FINANCIAL INTELLIGENCE PLATFORM
Investor relations data, delivered in real time
The challenges our client faced
Financial intelligence depends on timely, trustworthy investor relations data. As coverage expanded across thousands of companies, keeping information current became harder and insights often arrived too late to act on. The goal was to reduce manual effort without compromising confidence in source data.
Slow, error-prone manual collection at scale
Collecting updates from 10,000+ IR websites took days, increasing the risk of missed changes and human error.
Highly inconsistent formats across companies
IR data appeared in 30+ formats, including PDFs, HTML tables, and slide decks, making normalization difficult to maintain.
Outdated sources weakened AI summaries
Generic summarizers relied on stale inputs and failed to capture the latest earnings releases and guidance updates.Automated investor relations intelligence
A multi-agent system that monitors IR sites, structures new content, and updates dashboards automatically.
How we solved it
We designed a simple, resilient pipeline that turns new IR updates into structured intelligence.Backend
The backend was developed to scrape, process, and structure investor relations data from over 10 000 company websites.
The results
The solution brought significant improvements across key areas, directly addressing the client's main challenges.
Near-real-time dashboard updates
Verified source filings with direct access
Reduced manual workload for analysts
