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AI accounting assistants · October 2026 Edition

Sage Intacct vs Numeric

Nine of fourteen models named Sage Intacct first on the direct prompt; zero named Numeric. Sage Intacct was named by thirteen of the fourteen models and Numeric by seven and Sage Intacct carries 24 labels and Numeric 11, so the shares are not directly comparable.

Sage Intacct

accepted challenger

Named in nineteen categories this edition.

Numeric

accepted challenger

Named in four categories this edition.

First-choice share22%7%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#6A position in a field of 17; printed, not drawn.
Labels2411A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Sage Intacct reading right to left. Rank and label count are printed, not drawn.Oracle NetSuite was named alongside these two in eight of the fourteen direct answers. Sage Intacct vs Rillet · Sage Intacct vs Zoho Books · Sage Intacct 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.
Sage IntacctFirst choices, of fourteen modelsNumeric
Direct90
Paraphrase03
Comparative01
Budget-constrained00
Scale-constrained10
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 Sage Intacct and Numeric stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Sage Intacct Numeric first choice named as an alternative argued againstblank: not namedEach cell is one answer, Sage Intacct on the left and Numeric on the right.

The direct prompt

The plain question, one answer per model, grouped by where Sage Intacct and Numeric stood in it.

Sage Intacct first, Numeric not the choice

9 of 14 modelsNumeric was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Sage Intacct alternatives: Ramp Accounting Agent, Rillet, Xero
GPT-5.4 miniSage Intacct alternatives: FloQast, HighRadius
Perplexity SonarRillet, Sage Intacct alternatives: Vic.ai, Zeni
Grok 4.1 FastSage Intacct alternatives: Oracle NetSuite, Xero
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
GPT-6 LunaSage Intacct alternatives: Intuit Enterprise Suite, Oracle NetSuite

Neither was the first choice, one was named

5 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashTruewind alternatives: Numeric, Ramp Accounting Agent, Stampli, Vic.ai
Mistral SmallVic.ai alternatives: Oracle NetSuite, Sage Intacct
DeepSeek V4 FlashRillet alternatives: Digits, Pilot, Sage Intacct
Llama 4 MaverickVic.ai alternatives: BILL, Oracle NetSuite, Sage Intacct
Muse Glimmer 30BRillet alternatives: Sage Intacct

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
Sage Intacct is not named for this buyer.
Sage Intacct—not named
Numeric0%#– of 14
The full small business standing →
Mid-marketThe figures above
Sage Intacct leads by fifteen points.
Sage Intacct22%#1 of 17
Numeric7%#6 of 17
The full mid-market standing →
Enterprise
Sage Intacct leads by eleven points.
Sage Intacct15%#2 of 12
Numeric4%#6 of 12
The full enterprise standing →

What the models said about Sage Intacct

No label in this category carried a quote.

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
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.