AI earnings intelligence
Private productConCallIQ
ConCallIQ analyzes earnings-call transcripts, filings, and structured market data to make management credibility and bear-case evidence easier to inspect.
The product
Financial-intelligence research for checking management promises against later execution.
Investors can read transcripts and filings, but comparing management promises with later execution across many companies and quarters is slow and inconsistent.
- Role
- Founder and product engineer
- Status
- Live product
- Published
- 2026
01 · Challenge
Investors can read transcripts and filings, but comparing management promises with later execution across many companies and quarters is slow, inconsistent, and hard to audit.
02 · Approach
I built a solo financial-intelligence product that processes transcripts, extracts management claims and commitments, relates them to subsequent quarters, and structures company-level research.
03 · Outcome
The product covers 1,161 quarters across 765 Indian listed companies and supports credibility analysis, bear-case review, and historical evidence inspection.
Technology
Technology stack and implementation choices.
What it does
Processes earnings-call transcripts, financial filings, and structured market data
Extracts management claims and relates commitments to subsequent quarters
Structures company-level research for credibility and bear-case analysis
Reader requests led to added coverage for KFin Technologies, Kalyan Jewellers, Varun Beverages, and IEX
Product summary
Built independently as a solo developer, ConCallIQ is a financial-intelligence platform analyzing 1,161 quarters of earnings data across 765 Indian listed companies.
Traction
A linked ConCallIQ research post reached 28K+ views, received 103+ upvotes and 26 comments, and ranked as the subreddit’s #3 post of the day.
View Reddit postProduct responsiveness
Reader requests for additional company coverage led to KFin Technologies, Kalyan Jewellers, Varun Beverages, and IEX being added to the research corpus.
Trade-offs
The product emphasizes inspectable historical evidence and structured research over broad claims about automated investment advice.
ProteinCompareCompare Indian protein supplements using pricing, nutrition, lab evidence, and availability data.