Zero of fourteen models named QuickBooks first on the direct prompt; four named Invoiced. QuickBooks was named by thirteen of the fourteen models and Invoiced by ten and QuickBooks carries 45 labels and Invoiced 15, so the shares are not directly comparable.
Named in eight 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. 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. 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.