// TRANSCRIPTS
Concall Q&A Extractor
Extract every analyst question and management answer from an earnings call into a structured Q&A table.
> extract --qa concall_Q4FY24.pdf
Q&A pairs: 24 # analyst firm topic answered_by 1 Ankit Sharma ABC Sec margin outlook CFO 2 Priya Rao XYZ Cap capex plans CEO 3 Rohit Mehta PQR AMC order book CEO ... Output: qa.xlsx (one row per Q&A pair)
// EXAMPLE INPUT
$ extract --qa concall_Q4FY24.pdf
// EXAMPLE OUTPUT
Q&A pairs: 24 # analyst firm topic answered_by 1 Ankit Sharma ABC Sec margin outlook CFO 2 Priya Rao XYZ Cap capex plans CEO 3 Rohit Mehta PQR AMC order book CEO ... Output: qa.xlsx (one row per Q&A pair)
// EXTRACTION LOGIC
Speakers are linked to their firms from the operator's introduction. Question and answer text are paired by turn order; multi-part answers are kept as a list of paragraphs.
// SOURCE-LINKED OUTPUT
Each Q&A pair carries the original transcript line numbers and (where available) the call timestamp.
{ file, page, table_id, row_id, cell_id, label, value, unit, period }// FAQ
How are multi-part questions handled?
Multi-part questions become a list of sub-questions, each paired with the relevant portion of the answer.
Is the answering executive identified?
Yes — the speaker tag on each answer captures who responded (CEO, CFO, COO, etc.).
Can I filter Q&A by topic?
Yes. Topics are categorized (margins, capex, guidance, demand, etc.) and can be filtered at export.
// RELATED TOOLS
Transcripts
Earnings Transcript Summarizer
Turn an earnings call transcript into a structured summary — themes, KPIs mentioned, and segment commentary.
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Management Commentary Extractor
Pull the management discussion section — opening remarks and segment commentary — from earnings calls and annual reports.
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Guidance Tracker
Extract management guidance statements across calls and presentations into a tracked, comparable table.
// EARLY ACCESS
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