Rillet vs Numeric
Three of fourteen models named Rillet first on the direct prompt; zero named Numeric. Rillet was named by eleven of the fourteen models and Numeric by seven and Rillet carries 17 labels and Numeric 11, so the shares are not directly comparable.
Named in six 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
RilletFirst 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 4.1 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 | | | |
Rillet Numeric first choice named as an alternative argued againstblank: not namedEach cell is one answer, Rillet on the left and Numeric on the right.The direct prompt
Rillet first, Numeric not the choice
3 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
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 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
Rillet0%#– of 14Numeric0%#– of 14What the models said about Rillet
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“worth evaluating ... However, migration effort is a real cost, so weigh that carefully.” DeepSeek V4 Flash · paraphrase prompt · soft negative
“the strongest recommendation for an AI-driven accounting solution is Rillet, specifically leveraging its Aura AI agents.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Tools like Rillet, which pair AI with human oversight and a full audit trail, are safer choices.” Mistral Small · negative prompt · first choice
“Rillet with Aura AI agents is the most purpose-built AI agent layer for accounting tasks” Muse Glimmer 30B · paraphrase 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 Numeric if your main need is month-end close, reconciliation, and financial reporting” Perplexity Sonar · 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.