Two of twelve models named BILL first on the direct prompt; zero named QuickBooks. Both were named by all twelve models and BILL carries 26 labels and QuickBooks 40, so the shares are not directly comparable.
Named in twelve categories this edition.
Named in six 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 invoicing software 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Best For: The all-around standard choice; companies that need robust accounting alongside invoicing... It is the industry leader.” Qwen 3.7 Flash · paraphrase prompt · first choice
“I'd recommend QuickBooks Online if you want the best all-around fit for invoicing tied to accounting workflows” Perplexity Sonar · paraphrase prompt · first choice
“I'd recommend QuickBooks Online (specifically the Plus or Advanced plan) as the top online invoicing tool.” Grok 4.1 Fast · paraphrase 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.