Five of fourteen models named BILL first on the direct prompt; four named Invoiced. BILL was named by thirteen of the fourteen models and Invoiced by ten and BILL carries 25 labels and Invoiced 15, so the shares are not directly comparable.
Named in fifteen 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 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 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 | ||||||
| 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. One of one in this category shown.
“BILL and Invoiced are the top recommendations due to their advanced automation, AI capabilities, and scalability.” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Invoiced (deteriorating support, unclear pricing, abrupt account cancellations)” GLM 4.7 FlashX · negative prompt · hard negative
“I would recommend Invoiced if your priority is B2B invoice management... Invoiced is the strongest fit for a mid-sized B2B company.” Perplexity Sonar · paraphrase prompt · first choice
“Invoiced is the classic mid-market/enterprise pick for recurring billing, dunning and e-invoicing compliance” Muse Glimmer 30B · direct prompt · first choice
“Billtrust (for large scale) or Invoiced (for agility and ease of use)” Qwen 3.7 Flash · 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.