Numeric vs FreshBooks
One of twelve models named Numeric first on the direct prompt; zero named FreshBooks. Numeric was named by nine of the twelve models and FreshBooks by eight and Numeric carries 17 labels and FreshBooks 14, so the shares are not directly comparable.
Named in three categories this edition.
Named in eleven categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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
NumericFirst choices, of twelve modelsFreshBooks
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 4.1 Fast | ||||||
| Mistral Small | | |||||
| DeepSeek V4 Flash | | | | |||
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | |||||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | |
Numeric FreshBooks first choice named as an alternative argued againstblank: not namedEach cell is one answer, Numeric on the left and FreshBooks on the right.The direct prompt
Numeric first, FreshBooks not the choice
1 of 12 modelsFreshBooks was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
9 of 12 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
FreshBooks2%#7 of 11Numeric0%#– of 11Numeric7%#6 of 14FreshBooks2%#7 of 14What 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.
“Best For: Mid-market finance teams looking to dramatically compress close times.... It is built for audit scrutiny.” Gemini 3.5 Flash · paraphrase prompt · first choice
What the models said about FreshBooks
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Xero at $25/month or FreshBooks at $23/month offer the best value” MiniMax M2.5 · budget 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.