12 categories · RankedBlackLine
378Judge labels
71First choices
128Negative labels
12 of 12Models named it
12Categories
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.
Best standing
64% in Financial close manageme for enterprise buyers
Rank 5 of 68 in the mid-market standingcriticized challenger
1 of 12 models made it the first choice on the direct prompt; 56% of its 50 labels there were negative.
By buyer segmentAn enterprise product: leader at enterprise, not named at small business.
Small business87 of 87
0%33 labels
criticized challenger
Mid-market5 of 68
5%50 labels
criticized challenger
Enterprise1 of 67
64%61 labels
endorsed leader
In financial close manageme · 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 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 |
|---|---|---|---|---|---|---|
| Financial close management | Accounting and close | 5% | 5 of 68 | 56% | 50 | criticized challenger |
| Financial consolidation | Accounting and close | 2% | 9 of 96 | 14% | 14 | accepted challenger |
| Account reconciliation | Accounting and close | 0% | 23 of 72 | 44% | 39 | criticized challenger |
| Internal controls and SOX | Tax and compliance | 0% | 62 of 71 | 40% | 5 | under 10 labels · led by AuditBoard at 18% |
| Revenue recognition | Accounting and close | 0% | 32 of 77 | 20% | 5 | under 10 labels · led by Maxio at 15% |
| AI accounting assistants | Accounting and close | 0% | 51 of 79 | 0% | 1 | under 10 labels · led by Sage Intacct at 25% |
| B2B credit management | Receivables and billing | 0% | 55 of 82 | 0% | 1 | under 10 labels · led by Tesorio at 16% |
| Cash flow forecasting | Treasury and cash | 0% | 58 of 86 | 0% | 1 | under 10 labels · led by Agicap at 18% |
| Corporate performance management | Planning and analysis | 0% | 52 of 95 | 0% | 1 | under 10 labels · led by Planful at 29% |
| Financial reporting and dashboards | Planning and analysis | 0% | 66 of 133 | 0% | 1 | under 10 labels · led by Sage Intacct at 27% |
| Fixed asset accounting | Accounting and close | 0% | 66 of 94 | 0% | 1 | under 10 labels · led by Sage Fixed Assets at 29% |
| Treasury management systems | Treasury and cash | 0% | 40 of 124 | 0% | 1 | under 10 labels · led by Trovata at 18% |
Movement
This is the first edition on this tier, so no move can be computed for BlackLine yet. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.
By model
How each model treated BlackLine across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 5 | 1 | 6 |
| GPT-5.4 mini | 3 | 3 | 0 | 3 | 9 |
| Gemini 3.5 Flash | 1 | 1 | 2 | 10 | 14 |
| Perplexity Sonar | 1 | 1 | 2 | 5 | 9 |
| Grok 4.1 Fast | 2 | 3 | 3 | 6 | 14 |
| Mistral Small | 1 | 1 | 8 | 1 | 11 |
| DeepSeek V4 Flash | 2 | 1 | 2 | 7 | 12 |
| Llama 4 Maverick | 0 | 1 | 5 | 1 | 7 |
| Qwen 3.7 Flash | 1 | 7 | 1 | 2 | 11 |
| Kimi K2 | 2 | 1 | 1 | 7 | 11 |
| GLM 4.7 FlashX | 1 | 1 | 2 | 4 | 8 |
| MiniMax M2.5 | 2 | 1 | 2 | 3 | 8 |
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
Direct76 labels24
Paraphrase62 labels28
Comparative83 labels37not counted in share
Budget-constrained54 labels12
Scale-constrained62 labels7
Negative41 labels4not counted in share
First choiceAlternativeMentionNegative378 labels in all, every segment counted; 71 of the 112 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.
“### 1. BlackLine (Enterprise Leader) Best For: Large organizations with complex close processes and strict compliance needs.” GLM 4.7 FlashX · Account reconciliation · comparative prompt · first choice
“I'd usually recommend BlackLine Financial Close / Consolidation if your main goal is to automate multi-entity close” GPT-5.4 mini · Financial consolidation · paraphrase prompt · first choice
“BlackLine - The Enterprise Standard ... Deepest close-management feature set with AI-based journal risk scoring” Kimi K2 · Financial close manageme · comparative prompt · first choice
“Best for large enterprises with audit-heavy close requirements. It offers the deepest close-management feature set” Mistral Small · Financial close manageme · comparative 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.
“BlackLine specifically has faced: Implementation difficulties and long integration processes... Complexity and clunky admin interfaces” MiniMax M2.5 · Financial close manageme · negative prompt · hard negative
“smaller/mid-market users often complain it *complicates* prep work, has steep implementation, high costs, and doesn't save time” Grok 4.1 Fast · Account reconciliation · negative prompt · hard negative
“What to Avoid on a Tight Budget ... Built for large enterprises with dedicated admin teams; ~6-month rollout” DeepSeek V4 Flash · Financial close manageme · budget prompt · hard negative
“What to Avoid for Mid-Market - BlackLine and Workiva ... generally overkill for mid-market” DeepSeek V4 Flash · Financial close manageme · direct prompt · hard negative
Named alongside
The products named in the same answers as BlackLine, over the 377 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and BlackLine was named but was not.
ProductSame answerTook the first choice insteadHead to head
A head-to-head page exists where both products are in a category's top three. 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. A fact about retrieval, not a lever on the model.
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 302 of the 377 answers that named BlackLine and are not a share of its labels.
Domains cited
numeric.io192
worldmetrics.org124
highradius.com114
bluecopa.com106
prophix.com95
learn.g2.com84
gartner.com82
maxima.ai77
financecopilothq.com68
dokka.com52
994 of the 994 domain citations in answers naming BlackLine came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Names read as BlackLine
What the judge wrote, as written, with how often. The vendor table decides that these count as BlackLine; a claim can dispute any of them.
BlackLine Financial Close / Consolidation 1BlackLine Financial Close Management 1SAP Account Substantiation and Automation by BlackLine 1
Is this your product?
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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'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, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at blackline.com is approved on the spot, any other address is reviewed by hand.
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