How Sylvr works

Data sources

Sylvr ingests from public sources: regulatory filings (SEBI, MCA V3), DRHP documents, brand press releases, funding announcements, and e-commerce platform signals. We do not use scraped personal data, and we do not ingest from paywalled publications.

Platform pricing data is sourced through our own scraping pipeline — Amazon, Flipkart, Nykaa, Meesho, and quick-commerce platforms. Benchmarks are refreshed every 72 hours.

The Lens layer

Raw events are reviewed and structured by our analyst team (the Analyst Programme) before being published to the platform. Each item is tagged with event type, involved entities, amounts, and confidence level. No item reaches subscribers without a human review step.

Update cadence

• Category intelligence: published as events clear review (typically same day to 48h)
• Price benchmarks: refreshed every 72 hours
• Weekly digest: sent every Monday at 07:00 IST
• MCA financial profiles: updated on XBRL filing date

Embargo policy

Some items carry a short embargo — typically 4–12 hours — to allow the involved party to respond or issue a correction before wide distribution. Embargoed items are visible to Pro and Grow subscribers but are not included in the digest until the embargo clears.