Small business▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
2%from 0% in September 2026
Inside the floor by 8 pointsRank 60 → 9 of 77
Sage · 1 category · RankedSage Intacct Revenue Recognition
80Judge labels
9First choices
11Negative labels
13 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
14% in Revenue recognition for mid-market buyers
Rank 2 of 77 in the mid-market standingaccepted challenger
4 of 14 models made it the first choice on the direct prompt; 13% of its 38 labels there were negative.
What the models named instead of Sage Intacct Revenue Recognition →By buyer segmentStrongest at mid-market.
Small business10 of 79
2%24 labels
accepted challenger
Mid-market2 of 77
14%38 labels
accepted challenger
Enterprise8 of 65
2%18 labels
accepted challenger
In revenue recognition · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading
Standing by category
Every category where a model named Sage Intacct Revenue Recognition for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Revenue recognition | Accounting and close | 14% | 2 of 77 | 13% | 38 | accepted challenger | ▲+1Since September 2026: 15% → 16%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Sage Intacct Revenue Recognition held within the floor in its one category: no change cleared 10 points.
Best category · Revenue recognition · by segment
Mid-market▲+1Since September 2026: 15% → 16%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.
16%from 15% in September 2026
Inside the floor by 9 pointsRank 1 → 2 of 74
Enterprise▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
2%from 0% in September 2026
Inside the floor by 8 pointsRank 15 → 7 of 62
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Revenue recognition | 15% | 16% | ▲+1Since September 2026: 15% → 16%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 1 → 2 of 77 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
By model
How each model treated Sage Intacct Revenue Recognition across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
How each model treated Sage Intacct Revenue Recognition across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 1 | 0 | 3 |
| GPT-5.4 mini | 1 | 1 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 1 | 2 | 1 | 2 | 6 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.1 Fast | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 2 | 1 | 1 | 1 | 5 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 1 | 1 | 0 | 0 | 2 |
| Kimi K2 | 2 | 1 | 0 | 2 | 5 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 2 | 2 | 0 | 4 |
| GPT-6 Luna | 0 | 1 | 1 | 0 | 2 |
| Muse Glimmer 30B | 0 | 1 | 1 | 0 | 2 |
By framing
Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct19 labels5
Paraphrase17 labels3
Comparative23 labels1not counted in share
Budget-constrained9 labels1
Scale-constrained6 labelsNone
Negative6 labelsNone
First choiceAlternativeMentionNegative80 labels in all, every segment counted; 9 of the 10 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Highly popular in the mid-market B2B SaaS and professional services space. It handles ASC 606 compliance natively inside the ledger” Gemini 3.5 Flash · Revenue recognition · direct prompt · first choice
“Top Recommendation: Sage Intacct Revenue Recognition — Best overall for mid-market B2B.” DeepSeek V4 Flash · Revenue recognition · direct prompt · first choice
“Sage Intacct or BillingPlatform — both offer strong mid-market functionality” Kimi K2 · Revenue recognition · paraphrase prompt · first choice
“Sage Intacct (Best overall for mid-market B2B)” DeepSeek V4 Flash · Revenue recognition · paraphrase prompt · first choice
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“avoiding expensive enterprise resource planning (ERP) platforms (like NetSuite or Sage Intacct, which can cost $10,000 to over $100,000 annually)” Gemini 3.5 Flash · Revenue recognition · budget prompt · hard negative
“Avoid enterprise-grade solutions (Zuora Revenue, NetSuite ARM, Sage Intacct)” DeepSeek V4 Flash · Revenue recognition · budget prompt · hard negative
“Lacks reconciliation depth for contract modifications and multi-element arrangements ... Verdict: Consider carefully if you have complex subscription models” Kimi K2 · Revenue recognition · negative prompt · soft negative
“Large legacy ERPs often upsell you on their built-in revenue recognition modules... notoriously rigid and difficult to configure” Gemini 3.5 Flash · Revenue recognition · negative prompt · soft negative
Named alongside
The products named in the same answers as Sage Intacct Revenue Recognition, over the 80 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Sage Intacct Revenue Recognition was named but was not.ShowHide
Named alongside
The products named in the same answers as Sage Intacct Revenue Recognition, over the 80 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Sage Intacct Revenue Recognition was named but was not.
ShowHideProductSame answerTook the first choice insteadHead to head
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.
What carried it into the answer
The sites and pages cited by the answers that named Sage Intacct Revenue Recognition. A fact about retrieval, not a lever on the model.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 77 of the 80 answers that named Sage Intacct Revenue Recognition and are not a share of its labels.
Domains cited
ledgerup.ai46
guideflow.com45
wise.com44
rightrev.com37
zenskar.com36
hubifi.com32
younium.com28
fueler.io26
synder.com26
dualentry.com25
345 of the 345 domain citations in answers naming Sage Intacct Revenue Recognition came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
Where Sage Intacct Revenue Recognition stands in Google search beside where it stands in the models' answers.ShowHide
Search and answers
Where Sage Intacct Revenue Recognition stands in Google search beside where it stands in the models' answers.
ShowHideIn search
Google, US estimates- Searches for its name, Google
- 10 a month (“sage intacct revenue recognition”)
- AI search demand for its name, est.
- 0 a month
- Its own site
- It sits on Sage's site (sage.com), so there are no site figures for it alone
In answers
This editionShare of first choices
14%
rank 2 of 77 in revenue recognition
Segment leader
20%
Maxio
- First choices
- 9 across its categories
- Named in
- 80 answers
- Its own site cited
- in 77 of the answers that named it
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
Names read as Sage Intacct Revenue Recognition
What the judge wrote, as written, with how often. The vendor table decides that these count as Sage Intacct Revenue Recognition; a claim can dispute any of them.
Sage Intacct 27Sage Intacct Contract Revenue Management 2Sage Intacct (with Sage Intacct Contracts module) 1Sage Intacct Revenue Management 1
Follow Sage Intacct Revenue Recognition
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
The company
Sage is the company behind Sage Intacct Revenue Recognition.ShowHide
The company
Sage is the company behind Sage Intacct Revenue Recognition.
ShowHideOn record
Company records- Also from Sage
- Sage 50, Sage 50cloud, Sage AR Automation, Sage Accounting, Sage Business Accounting, Sage Business Cloud Accounting, Sage Copilot, Sage Expense Management and 5 more
In its own words
Stated by the vendor, not checked- Customers named
- Pepper ConstructionBayley Construction
- Not stated on the pages read
- Positioning, who it is for, price, starting price, free plan or trial, integrations, certifications, hosting
What Sage Intacct Revenue Recognition's own pages state, read September 28, 2026: hcm.sage.com/sage-intacct-integration, hcm.sage.com/partners/sage-intacct, hcm.sage.com/white-papers/sage-intacct. A claimed page can correct any of them.
Is this your product?
Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Sage Intacct Revenue Recognition's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Sage Intacct Revenue Recognition, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Sage Intacct Revenue Recognition by email, built from the raw record of the edition. It shows:
- where Sage Intacct Revenue Recognition is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Sage Intacct Revenue Recognition, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.
Badges
Wins only: a badge exists where Sage Intacct Revenue Recognition is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.ShowHide
Badges
Wins only: a badge exists where Sage Intacct Revenue Recognition is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.
ShowHideSage Intacct Revenue Recognition is among the products AI models recommend first in Revenue recognition this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Wide · 320 × 104 Website, beside other badges
Square · 240 × 240 LinkedIn, slides
Compact · 200 × 56 Email signature, footer
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.