Laura Jogani

Jun 11, 2026

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How AI Is Changing the Most Time-Consuming Job in Trust Administration

“This could take an hour and I’d still be thrilled.”

That’s what a trust officer at a top trust company said to me while we were running a trust document review together in Vanilla. The AI had taken a little longer than usual — maybe seven minutes instead of five. She wasn’t bothered because she knew what the alternative was.

Five hours. One document. Every time.

That’s the reality of trust document reviews today at most trust companies. A new account comes in, or an annual review is due, and a trust officer sits down with a dense, 80-page document and works through roughly 40 to 50 specific questions. What are the distribution standards? Who are the beneficiaries? What triggers a trustee succession? It’s careful, necessary work – and it consumes a staggering amount of time for teams already stretched thin.

AI is changing that equation. Not by replacing trust officer judgment, but by eliminating the part of the job that was never a good use of it in the first place.

From five hours to five minutes

The core workflow is straightforward. A trust officer uploads a document into Vanilla, runs a custom synoptic prompt (a set of structured questions built specifically for that review type) and within minutes receives answers to all 40 to 50 questions on their standard form. Not summaries. Not highlights. Answers, mapped to the specific questions trust officers actually need to answer.

What previously took five hours now takes roughly five minutes. That’s not a modest efficiency gain. For a team managing hundreds of accounts, it’s a fundamentally different way of working — one that frees trust officers to spend their time where their judgment actually matters: client relationships, complex decisions, and business development

Built for accountability, not just speed

Speed is only valuable if you can trust the output. That’s why source tracking is built directly into every review — and it came directly from trust officer feedback.

Every piece of information surfaced in a Vanilla summary is linked back to its exact location in the original document. Trust officers can click the source tracking stars next to any item in the summary and jump directly to the relevant passage — highlighted, in context, exactly where it lives in the trust document. No hunting. No second-guessing. Full auditability.

For trust officers who are professionally accountable for the accuracy of their reviews, this isn’t a nice-to-have. It’s the feature that makes the workflow professionally viable.

Custom prompts that reflect how your team actually works

Different review types have different questions. An initial onboarding review looks different from an annual trust review. A new business request form has different fields than a trust document review form.

Vanilla’s custom prompting capability means trust companies don’t have to start from scratch every time. Teams can build prompts that mirror their actual workflows,  whether that’s their TDR form, their new business request checklist, or their annual review template, and save those prompts to a shared company prompt library. Every trust officer on the team works from the same framework. New hires can run a professional-grade review from day one.

The prompts are fully customizable and can be updated as workflows evolve. The result is a team that operates consistently, regardless of who’s running the review.

When a client calls with a question

Trust document reviews are one scenario. But trust officers live in another reality too: a client calls, they have a specific question about their trust, and the trust officer needs to find the answer — fast.

Is this distribution permissible? When do the children gain access to the funds? What happens if the spouse predeceases the grantor?

For these moments, Vanilla’s AI Copilot provides a different kind of capability. It’s a comprehensive chat interface that lets trust officers interact with any document in natural language – not just the answer to the question asked, but the relevant context around it and citations. It helps trust officers respond well, not just quickly. 

Together, custom synoptic reviews and AI Copilot cover the two modes trust officers operate in most: structured reviews and real-time client service. The result is a team that can do more without cutting corners  and a client experience that’s faster, more accurate, and more consistent than what manual workflows can deliver.

That’s what it looks like when AI is built for a specific workflow, by people who understand the work.

If you want to see how top trust companies are putting this into practice across their operations, our guide Modernizing Trust Company Operations goes deeper.

The information provided here does not constitute legal, financial, or tax advice. It is provided for general informational purposes only. This information may not be updated or reflect changes in law. Please consult with an estate attorney, financial advisor, or tax professional who can advise as to your particular situation.