Small businessgoneNot named this edition; 0% in September 2026.
0%from 0% in September 2026
Inside the floor by 10 pointsNot ranked
BlackLine · 2 categories · RankedBlackLine Invoice-to-Cash
33Judge labels
1First choices
5Negative labels
10 / 14Models named it
2Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
0% in Accounts receivable auto for mid-market buyers
Rank 22 of 79 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 20% of its 10 labels there were negative.
What the models named instead of BlackLine Invoice-to-Cash →By buyer segmentRead the same way at every buyer size.
Small businessnot named
0%
No model named it for this buyer.
Mid-market22 of 79
0%10 labels
accepted challenger
Enterprise11 of 79
0%19 labels
accepted challenger
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 BlackLine Invoice-to-Cash 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% | 22 of 79 | 20% | 10 | accepted challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Cash application | Receivables and billing | 0% | 34 of 83 | 0% | 3 | under 10 labels · led by Versapay at 9% | newNew since September 2026: not ranked then, 0% now. |
Movement
Since September 2026, BlackLine Invoice-to-Cash held within the floor in all two categories: no change cleared 10 points.
Best category · Accounts receivable auto · by segment
Mid-market=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 30 → 22 of 75
Enterprise=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 17 → 10 of 71
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Accounts receivable auto | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 30 → 22 of 79 |
| Cash application | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 34 of 83, 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 BlackLine Invoice-to-Cash 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 BlackLine Invoice-to-Cash 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 | 3 | 1 | 0 | 4 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 1 | 3 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 1 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 2 | 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
Direct4 labelsNone
Paraphrase6 labels1
Comparative11 labels1not counted in share
Budget-constrained4 labelsNone
Scale-constrained5 labelsNone
Negative3 labelsNone
First choiceAlternativeMentionNegative33 labels in all, every segment counted; 1 of the 2 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.
“Best pure-play for cash application excellence: BlackLine Invoice-to-Cash” GPT-5.4 mini · Cash application · direct prompt · alternative
“Need strong cash application + broader AR ops: BlackLine AR / Rimilia” GPT-5.4 mini · Accounts receivable auto · comparative prompt · alternative
“worth considering if you have more complex, higher-volume matching needs” GPT-5.4 mini · Cash application · paraphrase prompt · alternative
“Financial close integration → BlackLine” DeepSeek V4 Flash · Accounts receivable auto · comparative prompt · alternative
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.
“avoid the astronomical implementation costs and long deployment timelines of enterprise-level software (like HighRadius or BlackLine)” Gemini 3.5 Flash · Accounts receivable auto · paraphrase prompt · soft negative
“These heavyweight enterprise order-to-cash platforms are often overkill for SMBs” DeepSeek V4 Flash · Accounts receivable auto · negative prompt · soft negative
Named alongside
The products named in the same answers as BlackLine Invoice-to-Cash, over the 33 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and BlackLine Invoice-to-Cash was named but was not.ShowHide
Named alongside
The products named in the same answers as BlackLine Invoice-to-Cash, over the 33 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and BlackLine Invoice-to-Cash 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 BlackLine Invoice-to-Cash. 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 31 of the 33 answers that named BlackLine Invoice-to-Cash and are not a share of its labels.
Domains cited
highradius.com19
eco.com15
emagia.com13
bluecopa.com10
chaserhq.com10
gitnux.org9
itechguides.com9
g2.com8
tratta.io8
billtrust.com6
107 of the 107 domain citations in answers naming BlackLine Invoice-to-Cash came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
blackline.com is not in Google's top ten for any of the category's searches. In the answers, BlackLine Invoice-to-Cash takes 0% of first choices and Upflow takes 17%.ShowHide
Search and answers
blackline.com is not in Google's top ten for any of the category's searches. In the answers, BlackLine Invoice-to-Cash takes 0% of first choices and Upflow takes 17%.
ShowHideIn search
Google, US estimatesPosition for “ar automation tools”
–
not in the top ten
Position for “accounts receivable automation software”
–
not in the top ten
- Searches for its name, Google
- 10 a month (“blackline invoice-to-cash”)
- AI search demand for its name, est.
- 0 a month
- Its company's site
- blackline.com shared with BlackLine's other products; the figures are the site's
- Organic visits to its site
- about 28,740 a month
- Searches its site ranks for
- 3,423 · 246 in the top three
- Sites linking to it
- 3,414
- Paid Google search
- 18 searches its ads show for, about 83 clicks and $4,066 a month (estimate)
In answers
This editionShare of first choices
0%
rank 22 of 79 in accounts receivable auto
Segment leader
17%
Upflow
- First choices
- 1 across its categories
- Named in
- 33 answers
- Its own site cited
- in 31 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 BlackLine Invoice-to-Cash
What the judge wrote, as written, with how often. The vendor table decides that these count as BlackLine Invoice-to-Cash; a claim can dispute any of them.
BlackLine 9BlackLine AR / Rimilia 1
Follow BlackLine Invoice-to-Cash
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
BlackLine is the company behind BlackLine Invoice-to-Cash.ShowHide
The company
BlackLine is the company behind BlackLine Invoice-to-Cash.
ShowHideOn record
Company recordsIn its own words
Stated by the vendor, not checked- Positioning
- AI-powered automation, real-time visibility, and financial close integration needed to transform AR into a strategic cash flow driver.
- For
- enterprise finance teams
- Integrations claimed
- 9 blackline.com/invoice-to-cash/eipp
- Certifications
- SOC 2ISO 27001ISO 42001SOC 1SOC 2 Type IIGDPR
- Customers named
- Chef’s WarehouseTravis PerkinsCreditSafe
- Not stated on the pages read
- Price, starting price, free plan or trial, hosting
What BlackLine Invoice-to-Cash's own pages state, read September 28, 2026: blackline.com/invoice-to-cash, blackline.com/invoice-to-cash/eipp, blackline.com/products/invoice-to-cash, blackline.com/invoice-to-cash/credit-and-risk, blackline.com/invoice-to-cash/cash-application. 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 BlackLine Invoice-to-Cash'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 BlackLine Invoice-to-Cash, 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 BlackLine Invoice-to-Cash by email, built from the raw record of the edition. It shows:
- where BlackLine Invoice-to-Cash 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 BlackLine Invoice-to-Cash, 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.