Workflow Drilldown: 2. Structure
Structure is where AI turns messy information into usable planning data. This is one of the biggest efficiency gains because advisory firms lose enormous time re-keying facts from conversations, PDFs, emails, and statements.
What “structured” means
Structured data is information placed into fields that downstream systems can use: CRM contacts, household members, goals, assets, liabilities, income, expenses, tax facts, insurance coverage, beneficiaries, tasks, deadlines, and planning assumptions.
Common structured outputs
Family members, employer, retirement date, key concerns, communication preferences, beneficiaries, referral source, next review date.
Planning fieldsIncome, spending, savings rates, goals, planned retirement age, Social Security assumptions, education goals, debts, and assets.
Tax fieldsAGI, taxable income, marginal bracket, deductions, capital gains, loss carryforwards, charitable giving, RMD exposure.
Workflow fieldsTasks, owner, due date, urgency, client deliverable, compliance review needed, CPA/attorney coordination needed.
How planners use AI here
- Convert meeting transcripts into CRM notes and planning facts.
- Extract key tax-return values for review in Holistiplan, FP Alpha, RightCapital, or planning software.
- Transform estate documents into beneficiary/fiduciary tables and estate-flow summaries.
- Create a clean balance sheet from statements and client-provided documents.
- Normalize inconsistent client language into firm-standard categories.
Why it matters
Structured data enables everything downstream: plan generation, opportunity detection, next-best-action alerts, consistent service models, compliance evidence, and firm analytics. Without structure, AI is just summarizing; with structure, it can drive workflow.
Risks and controls
- AI extraction errors can be subtle. Require advisor review before data becomes authoritative.
- Flag uncertain fields instead of silently guessing.
- Maintain source links back to the original document or transcript.
- Do not overwrite systems of record without human approval or reconciliation rules.