Four of fourteen models named Invoiced first on the direct prompt; four named NetSuite SuiteBilling. Invoiced was named by ten of the fourteen models and NetSuite SuiteBilling by nine and Invoiced carries 15 labels and NetSuite SuiteBilling 18, so the shares are not directly comparable.
Named in seven categories this edition.
Named in one category 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.
Across every category in the October 2026 Edition, Invoiced and NetSuite SuiteBilling were named in the same answer twelve times, of the 77 answers naming Invoiced and the 55 naming NetSuite SuiteBilling. In those answers NetSuite SuiteBilling took the first choice four times and Invoiced two.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“NetSuite - recommended for mid-market and growing businesses that need billing tightly connected to broader financial operations.” Llama 4 Maverick · direct prompt · first choice
“Oracle NetSuite — Best Overall for Full-Stack Needs” DeepSeek V4 Flash · direct prompt · first choice
“the strongest single pick is usually NetSuite” Perplexity Sonar · 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.