Small businessnewNew since September 2026: not ranked then, 0% now.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 40 of 57, unchanged
Sage · 1 category · Named, not rankedSage AR Automation
5Judge labels
0First choices
2Negative labels
4 / 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.
Standing
3 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Sage AR Automation was named 3 times in Accounts receivable auto, where Upflow led with 17%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small business42 of 62
0%1 label
under the label threshold
Mid-market79 of 79
0%3 labels
under the label threshold
Enterprise58 of 79
0%1 label
under the label threshold
In accounts receivable auto · 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 AR Automation 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 |
|---|---|---|---|---|---|---|---|
| Accounts receivable automation | Receivables and billing | 0% | 79 of 79 | 67% | 3 | under 10 labels · led by Upflow at 17% | newNew since September 2026: not ranked then, 0% now. |
Movement
Since September 2026, Sage AR Automation held within the floor in its one category: no change cleared 10 points.
Best category · Accounts receivable auto · by segment
Mid-marketnewNew since September 2026: not ranked then, 0% now.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 75 of 75, unchanged
EnterprisenewNew since September 2026: not ranked then, 0% now.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 51 of 71, unchanged
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Accounts receivable auto | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 79 of 79, unchanged |
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 AR Automation 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 AR Automation 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 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
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
Direct0 labelsNone
Paraphrase0 labelsNone
Comparative2 labelsNone
Budget-constrained0 labelsNone
Scale-constrained0 labelsNone
Negative3 labelsNone
First choiceAlternativeMentionNegative5 labels in all, every segment counted; 0 of the 0 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.
No positive label carried a quote.
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.
“user complaints frequently highlight frustration around limited merchant processing choices or high percentage-based processing fees” Gemini 3.5 Flash · Accounts receivable auto · negative prompt · soft negative
“Third-party payment limits, clunky steps.” Grok 4.1 Fast · Accounts receivable auto · negative prompt · soft negative
Named alongside
The products named in the same answers as Sage AR Automation, over the 5 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Sage AR Automation was named but was not.ShowHide
Named alongside
The products named in the same answers as Sage AR Automation, over the 5 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Sage AR Automation 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 AR Automation. 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 5 of the 5 answers that named Sage AR Automation and are not a share of its labels.
Domains cited
chaserhq.com2
g2.com2
highradius.com2
lunos.ai2
quickreceivable.com2
technologyadvice.com2
worldmetrics.org2
accountsreceivable.ai1
apibit.com1
articsledge.com1
Seventeen of the seventeen domain citations in answers naming Sage AR Automation came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Names read as Sage AR Automation
What the judge wrote, as written, with how often. The vendor table decides that these count as Sage AR Automation; a claim can dispute any of them.
Sage AR Automation (Lockstep) 1Sage AR Automation/Lockstep integrations 1
Follow Sage AR Automation
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 AR Automation.ShowHide
The company
Sage is the company behind Sage AR Automation.
ShowHideOn record
Company records- Also from Sage
- Sage 50, Sage 50cloud, Sage Accounting, Sage Business Accounting, Sage Business Cloud Accounting, Sage Copilot, Sage Expense Management, Sage Fixed Assets and 5 more
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 AR Automation'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 AR Automation, 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 AR Automation by email, built from the raw record of the edition. It shows:
- where Sage AR Automation 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 AR Automation, 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.