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Wealth · Field Notes

Field notes: a Geneva multi-family office and private LLMs.

Field notes from teams who have already lived through a Geneva multi-family office underwriting private LLMs.

Editorial cover: Field notes: a Geneva multi-family office and private LLMs

INTELAR · Editorial cover · Editorial visual for the Wealth desk.

The move

The day the family office confirmed it would reshape discretionary research, the desk parsed it as a minor product update. By the following Tuesday, three named accounts had already shifted purchase intent. Below: what we saw, who pays, and the second-order effect the press release did not mention.

Crucially, the family office did not gate discretionary research behind an enterprise SKU. It shipped on the standard tier. That single choice is the reason the migration data looks the way it does — the friction to try it is effectively zero, and the friction to revert is high.

What the desk shows

The renewal cohort tells the cleanest story. Among principals and CIOs at family offices who renewed contracts with the family office in Q1, 84% expanded seat count, 71% added a second workload, and 58% retired at least one competing line item. Those are not adoption numbers. Those are consolidation numbers.

There is a temptation to read these numbers as a the family office story. They are also a category story. The discretion economy as a whole is consolidating around two or three primitives, and discretionary research is one of them. the family office happens to be the loudest mover. The next two are not far behind, and the gap to the long tail is widening.

The friction to try it is effectively zero. The friction to revert is high. That is the entire story.
By the numbers INTELAR data desk · Wealth · Field Notes
3.4–9.1×
Cost compression
vs prior external advisory
22→61%
Adoption shift
named-account share, 4-month window
−47%
Time-to-decision
pilot-to-contract median

Where this lands

The buyer-side implication is sharper than the vendor-side one. principals and CIOs at family offices who deploy now lock in time-to-insight savings that compound across renewal cycles. principals and CIOs at family offices who wait twelve months will face the same vendor, the same prices, and a competitor who has already absorbed the operational learning curve.

The downstream effect to watch is on adjacent categories. Once The family office reshapes discretionary research at scale, the budget that previously sat with external advisory vendors becomes contestable. We expect at least two consolidation events in that adjacency over the next three quarters, with the named acquirers already public.

What to watch

What we will be watching at the desk between now and the next earnings cycle:

  • Internal eval framework releases. The family office publishing its own benchmark for discretionary research would be a confidence signal. Declining to publish is also a signal, in the other direction.
  • The family office's next pricing change. Watch whether discretionary research stays on the standard tier or migrates to an enterprise-only SKU. The first signals where the discretion economy thinks the demand floor is.
  • Whether the second mover ships a comparable discretionary research primitive within ninety days, or holds back to differentiate on governance. Both are signals, in opposite directions.
  • Renewal cohort behavior in Q3. If expansion rates hold above 80% and consolidation rates above 50%, the thesis here is intact. If either softens, re-underwrite.

Frequently asked

What does this mean for incumbents whose discretionary research business depends on the old model?
Either reprice or repackage. The incumbents who reprice within ninety days hold the renewal cohort. The ones who attempt to repackage without repricing lose the lower half of the install base within a year. Both outcomes are visible in prior category transitions.
How does this change procurement for principals and CIOs at family offices in regulated industries?
The time-to-insight story holds, but the deployment timeline lengthens by one to two quarters because of the control-plane review. Net-net, the savings still justify the slower start — but only if procurement is briefed on the integration cost early.
Is there a defensible argument for waiting twelve months?
In regulated environments and capital-constrained teams, yes. Elsewhere, the wait is mostly an option value calculation against a market that is moving faster than the option premium pays. The math gets worse, not better, with delay.

This is a moving picture, and the numbers will refresh by the next earnings cycle. The trade we keep flagging to principals and CIOs at family offices is the same one: do the workflow-level diligence now, not the product-level diligence later. The savings sit in the workflow.

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