Hebbia AI vs. Irwin

Hebbia is an advanced AI platform purpose-built for financial institutions to transform how analysts, bankers, and investors handle document-intensive workflows. Its flagship product, Matrix, serves as a co-pilot for finance, automating processes that rely on parsing and analyzing vast sets of PDFs, spreadsheets, and data rooms. How Matrix Works Matrix leverages large language models (LLMs) such as OpenAI and Anthropic, but extends them with agentic execution that decomposes financial queries into multi-step actions.

Irwin is an investor relations and capital markets solution for innovative public companies and their advisors built by a team of passionate entrepreneurs who know the challenges and opportunities that companies face when building relationships with the investment community. We empower thousands of IROs worldwide to manage and enhance their relationships with world-class technology, industry-leading data, award-winning support, and inspiring content.