Automated Data Import

The Challenge: Fragmented Financial Content

Primary financial content comes from many fragmented sources. In the United States, the SEC’s EDGAR system provides structured, machine-readable primary documents. Outside the US, analysts face a patchwork of stock exchanges, regulators, and company websites with different rules, formats, and restrictions.

Many of these sources are not machine-readable. Glossy PDF reports, slide decks, and audiovisual content such as earnings calls or investor day presentations require time-consuming conversion. Conferences including JPM Healthcare and high-profile events such as Apple’s WWDC and NVIDIA’s GTC add even more unstructured material.

As a result, analysts spend hours gathering sources, transcribing audio, and reformatting PDFs instead of focusing on analysis.

Automated Access in Seconds

Marvin Labs automates the collection and preparation of primary financial content. Information is available within seconds of publication, normalized and quality-checked to ensure it is ready for analysis. This removes the manual work of downloading, transcribing, or reformatting and keeps analysts focused on interpretation rather than administration.

Coverage Across All Formats

Marvin Labs ingests a broad range of primary sources and formats into a single, reliable pipeline. Filing documents such as 10-Ks, 10-Qs, 8-Ks, annual and interim reports, and press releases are captured alongside dense PDFs, slide decks, and DOCX files. Audiovisual content including earnings calls, investor day videos, webcasts, and interviews is transcribed with speaker identification and integrated seamlessly.

Most tools miss international sources, struggle with complex PDFs, and treat audio as secondary. Marvin Labs ingests, transcribes, and standardizes them so you do not have to.

The system supports any company that communicates with investors in English, regardless of domicile or listing location, giving analysts global reach with consistent data quality.

AI-Ready Data for the Research Workflow

Making content AI-ready goes beyond ingestion. Marvin Labs structures every source so it can be used across the research workflow. Related materials are consolidated around events, so analysts can view all disclosures from a single earnings release in one place, or see acquirer and target content linked together automatically in an M&A transaction.

Each source is enriched with metadata such as publication date, format, speaker identification, and event classification. This ensures content is searchable, consistent, and easy to integrate into further analysis.

Powering Every Marvin Labs Analysis

Every insight generated within Marvin Labs is fully auditable, with direct traceability back to the exact primary source. Data is instantly available across all Marvin Labs analyses. Features such as AI Analyst Chat, Deep Research Agents, and Material Summaries draw on the same data, ensuring consistency and reliability no matter how the analysis is performed.

Related Resources

• Read the feature launch post