Zero of fourteen models named QuickBooks first on the direct prompt; four named NetSuite SuiteBilling. QuickBooks was named by thirteen of the fourteen models and NetSuite SuiteBilling by nine and QuickBooks carries 45 labels and NetSuite SuiteBilling 18, so the shares are not directly comparable.
Named in eight 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.
| 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. Five of six in this category shown.
“The biggest institutional red flag is QuickBooks due to its overwhelming number of consumer complaints about support, billing, and payment holds.” DeepSeek V4 Flash · negative prompt · hard negative
“Avoid QuickBooks for now \u2013 It's powerful but starts at ~$30/month and is overkill for a tight budget.” DeepSeek V4 Flash · budget prompt · hard negative
“The Best All-Rounder: QuickBooks Online Advanced ... upgrading to the Advanced tier is usually the safest bet.” Qwen 3.7 Flash · paraphrase prompt · first choice
“For most mid-sized B2B companies, I'd recommend QuickBooks Online (Plus or Advanced tier) as the primary choice.” DeepSeek V4 Flash · paraphrase prompt · first choice
“Zoho Invoice and QuickBooks are the top choices due to their comprehensive features and scalability” Mistral Small · paraphrase 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.