OP_APRTaceanalytics.dev / cfin

Financial documents,
read closely.

Aperture turns filings, decks, and statements into structured, cited data - with every number tied back to a page, a table, a bounding box.

PDF · XLSX · DOCX
multi-format
99.4%
line-item accuracy
18mo
in the wild
aperture.ace / filing_Q3_2026.pdf
EXTRACTED · 12 tables · 38 pages
PAGE 12 OF 38
Consolidated Income Statement
Fiscal year ended · in thousands
Metric
2026
2027
2028
Total Revenue
$47,734
$244,627
$506,986
Net Income
-$46,593
$80,794
$308,296
Return on Equity
-5.30%
2.80%
5.40%
Net Interest Margin
4.20%
6.47%
6.65%
EXTRACTED
REV_FY
$506,986
FY 2028 · estimate
CITATION
p. 12 · B14
Traced to source cell
ROE
5.40%
ROA
4.39%
NIM
6.65%
EFF
26.2%
01

Line-item extraction

Every cell of every statement, labeled, typed, and referenced back to the source page.

02

Ratio engine

ROE, ROA, NIM, efficiency - calculated live, traceable to the inputs that made them.

03

Citation tracking

Click any number. Jump to the exact page, row, and bounding box it was pulled from.

04

Cross-document Q&A

Ask questions across filings. Answers come with receipts, not paraphrase.

OP_APRT_BEAM·Inside the pipeline

Messy in. Structured out.

Aperture ingests unstructured financial documents, extracts line-items with page-level citations, and delivers auditable outputs. Watch a filing move through the system.

PDF
IN_01PDFfilings · 10-K · decks
XLSX
IN_02XLSXmodels · schedules
DOCX
IN_03DOCXMD&A · memos · covenants
Aperture processing engine
OP_APRTApertureextracting and binding citations
Dashboards
OUT_01Dashboardsratios · trend · roll-up
Cited Q&A
OUT_02Cited Q&Aanswers with page-level proof
INGESTmulti-format, any vintage
EXTRACTline-item, table, bounding box
BINDpage-level citation on every value
SERVEdashboards, chat, structured export
OP_APRT_02·Specialized analyses

Four modules.
One document engine.

A.01

Financial Statements

Income, balance, cash flow - with automated ratio roll-ups and period-over-period.

A.02

Risk Assessment

Leverage, coverage, stress. Identify exposure before the committee asks.

A.03

Due Diligence

M&A review at scale. Compliance flags, redlines, and missing-document alerts.

A.04

Portfolio Review

Loan tapes, performance across vintages, covenant drift across the book.

OP_APRT_03·Flow

Upload. Extract. Cite.

01

Upload & Process

Drop a filing. OCR, layout, and table detection run in parallel. Structured data is ready in seconds.

02

Ask & Analyze

Natural-language Q&A over the document. Every answer threads back to the source.

03

Visualize & Act

Live ratios, trend charts, exportable models. Hand it to audit, unedited.

Read between
the numbers.

Start with a single filing. See the difference cited extraction makes.