AI accounting assistants · November 2026 Edition
Rillet vs QuickBooks Online
Six of fourteen models named Rillet first on the direct prompt; two named QuickBooks Online. Rillet was named by twelve of the fourteen models and QuickBooks Online by fourteen and Rillet carries 18 labels and QuickBooks Online 39, so the shares are not directly comparable.
Named in six categories this edition.
Named in twenty-three categories this edition.
First-choice share21%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%18%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 15; printed, not drawn.
Labels1839A 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 eight of the fourteen direct answers. Zoho Books vs Rillet · Zoho Books vs QuickBooks Online · Rillet vs Sage Intacct
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 modelsQuickBooks Online
Direct621 against QuickBooks Online
Paraphrase402 against QuickBooks Online
Comparative05
Budget-constrained011 against QuickBooks Online
Scale-constrained00
Negative013 against QuickBooks Online
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 QuickBooks Online 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 4.20 | | | | |||
| 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 | | |
Rillet QuickBooks Online first choice named as an alternative argued againstblank: not namedEach cell is one answer, Rillet on the left and QuickBooks Online on the right.The direct prompt
The plain question, one answer per model, grouped by where Rillet and QuickBooks Online stood in it.
Rillet first, QuickBooks Online not the choice
6 of 14 modelsQuickBooks Online was named in the answer but not as the choice, or not at all.Grok 4.20Rillet alternatives: Sage Intacct
Mistral SmallRillet, Sage Intacct alternatives: Microsoft Dynamics 365 Business Central
DeepSeek V4 FlashRillet alternatives: Digits, Zeni
Qwen 3.7 FlashRillet alternatives: Vic.ai, Zeni
Kimi K2Rillet alternatives: QuickBooks with AI, Ramp Accounting Agent, Sage Intacct
GLM 4.7 FlashXRillet alternatives: Booke AI, Docyt
QuickBooks Online first, Rillet not the choice
2 of 14 modelsRillet was named in the answer but not as the choice, or not at all.GPT-5.4 miniIntuit Enterprise Suite, QuickBooks Online alternatives: BILL, Botkeeper, Campfire, Vic.ai
MiniMax M2.5QuickBooks Online alternatives: DualEntry, Netgain, Vic.ai
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.Claude Haiku 4.5DualEntry alternatives: Campfire, Rillet, Sage Intacct
Perplexity SonarSage Intacct alternatives: Booke AI, Rillet, Vic.ai, Zeni
Llama 4 MaverickSage Intacct alternatives: Microsoft Dynamics 365 Business Central, Rillet, Zeni
Muse Glimmer 30BSage Intacct alternatives: Microsoft Dynamics 365 Business Central, Rillet
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Gemini 3.5 FlashVic.ai alternatives: Numeric, Ramp Accounting Agent, Stampli, Tabs, Trullion, Zone & Co
GPT-6 LunaSage Intacct alternatives: Numeric, 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
Rillet is not named for this buyer.
QuickBooks Online24%#1 of 16Rillet—not namedMid-marketThe figures above
The order flips: Rillet leads at mid-market.
Rillet21%#2 of 15QuickBooks Online6%#4 of 15Enterprise
Rillet leads by two points.
Rillet2%#6 of 13QuickBooks Online0%#13 of 13What the models said about Rillet
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Rillet leads the AI-native category for mid-sized firms, pairing a real-time general ledger with Aura AI agents” Claude Haiku 4.5 · paraphrase prompt · first choice
“the strongest general recommendation is Rillet if you are willing to adopt an AI-native accounting platform” Perplexity Sonar · paraphrase prompt · first choice
“Best All-Around AI-Native Solution: Rillet ... frequently cited as the leader for mid-sized firms” Qwen 3.7 Flash · direct prompt · first choice
What 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
Also compared
Zoho Books vs RilletZoho Books vs QuickBooks OnlineRillet vs Sage IntacctRillet vs NumericRillet vs Vic.aiRillet vs XeroRillet vs Ramp Accounting AgentSage Intacct vs QuickBooks OnlineQuickBooks Online vs NumericQuickBooks Online vs Vic.aiQuickBooks Online vs XeroQuickBooks Online vs Ramp Accounting AgentAll 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.