Management Commentary Extractor

Pull the management discussion section — opening remarks and segment commentary — from earnings calls and annual reports.

Request early access →See the SourceGraph pipeline

management-commentary-extractor.run

> extract --mdna concall_Q4FY24.pdf
MANAGEMENT COMMENTARY — Q4FY24

Opening remarks: CEO         (12 paragraphs)
Segment review: Services     (6 paragraphs)
Segment review: Products     (4 paragraphs)
Outlook and guidance         (3 paragraphs)

Output: commentary.xlsx (paragraph-level)
+ commentary.json (anchors preserved)

// EXAMPLE INPUT

command

$ extract --mdna concall_Q4FY24.pdf

// EXAMPLE OUTPUT

output

MANAGEMENT COMMENTARY — Q4FY24

Opening remarks: CEO         (12 paragraphs)
Segment review: Services     (6 paragraphs)
Segment review: Products     (4 paragraphs)
Outlook and guidance         (3 paragraphs)

Output: commentary.xlsx (paragraph-level)
+ commentary.json (anchors preserved)

// EXTRACTION LOGIC

MD&A sections (in annual reports) and management opening remarks (in transcripts) are both supported. Section headings are detected and used to split paragraphs.

// SOURCE-LINKED OUTPUT

Each paragraph carries its source document, page, and paragraph index so quotes can be traced back.

anchor (per value)

{ file, page, table_id, row_id, cell_id, label, value, unit, period }

// FAQ

Does it support MD&A in annual reports?

Yes. The same extractor handles MD&A sections inside annual reports and opening remarks on earnings calls.

Are segment commentary paragraphs separated?

Yes — segment headings split the commentary so each business segment has its own block.

Are forward-looking statements flagged?

Sentences with explicit forward-looking language are tagged; this is informational only.

// RELATED TOOLS

Transcripts

Earnings Transcript Summarizer

Turn an earnings call transcript into a structured summary — themes, KPIs mentioned, and segment commentary.

Transcripts

Concall Q&A Extractor

Extract every analyst question and management answer from an earnings call into a structured Q&A table.

Transcripts

Guidance Tracker

Extract management guidance statements across calls and presentations into a tracked, comparable table.

// EARLY ACCESS

Get early access to the Management Commentary Extractor

Paper Data is currently in private beta. Request access to start converting your financial documents into source-linked tables.

Request early access →See the SourceGraph framework