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. 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
42%
Clear leader
42Zoho Inventory19Cin7 Core12Cin7 Omni27others
42% of first choices, clear leader.
Since October 2026▲+2Since October 2026: 40% → 42%, +2 points. Inside the 11-point floor: within noise.Zoho Inventory held the lead, +2 points on 40%, 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.This pageMid-marketZoho Inventory19%Contested▼−6Since October 2026: 25% → 19%, −6 points. Inside the 11-point floor: within noise.Standing →EnterpriseIBM 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.This pageMid-marketZoho Inventory19%Contested▼−6Since October 2026: 25% → 19%, −6 points. Inside the 11-point floor: within noise.Standing →EnterpriseIBM 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Zoho Inventory42%2%56endorsed leader▲+2Since October 2026: 40% → 42%, +2 points. Inside the 11-point floor: within noise.40% → 42%
Zoho Inventory42%2%56endorsed leader▲+2Since October 2026: 40% → 42%, +2 points. Inside the 11-point floor: within noise.40% → 42%02
Cin7 Core19%12%25accepted challenger▲+11Since October 2026: 8% → 19%, +11 points. Past the 11-point floor: movement.8% → 19%
Cin7 Core19%12%25accepted challenger▲+11Since October 2026: 8% → 19%, +11 points. Past the 11-point floor: movement.8% → 19%03
Cin7 Omni12%20%25accepted challenger▲+2Since October 2026: 10% → 12%, +2 points. Inside the 11-point floor: within noise.10% → 12%
Cin7 Omni12%20%25accepted challenger▲+2Since October 2026: 10% → 12%, +2 points. Inside the 11-point floor: within noise.10% → 12%04
inFlow Inventory8%0%24accepted challenger▼−2Since October 2026: 10% → 8%, −2 points. Inside the 11-point floor: within noise.10% → 8%
inFlow Inventory8%0%24accepted challenger▼−2Since October 2026: 10% → 8%, −2 points. Inside the 11-point floor: within noise.10% → 8%05
Veeqo2%5%22accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Veeqo2%5%22accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%06
Shopify OMS2%11%18accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Shopify OMS2%11%18accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%07
Brightpearl2%31%16criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Brightpearl2%31%16criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the six products at 0%, ordered by negative rate
13
NetSuite Order Management0%88%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
NetSuite Order Management0%88%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Salesforce Order Management0%88%16criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Salesforce Order Management0%88%16criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%11
Odoo0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Odoo0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09Fishbowl0%15%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
10
Linnworks0%9%11accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Linnworks0%9%11accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%08
ShipStation0%0%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ShipStation0%0%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 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 headHead-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
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 →
0102030405060708F09
10111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Zoho Inventory42%
Zoho Inventory42%02Cin7 Core19%
Cin7 Core19%03Cin7 Omni12%
Cin7 Omni12%04inFlow Inventory8%
inFlow Inventory8%05Veeqo2%
Veeqo2%06Shopify OMS2%
Shopify OMS2%07Brightpearl2%
Brightpearl2%08ShipStation0%
ShipStation0%09Fishbowl0%
10Linnworks0%
Linnworks0%11Odoo0%
Odoo0%12Salesforce Order Management0%
Salesforce Order Management0%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, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, 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 Management88%
14 of 16 labels negative · 10 of 14 models · 7 hard negative
“Extremely complex setup requiring technical expertise, no transparent pricing (custom quotes), implementation costs can be astronomical” DeepSeek V4 Flash, negative prompt
NetSuite Order Management88%
15 of 17 labels negative · 9 of 14 models · 6 hard negative
“Steep learning curve, complex configuration and customization, high licensing costs... overkill for most small operations.” DeepSeek V4 Flash, negative prompt
IBM Sterling Order Management
88%
7 of 8 labels negative · 7 of 14 models · 6 hard negative
“Its pricing model is generally prohibitive for small businesses, and its setup process is notoriously long and resource-intensive.” Qwen 3.7 Flash, negative prompt
SAP Commerce Cloud100%
7 of 7 labels negative · 6 of 14 models · 6 hard negative
“SAP solutions are robust but heavy. They require specialized consultants to configure and maintain, making them a poor fit for lean teams.” Qwen 3.7 Flash, 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
72 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. 816 links across 195 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 · Capterra46 answers · 97 citations · 13 models
vendor site · Spotsaas45 answers · 51 citations · 12 models
vendor site · Software Advice43 answers · 77 citations · 12 models
vendor site · Cin731 answers · 39 citations · 12 models
26 answers · 32 citations · 8 models
vendor site · Shopify17 answers · 21 citations · 9 models
16 answers · 29 citations · 9 models
vendor site · Rework15 answers · 16 citations · 7 models
vendor site · Zoho12 answers · 31 citations · 5 models
9 answers · 9 citations · 6 models
vendor site · MRPeasy9 answers · 9 citations · 7 models
vendor site · Monday.com8 answers · 11 citations · 4 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 · 13 models
35 answers · 12 models
30 answers · 11 models
26 answers · 10 models
25 answers · 8 models
17 answers · 8 models
14 answers · 7 models
13 answers · 6 models
11 answers · 7 models
10 answers · 6 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 42% | 42% | 73 | 6,600 | 330 | |||
| Cin7 Core cin7.com Cin7 Core 19%, Cin7 Omni 12% | 31% | 60 | 880 | 21 | 55,257 | $180 | 57 |
| inFlow Inventory inflowinventory.com | 8% | 26 | 2,400 | 18 | 68,905 | $292 | 16 |
| Shopify OMS shopify.com Shopify OMS 2%, Shopify B2B 2% | 4% | 32 | 40 | 3 | 3,486,997 | $3,351 | 110 |
| Veeqo veeqo.com | 2% | 32 | 9,900 | 88 | 16,132 | $68 | 33 |
| Brightpearl brightpearl.com | 2% | 54 | 1,300 | 20 | 36,511 | 47 | |
| Square Online squareup.com | 2% | 59 | 9,900 | 465 | 3,658,565 | $9 | 99 |
| Orderwerks | 2% | ||||||
| OrderEase orderease.com | 2% | 3 | |||||
| QuickBooks Commerce | 2% | 170 | 1 |
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 choiceagainst: NetSuite Order ManagementOrderEaseChangedZoho Inventoryagainst: VeeqoSquare Online, WooCommerce, Zoho Inventoryno first choiceagainst: Odoo
Three alternatives
Brightpearl, Unleashed Inventory, Zoho InventoryFour alternatives
Cin7 Omni, Noloco, QuickBooks Commerce, Shopify OMSFour alternatives
Cin7 Omni, Ordoro, Shopify OMS, TradeGeckoGPT-5.4 miniShopify B2B, Shopify OMSagainst: QuickBooksCin7 CoreChangedagainst: Salesforce Order ManagementShopify OMSZoho Inventoryno first choiceagainst: Salesforce Order Management
Three alternatives
Cin7 Core, Katana, OrderwerksTwo alternatives
Goflow, ShipBobFive alternatives
Brightpearl, Cin7 Omni, Monday.com, Veeqo, Zoho InventoryTwo alternatives
ShipStation, inFlow InventoryGemini 3.5 FlashCin7 CoreCin7 OmniChangedShipStation, Veeqo, Zoho InventoryZoho InventoryBrightpearlagainst: Manhattan Associates, Oracle NetSuite Order Management, SAP S/4HANAagainst: IBM Sterling Order Management, Manhattan Associates, Oracle NetSuite Order Management, SAP Commerce Cloud, Shopify OMS, WooCommerce
Six alternatives
B2B Wave, Katana, Shopify OMS, SparkLayer, Zoho Inventory, inFlow InventoryFour alternatives
Brightpearl, Extensiv Order Manager, Katana Cloud Manufacturing, Zoho InventoryFour alternatives
Cin7 Core, Katana Cloud Manufacturing, Ordoro, inFlow InventoryFour alternatives
Google Sheets + AppSheet, Odoo, Sellbrite, ShipStationFour alternatives
Cin7 Core, Cin7 Omni, Extensiv, Katana Cloud ManufacturingPerplexity SonarCin7 Coreagainst: Brightpearl, Cin7 Omni, FishbowlinFlow InventoryChangedagainst: Brightpearl, Manhattan Active, Salesforce Order ManagementZoho Inventoryagainst: Manhattan Active, Monday.com, NetSuite Order Management, Salesforce Order ManagementZoho Inventoryagainst: Cin7 Coreno first choiceagainst: Blue Yonder Order Management, Manhattan Order Management, NetSuite Order Management, Salesforce Order Management
Two alternatives
Zoho Inventory, inFlow InventoryThree alternatives
Cin7 Core, Odoo, Zoho InventoryFive alternatives
Katana, QuickBooks-integrated order management, ShipStation, Shopify OMS, inFlow InventoryThree alternatives
MRPeasy, Shopify OMS, VeeqoGrok 4.20inFlow Inventoryagainst: IBM Sterling, NetSuite Order Management, SAP S/4HANA, Shopify OMSCin7 OmniChangedagainst: Fluent Order Management, IBM Sterling, Kibo Order Management, ManhattanShipStation, Zoho Inventoryagainst: Cin7 Omni, IBM SterlingZoho Inventoryagainst: IBM Sterling, Monday.com, Oracle, QuickBooks CommerceZoho Inventoryagainst: IBM Sterling, Microsoft Dynamics 365 Intelligent Order Management, NetSuite Order Management, SAP S/4HANA, Salesforce Order Managementagainst: Cin7 Omni, IBM Sterling, Oracle, OrderWise, ShipBob, Toast POS
Three alternatives
Cin7 Omni, Fishbowl, OdooTwo alternatives
Brightpearl, Zoho InventoryThree alternatives
Fishbowl, MRPeasy, inFlow InventoryOne alternative
VeeqoEight alternatives
Cin7 Core, Fishbowl, Katana MRP, MRPeasy, ShipStation, Shopify OMS, Systum, inFlow InventoryMistral SmallZoho Inventoryagainst: NetSuite Order ManagementCin7 OmniChangedHoneyCart, Ordering, inFlow Inventoryagainst: Fishbowl Manufacturing and Inventory Management, NetSuite Order ManagementZoho Inventoryno first choiceagainst: Brightpearl, Cin7 Omni, NetSuite Order Management, Salesforce Order Management
Three alternatives
Cin7 Core, Linnworks, VeeqoThree alternatives
Shopify OMS, SimplyDepo, Zoho InventoryFour alternatives
Kosmos eSync, Odoo, SKULabs, ShipturtleThree alternatives
Ordering, Veeqo, inFlow InventoryDeepSeek V4 FlashCin7 Core, inFlow InventoryCin7 OmniChangedagainst: BrightpearlShipStationZoho Inventoryno first choiceagainst: HANA POS, IBM Sterling Order Management, Linga POS, NetSuite Order Management, SAP Commerce Cloud, Salesforce Order Management, ShipBob, Shipwire
Three alternatives
Fishbowl, Ordoro, Zoho InventoryTwo alternatives
Linnworks, Zoho InventorySix alternatives
Cin7 Core, Fishbowl, Ordoro, Veeqo, Zoho Inventory, inFlow InventoryTwo alternatives
ShipStation, inFlow InventoryLlama 4 MaverickCin7 Omnino first choiceChangedno first choiceZoho Inventoryno first choiceagainst: IBM Sterling Order Management, NetSuite Order Management, Oracle Fusion Cloud Order Management, SAP Commerce Cloud, SAP S/4HANA, Salesforce Order Management
Five alternatives
Kimayo, Linnworks, Sana Commerce, Veeqo, Zoho InventoryQwen 3.7 FlashCin7 Coreagainst: NetSuite Order ManagementCin7 CoreHeldShipStationZoho Inventoryno first choiceagainst: IBM Sterling Order Management, Oracle Fusion Cloud Order Management, Oracle NetSuite Order Management, SAP Commerce Cloud, SAP S/4HANA, Salesforce Order Management
Two alternatives
Odoo, Zoho InventoryThree alternatives
OrderLogic, Shopify OMS, SkubanaFour alternatives
Cin7 Core, Inventory Source, Orderhive, StockyThree alternatives
Delivety, Monday.com, inFlow InventoryKimi K2Cin7 CoreCin7 OmniChangedZoho Inventoryagainst: LinnworksZoho Inventoryno first choiceagainst: Cin7 Omni, HungerRush, Orderbot, SAP Ariba
Four alternatives
NetSuite ERP, Ordoro, ShipStation, Zoho InventoryTwo alternatives
Brightpearl, Zoho InventoryFour alternatives
Cin7 Core, Katana, Ordoro, inFlowFour alternatives
ERPAG, Monday.com, ShipStation, VeeqoGLM 4.7 FlashXCin7 Coreagainst: IBM Sterling Order ManagementCin7 CoreHeldagainst: IBM Sterling Order and Fulfillment Suiteno first choiceZoho Inventoryagainst: Apache OFBiz, Katanano first choiceagainst: Blue Yonder Order Management, IBM Sterling, Manhattan Associates, Oracle Fusion Cloud Order Management, Order Time Inventory, QuickBooks Online, Zoho Inventory
Five alternatives
Katana, Ordoro, QuickBooks Commerce, Veeqo, Zoho InventoryFour alternatives
Acctivate, Salesforce Order Management, Zoho Inventory, inFlow InventoryNine alternatives
Cin7 Omni, Fishbowl, HoneyCart, Kosmos eSync, LABL, Ordering, Shipturtle, Veeqo, Zoho InventoryThree alternatives
Dolibarr, Ordoro, ShipStationMiniMax M2.5OrderwerksZoho InventoryChangedShopify OMS, Zoho Inventoryagainst: NetSuite Order Management, QuickBooks CommerceZoho Inventoryno first choiceagainst: IBM Sterling Order Management, NetSuite Order Management, Oracle Fusion Cloud Order Management, SAP Commerce Cloud, SAP Order Management, Salesforce Order Management
Three alternatives
B2B Wave, Cin7 Omni, Zoho InventoryTwo alternatives
Brightpearl, Cin7 OmniOne alternative
ShipBobFour alternatives
Delivety, FullStro, Kosmos eSync, VeeqoGPT-6 LunainFlow InventoryZoho InventoryChangedagainst: Salesforce Order ManagementShopify OMSagainst: Cin7 CoreZoho Inventoryagainst: Odoono first choiceagainst: Cin7 Core, Fishbowl, SKULabs
Three alternatives
Cin7 Core, Odoo, Zoho InventoryOne alternative
Cin7 CoreThree alternatives
ShipStation, Veeqo, Zoho InventoryOne alternative
Square OnlineMuse Glimmer 30BQuickBooks Commerce, Zoho InventoryZoho InventoryChangedVeeqo, Zoho Inventoryagainst: Brightpearl, IBM Sterling, NetSuite Order Management, Oracle Fusion Cloud Order Management, SAP Commerce Cloud, Salesforce Commerce Cloud, Salesforce Order ManagementVeeqo, Zoho Inventoryagainst: FullStro, Kosmos eSyncno first choiceagainst: IBM Sterling Order Management, Manhattan Associates, NetSuite Order Management, Oracle Fusion Cloud Order Management, SAP Commerce Cloud, Salesforce Commerce Cloud, Salesforce Order Management
Five alternatives
Brightpearl, Cin7 Omni, Fishbowl, NuORDER, WizCommerceThree alternatives
Cin7 Omni, Linnworks, VeeqoFive alternatives
Cin7 Omni, Linnworks, MRPeasy, Shopify native Order Management, inFlow InventoryOne alternative
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.
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 16:44 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:56 | yes | 4 | 6 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 09:31 | yes | 8 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:44 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:41 | yes | 8 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:11 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:08 | yes | 23 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:38 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:34 | no | 0 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:00 | yes | 10 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:46 | yes | 10 | 22 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:21 | yes | 8 | 39 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:10 | yes | 4 | 22 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:14 | yes | 14 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:57 | yes | 18 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:52 | yes | 3 | 6 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 16:26 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:57 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:04 | yes | 14 | 14 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:57 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:58 | yes | 24 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:00 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:31 | no | 0 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:49 | yes | 19 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:22 | yes | 15 | 16 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:08 | yes | 5 | 29 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:27 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:57 | yes | 14 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:27 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:40 | yes | 3 | 10 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 11:10 | yes | 11 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:35 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:27 | yes | 12 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:43 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:03 | yes | 22 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:57 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:53 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:23 | yes | 15 | 52 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:28 | yes | 14 | 42 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:13 | yes | 23 | 47 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:30 | yes | 5 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:36 | yes | 24 | 43 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:48 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:36 | yes | 2 | 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 09:09 | yes | 15 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:11 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:44 | yes | 5 | 31 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:20 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:44 | yes | 19 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:59 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:26 | yes | 5 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:47 | yes | 9 | 15 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:54 | yes | 23 | 92 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:12 | yes | 5 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:27 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:28 | yes | 21 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:30 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:07 | no | 0 | 5 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 15:49 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:40 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:28 | yes | 9 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:32 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:53 | yes | 19 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:38 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:46 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:44 | yes | 10 | 57 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:40 | yes | 18 | 49 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:11 | yes | 5 | 29 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:26 | yes | 4 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:10 | yes | 13 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:30 | yes | 28 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:21 | yes | 3 | 6 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 09:56 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:24 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:17 | yes | 23 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:38 | yes | 14 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:18 | yes | 24 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:21 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:41 | yes | 5 | 20 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:51 | yes | 24 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:15 | yes | 19 | 35 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:30 | yes | 13 | 45 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:48 | yes | 2 | 12 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:20 | yes | 24 | 27 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
Cin7 read as Cin7 Omni
Cin7 (Cin7 Core/Omni) read as Cin7 Omni
Cin7 (Core or Omni) read as Cin7 Omni
Cin7 (Core) read as Cin7 Omni
Cin7 (Omni & Core) read as Cin7 Omni
Fluent Commerce read as Fluent Order Management
Kibo read as Kibo Order Management
NetSuite read as NetSuite Order Management
NetSuite (Oracle) read as NetSuite Order Management
Oracle NetSuite read as Oracle NetSuite Order Management
Oracle Order Management read as Oracle Fusion Cloud Order Management
Oracle Order Management Cloud read as Oracle Fusion Cloud Order Management
SAP read as SAP S/4HANA
Salesforce read as Salesforce Order Management
Shopify read as Shopify OMS
Unresolved, counted raw
Acctivate
Cin7 Orderhero
EasyVend
Goflow
Google Sheets + AppSheet
HungerRush
Inventory Source
Jesta Vision Suite
Katana Cloud Inventory
Katana MRP
Kimayo
LABL
Linga POS
Manage Your eCommerce
Netsmart
Oracle
OrderLogic
OrderTime
QuickBooks-integrated order management
SalesWarp
Sana Commerce Cloud
Shipwire (Ingram Micro)
Shopify native Order Management
SkuVault
Stocky (by Shopify)
Striven
Systum
Toast POS
Zoho
Discontinued, still offered
No shut-down product was recommended here.