AI Indexes
GTM AI Index
September 2026 Edition, expanded tier · The six flagship models on every category, as published September 9, 2026. The public index runs on the standard tier; this record is what the Expanded Edition Pack delivers on one category. The category page →
Index › Revenue operations › September 2026 Edition

Order management systems

Asked as “order management system”, and as “omnichannel order orchestration software”, on behalf of a mid-market B2B software company. 44 first choices recorded across the direct, paraphrase, budget and scale prompts, six models each. Added to the September 2026 Edition; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b), 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.

The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all six models, for a mid-market B2B software company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Zoho Inventory25%0%18accepted challengernewNew since September 2026: not ranked then, 25% now.
02NetSuite Order Management11%5%19accepted challengernewNew since September 2026: not ranked then, 11% now.
03Kibo Order Management11%0%14accepted challengernewNew since September 2026: not ranked then, 11% now.
04Oracle NetSuite9%20%10accepted challengernewNew since September 2026: not ranked then, 9% now.
05Brightpearl5%0%31accepted challengernewNew since September 2026: not ranked then, 5% now.
06Cin7 Omni5%0%12accepted challengernewNew since September 2026: not ranked then, 5% now.
07Kibo Commerce5%0%10accepted challengernewNew since September 2026: not ranked then, 5% now.
Show the two products at 0%, ordered by negative rate
09Salesforce 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 12 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. 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.

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
I08
09
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Zoho Inventory25%
02NetSuite Order Management11%
03Kibo Order Management11%
04Oracle NetSuite9%
05Brightpearl5%
06Cin7 Omni5%
07Kibo Commerce5%
08IBM Sterling Order Management0%
09Salesforce Order Management0%

What they warned about

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 Management
30%
6 of 20 labels negative · 6 of 6 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
ShipStation
57%
4 of 7 labels negative · 4 of 6 models · 1 hard negative
“Avoid starter tools like ShipStation if you're truly mid-market.” Grok 4.20, direct prompt
IBM Sterling
88%
7 of 8 labels negative · 3 of 6 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 6 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 six in this edition.

Sites the answers cite

77 of 84 answers in this category came back with a source list, from 14 of 6 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.

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.

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 productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 daysBest Google position
Zoho parent site
Zoho Inventory 25%
25%706,600330
Kibo Commerce kibocommerce.com
Kibo Order Management 11%, Kibo Commerce 5%
16%2948085,247137
Oracle parent site
Oracle NetSuite 9%, Oracle NetSuite Order Management 5%
14%19450,00066,611
NetSuite Order Management netsuite.com11%4711042,262,234$81,140113
Brightpearl brightpearl.com5%461,3002036,51147
Cin7 cin7.com
Cin7 Omni 5%, Cin7 0%, Cin7 Core 0%
5%243,6009655,257$18057
Veeqo veeqo.com5%239,9008816,132$6833
Deposco deposco.com2%9
QuickBooks Commerce2%1701
Pipe17 pipe17.com2%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.
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ModelDirect“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 Opus 5no first choiceno first choiceno first choiceno first choiceno first choicenothing named
Claude Opus 4.8no first choiceno first choiceno first choiceno first choiceno first choicenothing named
GPT-6 Astrano first choiceno first choiceno first choiceno first choiceno first choicenothing named
GPT-5.6 Solno first choiceno first choiceno first choiceno first choiceno first choicenothing named
Gemini 3.1 Prono first choiceno first choiceno first choiceno first choiceno first choicenothing named
Perplexity Sonar Prono first choiceno first choiceno first choiceno first choiceno first choicenothing named
Bold 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
Zero rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency

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.
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