Hand-Labeled vs Demo GCI Data: How to Cite Responsibly
CiteAlpha Research · Ocotillo Innovation Private Limited · Published 2026-04-14 · Updated 2026-08-22
When to cite hand-labeled Guidance Credibility Index rows versus demo data — quality badges for Indian equity notes.
CiteAlpha quality badges exist so analysts do not over-claim coverage. Hand-labeled GCI rows are curated against IR pages and exchange filings. Demo-structured rows exercise product flows and should not appear as production evidence in client-facing Indian equity notes, pitch decks, or external research distribution.
Responsible citation rules for GCI
Show the badge, show the source, and prefer hand-labeled coverage when the memo leaves the building. Over-claiming labeled universe size is a commercial and compliance risk for any guidance credibility vendor selling into institutions that audit vendor claims during procurement and annual vendor reviews.
Align pitch language with labeled cohort reality. Trust Center and customer compliance docs share the same posture: research tooling for management delivery history, not investment advice and not a tip sheet. Badge-first citation protects institutional research credibility, vendor trust, and the analyst's ability to defend every row in a published guidance table.
Internal vs external use
Demo rows are fine for training new associates on Tracker navigation. External citations, RFP responses, and client appendices should stick to hand-labeled evidence — or clearly mark any provisional row as not for citation.