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Research notes on earnings calls, management promises, and Indian equities

Short essays from the ConCallIQ product thesis: summaries are useful, but accountability is the durable layer.

5 min read

Management commentary is data. Most investors still treat it like theatre.

The earnings edge is not the headline PAT number. It is the trail of promises, hedges, guidance, and execution gaps that compounds over quarters.

Every earnings call creates a trail: demand conditions, margin bridges, capex timelines, launch schedules, regulatory exposure, and management confidence. The edge comes from comparing that trail across quarters instead of treating each call as a disposable event.

4 min read

Why concall summaries are not enough

A summary gets you oriented. A promise ledger tells you whether management actually did what it said it would do.

A summary answers what happened. The better question is whether management had already telegraphed it, whether the guidance changed, and whether prior promises were met. That is why ConCallIQ is built around a scorecard, not only prose.

6 min read

How ConCallIQ keeps generated earnings pages grounded

A short explanation of why generated pages must pass schema checks, filing-backed financial validation, and internal link validation before publishing.

Generated text is cheap. Trustworthy generated pages need constraints. ConCallIQ validates required fields, skips unverified financial pages, emits source links where available, and keeps the not-investment-advice boundary visible on every page.