The verdict in three sentences
In New York, a family that has just sold its company, a banker looking for a co-investor or an analyst eyeing a role now asks AI assistants like ChatGPT first, often before visiting any website. A multi family office that publishes three discreet lines will be described vaguely, inaccurately or not at all, while a competitor with consistent, factual public information gets named. The decision rests on a dated diagnostic of the answers you get today, not on a promise: nobody can guarantee that an AI assistant will recommend you.
What buyers ask AI assistants today
The questions below illustrate typical requests in this business in New York. Not all of them come from families: intermediaries and candidates shape a family office's reputation just as much.
| Question put to the AI assistant | Who asks | What the answer needs to find |
|---|---|---|
| Which multi family offices in New York serve families with $100 million to $500 million? | founder after an exit | minimum, services, team |
| Multi family office or private bank after selling a business in New York? | family, tax attorney | model differences, independence, fees |
| Which Manhattan family offices co-invest directly in healthcare? | investment banker, founder | investment theses, check size, contact |
| What does a multi family office in New York charge? | family, adviser | published fee structure, even as a range |
| Is [firm name] a registered investment adviser and who are its principals? | family, counterparty | regulatory status, bios |
| New York family offices for a family with assets in Europe | cross-border family | international expertise, languages |
| Working at a single family office in New York | analyst candidate | culture, hiring, values |
A single family office often has no wish to be visible at all: what matters is that whatever circulates about it is accurate, especially with deal partners. A multi family office, by contrast, must earn the trust of families it has not met yet.
Why some offices appear and others do not
AI assistants like ChatGPT build their answers from what is public, consistent and verifiable. The typical gaps at family offices are easy to spot:
| Factor | What AI assistants appear to favor | Common gap at a family office |
|---|---|---|
| Consistent public information | same name, address and services everywhere | site, profiles and directories contradict each other |
| Third-party mentions | trade press, conferences, associations | no trace outside the website |
| Clear factual pages | who you serve, how, from what minimum | generic copy about discretion |
| Structured data | organization, team, address machine-readable | missing |
| Reviews, where allowed | trust signals | often impossible or restricted, handle with care |
| Freshness | dated, current content | team or address two years out of date |
Regulation matters here. A multi family office registered with the SEC as an investment adviser is, in principle, subject to the SEC Marketing Rule, which governs testimonials, endorsements and performance; a single family office relying on the family office exclusion is generally not registered but remains bound by general communication rules. On the website side, the lack of a single federal privacy law does not exempt you from state rules, CAN-SPAM governs email marketing, and ADA Title III suits frequently target inaccessible sites (WCAG 2.1 or 2.2 AA as the target). This is not legal advice: your chief compliance officer decides.
What the work covers and what it costs on the market
In broad terms, it means making public information about the office accurate and consistent, publishing factual pages (services, minimum, governance, team, confidentiality), earning credible third-party mentions, structuring the data and tracking answers over time. A secure client portal, if planned, is priced separately, on quote.
| Service | 2026 ballpark (USD) | Note |
|---|---|---|
| Initial diagnostic of AI answers | $3,000 to $12,000 | one-off, 30 to 60 questions |
| Monthly support | $2,500 to $10,000 per month | content, consistency, tracking |
| PR and speaking opportunities | $3,000 to $8,000 per month | third-party mentions |
| Answer tracking only | $500 to $1,500 per month | dated records, report |
| Rebuild of factual pages | $5,000 to $20,000 | depends on page count and compliance review |
These ranges reflect typical agency quotes and public agency rate pages in a young market, and they vary widely. At Kolonell, this work is on quote after a diagnostic.
How to measure without fooling yourself
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The only honest measure is a dated record: the same questions, asked on the same dates, archived. It shows the share of answers that mention the office, the accuracy of what is said (minimum, services, status) and which competitors are named instead. Add to it the inbound inquiries that say they first heard of the office through an AI assistant.
Mini case study
Illustrative example: Halloran Street Partners, a fictional Manhattan multi family office serving 40 families. Its baseline record covers 30 questions: the office appears in 2 answers out of 30, or 6.7%, and one AI assistant states a $50 million minimum when the real figure is $25 million. Budget under review: an $8,000 diagnostic then 6 months at $4,000, so 8,000 + 6 × 4,000 = $32,000. A single new family relationship of $40 million billed at 0.6% represents $240,000 in annual fees; the spend makes sense if the record shows more accurate answers, with no guarantee that any AI assistant will recommend the office.
FAQ
Should a single family office work on its AI visibility?
Rarely to win clients, often to correct inaccurate information reaching deal partners and candidates. A 30-question diagnostic is usually enough to decide.
What does a diagnostic cost in New York in 2026?
Typical quotes run from $3,000 to $12,000 depending on the number of questions and competitors tracked. Tracking alone sits around $500 to $1,500 a month.
How long before the answers change?
Corrections to public information sometimes show within a few weeks, but third-party mentions take more like 3 to 6 months. A monthly record lets you see it without interpretation.
Can we publish reviews from client families?
For a registered adviser, testimonials fall under the SEC Marketing Rule and require specific disclosures. Have your compliance officer approve every piece before it goes live.
Does Kolonell guarantee that AI assistants will recommend us?
No, and nobody can. Kolonell builds a dated record and proposes work on quote whose effect is measured against that same record.
Find out how AI assistants describe your firm. We record what AI assistants like ChatGPT say about your family office today across some thirty questions. Request a diagnostic quote: reply within 48 hours.
Mohamed Bah
Fondateur, Kolonell
Passionate about digital and entrepreneurship in Africa, Mohamed has been helping Sénégalese businesses with their digital transformation since 2020. Founder of Kolonell, he believes every SME deserves a professional and accessible online présence.