QuickBooks Online vs Numeric
Two of fourteen models named QuickBooks Online first on the direct prompt; zero named Numeric. QuickBooks Online was named by fourteen of the fourteen models and Numeric by ten and QuickBooks Online carries 39 labels and Numeric 15, so the shares are not directly comparable.
Named in twenty-three categories this edition.
Named in four 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 AI accounting assistants page.
By framing
QuickBooks OnlineFirst choices, of fourteen modelsNumeric
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | | | | | ||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | | | ||||
| Grok 4.20 | | | | |||
| 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 | |
QuickBooks Online Numeric first choice named as an alternative argued againstblank: not namedEach cell is one answer, QuickBooks Online on the left and Numeric on the right.The direct prompt
QuickBooks Online first, Numeric not the choice
2 of 14 modelsNumeric was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
10 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
QuickBooks Online24%#1 of 16Numeric0%#– of 16QuickBooks Online6%#4 of 15Numeric6%#5 of 15QuickBooks Online0%#13 of 13Numeric0%#– of 13What the models said about QuickBooks Online
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“found it gave wrong or irrelevant answers on more than half of them ... users report no way to turn it off” DeepSeek V4 Flash · negative prompt · hard negative
“If you want the most broad, integrated AI feature set for SMBs, QuickBooks currently stands out from the product pages I checked.” GPT-5.4 mini · comparative prompt · first choice
What the models said about Numeric
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“I'd recommend starting with Numeric for its published pricing and mid-market focus” GLM 4.7 FlashX · paraphrase 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.