Zero of fourteen models named Zoho Inventory first on the direct prompt; four named Cin7 Omni. Zoho Inventory was named by twelve of the fourteen models and Cin7 Omni by twelve and Zoho Inventory carries 18 labels and Cin7 Omni 28, 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.
Across every category in the November 2026 Edition, Zoho Inventory and Cin7 Omni were named in the same answer twenty-four times, of the 79 answers naming Zoho Inventory and the 63 naming Cin7 Omni. In those answers Cin7 Omni took the first choice six times and Zoho Inventory ten.
| 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. 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
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.