Blog
Engineering notes on AI workflows for investment research
AI Engineering
How We Build Production AI Workflows
A workflow-first approach to building AI systems that combine data, software, LLMs, validation, and human review.
Ganesh Voona
Engineering
From AI Research Assistants to AI Workflow Automation
A practical framework for LLM workflows, skill-based agents, and autonomous execution agents based on what we have learned building AI systems for investment research.
Ganesh Voona
Quarterly results
From Quarterly Results PDFs to Structured Financial APIs
A production AI workflow for extracting, validating, and publishing financial statements from result-season PDFs before standardized XBRL data is available.
Ganesh Voona
AI
How Far Can You Automate Equity Research Report Using AI?
Exploring the Boundaries of AI in Streamlining Equity Research Processes.
Ganesh Voona
RAG
Understanding RAG System Latency: Breaking Down the Components
Key Factors Impacting Speed in Retrieval-Augmented Generation Systems
Ganesh Voona
AI
AI in Investment Research: Reasoning vs Information Retrieval
Exploring how AI handles reasoning vs. information retrieval in investment research.
Ganesh Voona
RAG
Architectural Overview of RAG-Based AI Assist
A detailed look at the technical design and workflow of stockinsights.ai’s RAG-based AI assistant for equity analysts.
Ganesh Voona
RAG
Building an RAG-Based AI Assistant for Equity Analysts: What It Takes
A guide to developing a RAG-based AI assistant that elevates equity research for analysts.
Ganesh Voona
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