Source-Linked Research
A research methodology where every AI-generated insight includes verifiable citations back to original source documents such as regulatory filings, earnings transcripts, and annual reports.
Source-linked research is an approach to financial analysis in which every data point, claim, and insight is accompanied by a direct citation to its original source document. Unlike traditional AI outputs that present conclusions without provenance, source-linked research lets analysts verify any finding in seconds by clicking through to the exact passage in a filing, transcript, or report.
How It Works
Source-linked research systems ingest structured and unstructured financial documents, SEBI filings, earnings call transcripts, annual reports, and exchange disclosures, and build a citation graph. When the AI surfaces an insight such as a change in revenue guidance or a shift in management tone, it attaches a reference to the specific paragraph, page, or timestamp where that information originates.
This creates a verifiable chain of evidence. An analyst reading that "management revised FY25 EBITDA guidance downward by 8%" can immediately jump to the exact sentence in the Q3 earnings transcript where the CFO made that statement. No guessing, no hallucination risk.
Key characteristics include:
- Inline citations linking every claim to regulatory filings, transcripts, or reports
- Paragraph-level precision rather than just document-level references
- Cross-document tracing that connects related disclosures across 500+ daily filings
- Audit-ready trails for compliance and investment committee review
How KYC.ai Uses Source-Linked Research
We built source-linked citations into the core of our platform because trust is non-negotiable in finance. Every insight our AI generates, whether it is a risk flag, a peer comparison, or an earnings summary, includes clickable references back to the original source.
Our system processes filings from SEBI, BSE, and NSE, tagging each extracted data point with its provenance. When analysts share research with portfolio managers or compliance teams, the source links travel with the analysis, making every finding independently verifiable.
