AI accounting assistants · October 2026 Edition
Rillet vs Zoho Books
Three of fourteen models named Rillet first on the direct prompt; zero named Zoho Books. Rillet was named by eleven of the fourteen models and Zoho Books by ten and Rillet carries 17 labels and Zoho Books 13, so the shares are not directly comparable.
Named in six categories this edition.
Named in seventeen categories this edition.
First-choice share11%11%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%8%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#3A position in a field of 17; printed, not drawn.
Labels1713A 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 Zoho Books · Rillet vs Vic.ai
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 modelsZoho Books
Direct30
Paraphrase201 against Rillet
Comparative001 against Zoho Books
Budget-constrained05
Scale-constrained00
Negative10
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 Zoho Books 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 Zoho Books first choice named as an alternative argued againstblank: not namedEach cell is one answer, Rillet on the left and Zoho Books on the right.The direct prompt
The plain question, one answer per model, grouped by where Rillet and Zoho Books stood in it.
Rillet first, Zoho Books not the choice
3 of 14 modelsZoho Books 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
Neither was the first choice, one was named
3 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
Kimi K2Sage Intacct alternatives: BILL, Oracle NetSuite, Ramp Accounting Agent, Rillet
GLM 4.7 FlashXSage Intacct, Xero alternatives: Oracle NetSuite, Ramp Accounting Agent, Rillet
Neither was named
8 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniSage Intacct alternatives: FloQast, HighRadius
Gemini 3.5 FlashTruewind alternatives: Numeric, Ramp Accounting Agent, Stampli, Vic.ai
Grok 4.1 FastSage Intacct alternatives: Oracle NetSuite, Xero
Mistral SmallVic.ai alternatives: Oracle NetSuite, Sage Intacct
Llama 4 MaverickVic.ai alternatives: BILL, Oracle NetSuite, Sage Intacct
Qwen 3.7 FlashSage Intacct alternatives: BlackLine, Bluecopa, Oracle NetSuite, Vic.ai
MiniMax M2.5Sage Intacct alternatives: Booke AI, Oracle NetSuite, Vic.ai
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
Zoho Books leads by six points.
Zoho Books6%#4 of 14Rillet0%#– of 14Mid-marketThe figures above
Level: the same share of first choices.
Rillet11%#2 of 17Zoho Books11%#3 of 17Enterprise
Zoho Books is not named for this buyer.
Rillet6%#5 of 12Zoho Books—not namedWhat 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 Zoho Books
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Its AI capabilities are helpful, but the bigger differentiator is usually price and platform fit rather than best-in-class accounting AI.” GPT-5.4 mini · comparative prompt · soft negative
“The Best Overall Value: Zoho Books ... It offers the most comprehensive "AI-like" features (called Zia) at the lowest price point among major platforms.” Qwen 3.7 Flash · budget prompt · first choice
Also compared
Sage Intacct vs RilletSage Intacct vs Zoho BooksRillet vs Vic.aiRillet vs WaveRillet vs NumericRillet vs XeroRillet vs DigitsZoho Books vs Vic.aiZoho Books vs WaveZoho Books vs NumericZoho Books vs XeroZoho Books vs DigitsAll twenty-eight head-to-head pages and the full AI accounting assistants standing
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.