Zero of fourteen models named Zoho Inventory first on the direct prompt; one named Kibo Order Management. Zoho Inventory was named by twelve of the fourteen models and Kibo Order Management by nine and Zoho Inventory carries 18 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. Five of six in this category shown.
“Common complaints include sync issues with sales channels, a UI that often feels cluttered, and, at times, slow customer support.” Claude Haiku 4.5 · negative prompt · soft negative
“generally has less depth and scalability than enterprise OMS platforms” Perplexity Sonar · comparative prompt · soft negative
“Zoho Inventory: It offers a free plan and paid plans starting from $29/month, billed annually. It's best for affordable multi-channel tracking.” Llama 4 Maverick · budget prompt · first choice
“Zoho Inventory (Best Overall for Flexibility) ... widely considered the gold standard for startups and small businesses” Qwen 3.7 Flash · budget prompt · first choice
“Start with Zoho Inventory's free plan — it's the most robust free option for actual inventory and order management.” Kimi K2 · budget 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.