Four of fourteen models named Cin7 Omni first on the direct prompt; one named Kibo Order Management. Cin7 Omni was named by twelve of the fourteen models and Kibo Order Management by nine and Cin7 Omni carries 28 labels and Kibo Order Management 15, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the order management systems page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“better for inventory-heavy operations, but usually less ideal for more complex B2B order orchestration” GPT-5.4 mini · direct prompt · soft negative
“reasonably priced compared to enterprise tools like Cin7 ($349+/mo)” DeepSeek V4 Flash · budget prompt · soft negative
“it's usually less budget-friendly than the options above” GPT-5.4 mini · budget prompt · soft negative
“Cin7 Omni offers strong multichannel + B2B features, including EDI and forecasting.” GLM 4.7 FlashX · direct prompt · first choice
“I recommend Cin7 Omni as the primary choice for most mid-sized B2B companies” DeepSeek V4 Flash · paraphrase prompt · first choice
“Brightpearl or Cin7 would be the top recommendations” MiniMax M2.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Kibo OMS has yet to fully develop its distributed order management (DOM) capabilities.” Claude Haiku 4.5 · negative prompt · soft negative
“Kibo stands out specifically for mid-market companies because it's designed for that segment” Claude Haiku 4.5 · paraphrase prompt · first choice
“Kibo was built specifically for high-volume commerce. It excels at omnichannel fulfillment” Qwen 3.7 Flash · direct prompt · first choice
“For complex store-based retail, start with Manhattan, Blue Yonder, IBM, Fluent, and Kibo.” GPT-6 Luna · comparative prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.