Two of twelve models named BILL first on the direct prompt; four named Invoiced. BILL was named by twelve of the twelve models and Invoiced by nine and BILL carries 26 labels and Invoiced 15, so the shares are not directly comparable.
Named in twelve categories this edition.
Named in seven 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. Five of five in this category shown.
“users frequently complain about payment issues, restrictive invoice caps that increase costs, and poor customer support” Mistral Small · negative prompt · hard negative
“Support deterioration ... Unexpected cancellations ... Integration problems” MiniMax M2.5 · negative prompt · hard negative
“Best overall for mid‑market B2B: Invoiced (by Flywire) if you want end‑to‑end AR automation and global payments.” GLM 4.7 FlashX · direct prompt · first choice
“For a mid-sized B2B company specifically, Invoiced is the strongest dedicated choice.” DeepSeek V4 Flash · paraphrase prompt · first choice
“SAP and Invoiced are excellent for comprehensive invoicing and compliance” Mistral Small · 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.