Four of fourteen models named Trintech Adra first on the direct prompt; zero named QuickBooks Online. Trintech Adra was named by twelve of the fourteen models and QuickBooks Online by thirteen and Trintech Adra carries 19 labels and QuickBooks Online 20, so the shares are not directly comparable.
Named in three categories this edition.
Named in sixteen categories 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 account reconciliation 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 | ||||||
| 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. Three of four in this category shown.
“Xenett or Adra offer the best balance of features, cost, and implementation speed” MiniMax M2.5 · direct prompt · first choice
“Trintech's Adra suite - a cloud reconciliation and close platform for mid-market teams.” Llama 4 Maverick · direct prompt · first choice
“It's the best fit for mid-market companies, roughly $50M to $500M revenue” Claude Haiku 4.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“you've likely outgrown built-in tools (70–80% match rates at best)” DeepSeek V4 Flash · paraphrase 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.