Use case 1: SEC filing monitoring
An agent can watch selected companies, identify new filings, summarize relevant changes, and route the output to an analyst with links back to the source.
A first pilot can focus on one filing type and one watchlist, then tune relevance with analyst feedback.
Use case 2: diligence packet preparation
Diligence work often requires pulling context from filings, decks, notes, news, CRM records, and internal memos. An agent can prepare the first packet while preserving source links and unresolved questions.
The agent should make gaps obvious instead of filling them with plausible language.
Use case 3: portfolio and competitor intelligence
For operating partners and portfolio teams, agents can turn repeated monitoring into structured briefs, risk flags, and dashboard updates.
The useful unit is not a chat answer. It is a reviewable output that fits the team's existing meeting, reporting, or escalation workflow.