ConCallIQ
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How ConCallIQ Works

Every published page passes through a structured analysis and filing-verification flow before it appears on the public site.

Pipeline

01

Transcript Acquisition

Earnings call recordings are sourced from public channels and converted to text.

02

AI Analysis

Each transcript is processed to extract a structured summary, management guidance, key risks, notable quotes, and sentiment signal.

03

Financial Verification

Every financial number, including revenue, EBITDA, PAT, and margins, is cross-checked against official BSE/NSE filings via Screener.in, NSE XBRL, and corporate announcement PDFs. Pages are only published when numbers match within 1% tolerance.

04

Management Scorecard

Forward-looking guidance from each quarter is tracked and scored against actual results in subsequent quarters. This builds a rolling credibility score for each company's management.

05

Publication Gate

Pages show whether financial stats are filing-verified or pending verification. AI-extracted numbers that disagree with official sources are corrected using filing data before receiving a verified badge.

Current Coverage Snapshot

917 companies · 2019 generated earnings pages

Coverage is intentionally shown from the current dataset so the public site does not overclaim future depth.

Diversified1429 pagesInformation Technology126 pagesFinancial Services104 pagesConsumer80 pagesHealthcare70 pagesEnergy64 pages