The 6 a.m. advisor brief: GenAI for wealth management mornings
Portfolio drift, suitability flags, market moves, and meeting prep — assembled by an agent overnight so advisors start the day advising, not gathering.
The problem
Advisors at a wealth firm were spending the first two hours of every day as research assistants to themselves: checking overnight moves against client positions, eyeballing drift versus targets, skimming for suitability issues, and prepping for the day's meetings. Multiply two hours by every advisor, every day — that's the firm's growth capacity, spent on gathering.
The hypothesis
Everything in that morning ritual is derivable from data the firm already holds: positions, models, client profiles, and market feeds. Our hypothesis: an agent could assemble a per-advisor morning brief overnight — drift, flags, relevant moves, and meeting prep — with every claim linked to its source, compressing two hours into fifteen minutes of review.
The build
- Portfolio analytics layer — nightly computation of drift versus model targets, concentration, and cash levels per household.
- Suitability screening — rule-based checks against client profiles and restrictions, with flagged items ranked by severity.
- GenAI brief assembly — a retrieval-grounded agent composes the narrative brief: what moved, which clients it touches, what needs attention today, and prep notes for scheduled meetings — citations on every statement.
Design choice that mattered: the brief never recommends trades. It surfaces facts and flags; the advice remains the advisor's. That line kept compliance comfortable and adoption fast.
Rollout
We piloted with five advisors who marked up their briefs daily for a month — every "this is noise" and "why didn't it catch this" went into the ranking logic. The brief earned its place when advisors started forwarding sections to clients unedited.
Results
Morning prep compressed from hours to a focused review. Advisors reallocated the recovered time to client conversations — the only activity that grows a book — and suitability issues now surface systematically instead of when someone happens to look.
What we'd tell you
- Citations are the product. An uncited brief is a liability; a cited one is leverage.
- Rank ruthlessly. The brief's value is what it leaves out.
- Draw the advice line clearly and early — it's what makes compliance a sponsor instead of a blocker.
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Bring us a hypothesis. Leave with a system.
Tell us what's eating your team's time. We'll give you an honest read on whether AI is the right tool — and if it is, a scoped v1 with a timeline and cost.