Zero of twelve models named Joiin first on the direct prompt; zero named Oracle NetSuite. Joiin was named by nine of the twelve models and Oracle NetSuite by ten and both carry 15 labels, so the shares below are directly comparable.
Named in three categories this edition.
Named in fourteen categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 financial consolidation 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 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
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. Three of four in this category shown.
“Joiin – Best overall for small-to-midsize firms needing a balance of ease of use, multi-currency support, and a low price point.” GLM 4.7 FlashX · budget prompt · first choice
“For the most limited budgets, starting with Joiin at $19/month or free options like Zoho Books would be the best starting point” MiniMax M2.5 · budget prompt · first choice
“starting with Centage ... or Joiin (if you need flexible, cost-effective multi-entity consolidation)” DeepSeek V4 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Enterprise ERPs (SAP, Oracle NetSuite, Workday): ... too expensive for most small businesses.” Qwen 3.7 Flash · budget prompt · hard negative
“Avoid spreadsheets or full ERPs like NetSuite/Sage Intacct—they're error-prone or too expensive” Grok 4.1 Fast · budget prompt · hard negative
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.