Technology and AI · Technology
AI, without
the wrapper.
Advisors are being sold artificial intelligence by six vendors a quarter. Most of it is a general model with an industry prompt in front of it, and some of it will handle client data.
Most AI in this industry is a wrapper
A large share of what advisors are being sold as artificial intelligence is a general-purpose model with an industry-specific prompt in front of it. That is not a criticism of the technique — it is genuinely useful for drafting and summarizing. It is a criticism of the pricing and the positioning, because a wrapper is not a moat and should not be sold as one.
The way to tell: ask what the system knows that a general model does not. If the answer is "the prompt", you are buying a convenience. If the answer is "your book", you are buying something else.
Where it genuinely helps
| Task | Why AI fits |
|---|---|
| Drafting a client summary | Structure is repetitive, judgment stays with you |
| Preparing for a review | Assembling and ordering material a person then edits |
| Surfacing anomalies | Volume beats attention — the useful failure mode is a false positive, not a missed decision |
| Explaining a position in plain language | Translation, which models do well |
Where it does not belong yet
- Anything irreversible without review. Placing trades, sending client communications, filing.
- Anything where being confidently wrong is expensive — which describes most of compliance.
- Anything requiring an audit trail that a person will have to defend. A generated justification is not a reason.
The question that matters
Not whether a vendor uses AI. Where your client data goes when they do.
Every system in your stack is adding this capability inside its own walls, under its own terms, with its own retention policy. Five vendors means five sets of answers to a question you will eventually be asked by a client or an examiner, and most firms cannot currently answer it for even one.
Why architecture decides this
A model is only as useful as what it can see. A system that holds trading, billing, reporting, planning, risk and the client record together can reason across all of it. A model bolted onto one vendor's slice can only reason about that slice — and asking it to do more means moving client data between companies, which is where the governance problem starts.
That is the practical case for consolidation, and it is a different case from the one usually made. It is not about fewer logins. It is that the useful version of this technology requires a single view of the firm, and the number of vendors holding your data is the number of boundaries you have to defend.
Our position, stated plainly
Use AI where it earns its place, and distrust anyone who sells you the internals; the part worth having is the outcome. What we will say is the part that affects you: identifying client information is stripped before anything reaches a model, there is one boundary rather than five because there is one system, and a SOC 2 examination is planned; the technology page says what is built and what is not.
Questions this did not answer? Ask them directly — that is what the twenty minutes is for.
Schedule a call to see for yourself