AI accounting assistants · October 2026 Edition
Rillet vs Vic.ai
Three of fourteen models named Rillet first on the direct prompt; two named Vic.ai. Rillet was named by eleven of the fourteen models and Vic.ai by thirteen and Rillet carries 17 labels and Vic.ai 30, so the shares are not directly comparable.
Named in six categories this edition.
Named in three categories this edition.
First-choice share11%9%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%7%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 17; printed, not drawn.
Labels1730A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Rillet reading right to left. Rank and label count are printed, not drawn.Sage Intacct was named alongside these two in thirteen of the fourteen direct answers. Sage Intacct vs Rillet · Sage Intacct vs Vic.ai · Rillet vs Zoho Books
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
RilletFirst choices, of fourteen modelsVic.ai
Direct32
Paraphrase221 against Rillet
Comparative01
Budget-constrained00
Scale-constrained00
Negative102 against Vic.ai
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Rillet and Vic.ai stood in it.
| 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 Vic.ai first choice named as an alternative argued againstblank: not namedEach cell is one answer, Rillet on the left and Vic.ai on the right.The direct prompt
The plain question, one answer per model, grouped by where Rillet and Vic.ai stood in it.
Rillet first, Vic.ai an alternative
3 of 14 modelsVic.ai was named in the answer but not as the choice, or not at all.Perplexity SonarRillet, Sage Intacct alternatives: Vic.ai, Zeni
DeepSeek V4 FlashRillet alternatives: Digits, Pilot, Sage Intacct
Muse Glimmer 30BRillet alternatives: Sage Intacct
Vic.ai first, Rillet not the choice
2 of 14 modelsRillet was named in the answer but not as the choice, or not at all.Mistral SmallVic.ai alternatives: Oracle NetSuite, Sage Intacct
Llama 4 MaverickVic.ai alternatives: BILL, Oracle NetSuite, Sage Intacct
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Sage Intacct alternatives: Ramp Accounting Agent, Rillet, Xero
Gemini 3.5 FlashTruewind alternatives: Numeric, Ramp Accounting Agent, Stampli, Vic.ai
Qwen 3.7 FlashSage Intacct alternatives: BlackLine, Bluecopa, Oracle NetSuite, Vic.ai
Kimi K2Sage Intacct alternatives: BILL, Oracle NetSuite, Ramp Accounting Agent, Rillet
GLM 4.7 FlashXSage Intacct, Xero alternatives: Oracle NetSuite, Ramp Accounting Agent, Rillet
MiniMax M2.5Sage Intacct alternatives: Booke AI, Oracle NetSuite, Vic.ai
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniSage Intacct alternatives: FloQast, HighRadius
Grok 4.1 FastSage Intacct alternatives: Oracle NetSuite, Xero
GPT-6 LunaSage Intacct alternatives: Intuit Enterprise Suite, Oracle NetSuite
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Rillet0%#– of 14Vic.ai0%#14 of 14Mid-marketThe figures above
Enterprise
The order flips: Vic.ai leads at enterprise.
Vic.ai15%#1 of 12Rillet6%#5 of 12What 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 Vic.ai
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Both claim up to 95% autonomy for AP tasks and bookkeeping, but these figures should be treated as marketing claims rather than guarantees.” Mistral Small · negative prompt · soft negative
“Overhyped Autonomy Claims (e.g., Booke AI, Vic.ai claiming 95% hands-off)” Grok 4.1 Fast · negative prompt · soft negative
“1. Vic.ai - Autonomous AP at real enterprise invoice volume, with invoice coding cost drops from ~$12 to under $2 each.” Llama 4 Maverick · paraphrase prompt · first choice
“Vic.ai is often cited as the best AI-driven tool for bookkeeping, especially for AP automation” Mistral Small · direct prompt · first choice
“I'd recommend Vic.ai as a top choice for a mid-sized B2B company” MiniMax M2.5 · paraphrase prompt · first choice
Also compared
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.