Hopfia perspectives on expert work and AI
Thinking from the product team on AI diligence, risk intelligence, knowledge graphs, verifiable analysis, and agentic workflows.
Exploring what useful AI for expert work should look like
Product updates and practical research on how data, agents, and evidence-centered work fit together.
From Static Diligence to Live Risk Intelligence
Why investment analysis and risk management should evolve whenever the underlying deal data changes.
Autonomous AI Agents in Due Diligence
How specialized agents can execute complex diligence analysis as a structured sequence of work.
Transcribing Your Investment Thesis into AI
How a firm can translate its investment thesis and decision criteria into a purpose-built agent workflow.
Institutional-Grade Intelligence for LPs
A look at purpose-built agent workflows for institutional-grade LP diligence intelligence.
Open the VDR. Get a Risk Matrix.
How connected VDR data can be structured into a reviewable risk matrix.
The Log: February 2026 Update
A concise log of the major Hopfia product changes from February 2026.
The Log: January 2026 Update
A concise log of the major Hopfia product changes from January 2026.
What Is AI Due Diligence?
A practical framework for separating true diligence workflows from search and summarization tools.
Seeking the Irreducible Truth
Separating durable facts from uncertainty when investors face more information than ever.
The 86% Paradox: Why M&A Is Moving Beyond Domain-Specific LLMs
Why complex M&A workflows demand more than a domain-specific language model.
Why Institutions Require Verifiable AI
Why evidence, sources, and analysis traceability must be product features in institutional investing.
M&A Stages, Due Diligence, and AI
Where AI can support screening, diligence, and decision-making across the M&A lifecycle.
LLMs and Document Queries: Overconfidence and Incomplete Retrieval
Why confident answers can still miss relevant evidence in document-based investment research.
How Agentic AI Rewrites the Diligence Workflow
A connected workflow from deal data ingestion to evidence-backed diligence output.