cin7 Core, Order Desk, ShipStation, VeeqoQwen 3.7 FlashKibo Order ManagementFlxpointChangedIBM Sterling Order Management, Manhattan Active OmniZoho Inventoryno first choiceagainst: Cin7 Core, HANA POS, NetSuite Order Management, ShipBob
Seven alternatives
BigCommerce, Manhattan Active Order Management, Microsoft Dynamics 365 Business Central, Odoo, Oracle NetSuite Fulfillment, Salesforce Commerce Cloud, Sps CommerceThree alternatives
Brightpearl, Kibo Order Management, NetSuite Order ManagementFour alternatives
Fishbowl, Kibo Order Management, MRPeasy, Oracle NetSuite Order ManagementFour alternatives
Odoo, Shopify OMS, SkuNinja, WooCommerceKimi K2Brightpearl, Cin7 Omniagainst: NetSuite Order ManagementCin7 OmniChangedagainst: IBM Sterling, ManhattanFluent Order Management, Manhattan Active Omniagainst: IBM Sterling Order ManagementZoho Inventoryagainst: OpenOMSno first choiceagainst: Deposco, OMS Office Master System, PowerHouse WMS/OMS
Three alternatives
Deposco, Pepperi, WizCommerceThree alternatives
Brightpearl, Fluent Order Management, OneStockFour alternatives
Brightpearl, Cin7 Core, Cin7 Omni, LinnworksThree alternatives
Lark, TallyPrime, VeeqoGLM 4.7 FlashXBrightpearl, Cin7 Omni, NetSuite Order Management, SkuNexusagainst: Manhattan ActiveOrderBrightpearl, SkuNexusChangedagainst: IBM Sterling Order Management, Oracle Fusion Cloud Order Managementno first choiceVeeqoagainst: Cin7 Omni, IBM Sterling Order Management, Linnworks, Monday.com, Oracle Fusion Cloud Order Managementno first choiceagainst: ActiveOrder™, Order Time Inventory, OrderWise, Otter.ai, Owner.com, Pietra, ShipBob
One alternative
Pipe17One alternative
Fluent Order ManagementTen alternatives
Brightpearl, Fluent Order Management, IBM Sterling Order Management, Katana, Manhattan Active Omni, NetSuite Order Management, Odoo, Oracle Fusion Cloud Order Management, QuickBooks Commerce, SAP Order ManagementTwo alternatives
ShipStation, Zoho InventoryMiniMax M2.5Brightpearl, Cin7 Omniagainst: NetSuite ERPManhattan Associates Order Management, Oracle NetSuite Order Management, Salesforce Order ManagementChangedagainst: SAP Omnichannel Business Technology Platformno first choiceno first choiceno first choicenothing named
Two alternatives
Deposco, OrdoroThree alternatives
Brightpearl, Microsoft Dynamics 365 Commerce, Zoho CommerceGPT-6 LunaAcumatica Distribution EditionKibo Order ManagementChangedagainst: IBM Sterling Order Management, Salesforce Order ManagementBlue Yonder Order Management, Fluent Order Management, IBM Sterling Order Management, Kibo Order Management, Manhattan Active OmniZoho Inventoryno first choicenothing named
Two alternatives
Cin7 Omni, NetSuite Order ManagementTwo alternatives
Fluent Order Management, Microsoft Dynamics 365 Intelligent Order ManagementFour alternatives
Oracle Retail OMS / Oracle Order Management, SAP Order Management, Salesforce Order Management, Shopify's built-in order managementOne alternative
Shopify's built-in order and inventory toolsMuse Glimmer 30BBrightpearlBrightpearlHeldno first choiceZoho Inventoryno first choiceagainst: Cloud Commerce Pro, Etna Software Corporation, Rithum, formerly ChannelAdvisor, ShipBob, Teamwork Commerce
Seven alternatives
Cin7 Core, Cin7 Omni, Manhattan Active Omni, Manhattan ActiveOrder, NetSuite Order Management, Salesforce Order Management, SkuNexusFour alternatives
Cin7 Omni, NetSuite Order Management, Sana Commerce, SkuNexusFour alternatives
Odoo Community, OpenOMS, 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.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:51 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:48 | yes | 1 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:41 | yes | 10 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 17:04 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:36 | yes | 5 | 40 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:59 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:54 | yes | 22 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:46 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:42 | no | 0 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:13 | yes | 5 | 63 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:46 | yes | 13 | 50 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:05 | yes | 10 | 68 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:39 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:32 | yes | 12 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:49 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:12 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:47 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:45 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:01 | yes | 9 | 13 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:16 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:56 | yes | 25 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:31 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:03 | yes | 5 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:53 | yes | 24 | 64 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:45 | yes | 19 | 152 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:33 | no | 0 | 50 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:46 | yes | 5 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:46 | yes | 14 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:54 | yes | 10 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:01 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:16 | yes | 10 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:17 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:20 | yes | 9 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:12 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:08 | yes | 23 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:37 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:26 | yes | 10 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:11 | yes | 20 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:02 | yes | 12 | 60 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:29 | yes | 5 | 26 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:50 | yes | 10 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:03 | yes | 15 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:18 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:44 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:32 | yes | 8 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:36 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:20 | yes | 5 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:53 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:42 | yes | 20 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:44 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:39 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:47 | yes | 10 | 40 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:46 | yes | 23 | 121 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:08 | no | 0 | 78 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:59 | yes | 2 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:40 | yes | 15 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:57 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:17 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:42 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:20 | yes | 10 | 11 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:11 | yes | 5 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:17 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:55 | yes | 13 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:03 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:18 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:43 | yes | 10 | 42 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:31 | yes | 9 | 28 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:29 | yes | 5 | 31 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:38 | yes | 2 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:22 | yes | 13 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:56 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:11 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:20 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:17 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:38 | yes | 15 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:33 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:53 | yes | 25 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:07 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:03 | yes | 15 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:55 | yes | 24 | 58 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:40 | yes | 18 | 23 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:37 | no | 0 | 21 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:12 | no | 0 | 2 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:23 | yes | 15 | 22 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
Blue Yonder read as Blue Yonder Order Management
Cin7 read as Cin7 Omni
Cin7 (Core & Omni) read as Cin7 Omni
Cin7 (Core / Omni) read as Cin7 Omni
Cin7 (Omni / Core) read as Cin7 Omni
Fluent Commerce read as Fluent Order Management
Fluent Commerce (Fluent OMS) read as Fluent Order Management
KIBO read as Kibo Order Management
Kibo read as Kibo Order Management
Kibo (by Perceptate) read as Kibo Order Management
Kibo OMS read as Kibo Order Management
NetSuite read as NetSuite Order Management
NetSuite (Oracle NetSuite ERP) read as NetSuite Order Management
NetSuite (Oracle NetSuite) read as NetSuite Order Management
NetSuite (Oracle) read as NetSuite Order Management
Oracle NetSuite read as Oracle NetSuite Order Management
Oracle NetSuite (ERP with integrated OMS) read as Oracle NetSuite Order Management
Oracle NetSuite (NetSuite Order Management) read as Oracle NetSuite Order Management
Oracle NetSuite OMS read as Oracle NetSuite Order Management
Oracle Order Management read as Oracle Fusion Cloud Order Management
Oracle Order Management (Cloud and E-Business Suite) read as Oracle Fusion Cloud Order Management
Oracle Order Management Cloud read as Oracle Fusion Cloud Order Management
Oracle Order Management Cloud (Fusion Cloud OMS) read as Oracle Fusion Cloud Order Management
SAP read as SAP S/4HANA
SAP OMS read as SAP Order Management
SAP Order Management Services read as SAP Order Management
Salesforce read as Salesforce Order Management
Salesforce OMS read as Salesforce Order Management
Shopify read as Shopify OMS
Shopify Order Management read as Shopify OMS
Shopify order management read as Shopify OMS
Unresolved, counted raw
ActiveOrder™
Acumatica Distribution Edition
Aptos ONE OMS
Asaan Retail
BentoBox
Billbee
CommerceHub
Default Shopify
Deliverect
Easyship
Ecoparcel
Eka
Etna Software Corporation
Excel or Google Sheets
Extensiv Order Management (formerly Skubana)
Flowspace OMS
Infios
Intuiflow
KBRW
Kibo Commerce OMS
Manhattan Associates Active Omni
MetaWMS
Microsoft Dynamics 365 Business Central
Microsoft Dynamics 365 Supply Chain
Mintsoft
OMS Vision
OSI
Omniful
OneStock
Openship
Oracle
Oracle Fusion Cloud OMS
Oracle NetSuite ERP Order Management
Oracle NetSuite Fulfillment
Oracle Retail OMS / Oracle Order Management
Owner.com
Pentia
Pietra
PowerHouse WMS/OMS
Rithum, formerly ChannelAdvisor
SAP Omnichannel Business Technology Platform
SPX Commerce
Sage Brightpearl
ShipAccel
ShipBob OMS
ShipMonk
Shopify's built-in order and inventory tools
Shopify's built-in order management
Shopware OMS
SkuNinja
SkuVault Core
Sps Commerce
Stitch Link
Teamwork Commerce
TouchBistro
Velocity Commerce
Vinculum (Vin eRetail)
Xentral
Zoho Commerce
Zoho-based low-code/custom approach
Discontinued, still offered
No shut-down product was recommended here.