How to identify AI automation opportunities in an investment firm
Direct answer: start with the workflow, not the model. Map how work actually moves through the firm, score each workflow against five filters, and pick the one that is high frequency, document heavy, and tolerant of a human review step before anything goes out the door.
Why most AI pilots at investment firms stall
Most pilots start with a model in search of a problem. A team picks a tool, runs a demo, then tries to find a workflow where it fits. The result is a clever prototype that no partner trusts and no operator adopts. The fix is to invert the order. Pick the workflow first. Then decide whether AI is the right tool, or whether the real answer is a cleaner template, a better data source, or a single missing field in the CRM.
The five filter test
Score every candidate workflow on these five questions. The strongest first projects score high on all five.
| Filter | Question to ask | Strong signal |
|---|---|---|
| Frequency | How often does this workflow run? | Weekly or more |
| Structured inputs | Are the inputs documents, forms, or data we already have? | Yes, mostly internal |
| Decision clarity | Could a senior analyst write the rules? | Yes, with edge cases |
| Review tolerance | Is there a natural human approval before output ships? | Yes, named reviewer |
| Downside if wrong | What happens if the first draft has an error? | Caught in review, recoverable |
Where to look first inside the firm
Four places usually hide the strongest candidates. Investor relations (DDQs, RFPs, LP letters). Deal and research (CIM screening, earnings and broker note synthesis, first pass memos). Operations and finance (capital calls, distribution notices, KYC packets, side letter and MFN tracking). Compliance (policy Q&A, attestation drafting, audit prep). These workflows share a pattern: skilled people spending hours retrieving and reformatting information that already exists somewhere in the firm.
What to deprioritize, for now
Anything where one mistake creates regulatory, fiduciary, or capital risk and where there is no natural review step. Trade execution. Final IC decisions. Unsupervised client communications. These belong later in the roadmap, once the firm has built confidence and audit trails on lower stakes workflows.
A 30 minute exercise to do this week
Sit with one IR lead, one deal or research lead, and one ops lead. Ask each to name the three workflows they would most want off their plate. Score every workflow against the five filters. The one that scores highest, has a named reviewer, and a clear source of truth is your first candidate. Everything else goes on the roadmap.
Next step
Want a second opinion on your shortlist?
Take the AI readiness check (3 minutes), or book a workflow audit and we will pressure test the candidates with you.