AI for Tax Planning Conversations with Advisor Clients

Tax planning is one of the highest-value conversations advisors have with clients — and one of the most legally bounded. Advisors who aren't CPAs or attorneys can identify and surface tax planning opportunities but can't render tax advice. AI accelerates the identification and conversation prep work without crossing the legal line.

Here's the operator workflow.

What AI handles vs what AI doesn't

AI handles:

• Surfacing tax planning opportunities from client data (RMDs, Roth conversion windows, capital gain budgets, charitable timing, AMT considerations)
• Preparing client conversation frameworks
• Drafting client communications that reference tax considerations
• Coordinating between the advisor and the client's CPA/tax attorney
• Tracking deadlines and follow-up

AI doesn't handle (and shouldn't):

• Giving the client tax advice
• Calculating final tax liability
• Replacing the CPA or tax attorney
• Making recommendations on specific tax positions without coordination with the tax pro

The advisor's role is to identify opportunities, coordinate the tax discussion with the client's CPA, and execute on the financial side. AI accelerates the identification and coordination work.

The opportunities AI surfaces well

For every client, AI can surface common tax planning opportunities by analyzing CRM and portfolio data:

• Roth conversion windows — Lower-income years where conversion is favorable
• RMD timing — When RMDs start, sequencing across accounts, charitable RMD options
• Capital gain harvesting — Long-term gain budgets, tax-loss harvesting pairs
• AMT exposure — Income patterns that might trigger AMT
• Charitable timing — QCDs, DAFs, bunching strategies
• Equity compensation timing — RSU vesting, ISO exercise windows, AMT planning around equity comp
• Business owner deductions — QBI, retirement plan contributions, expense timing
• Education planning tax considerations — 529s, AOTC, LLC

For each client, the AI surfaces a list of considerations relevant to their situation. The advisor reviews, prioritizes, and brings to the client and the client's CPA.

The workflow

Annual planning cycle:

• Q3 / Q4 review (October-November):

- AI runs each client's situation against tax planning opportunity templates - Generates a list of considerations per client - Advisor reviews, prioritizes top 3-5 per client - Brings to client meeting and coordinates with client's CPA

• Year-end execution (December):

- Specific moves (Roth conversions, tax-loss harvesting, charitable gifts) executed - AI tracks completion - Coordinates documentation between advisor, client, and CPA

• Q1 tax season:

- AI generates summary of year-end moves for CPA reference - Advisor coordinates any final tax-prep questions

The prompt scaffold

For surfacing tax planning opportunities per client:

`` Review this client's financial situation and surface tax planning opportunities for the year.

CLIENT PROFILE

• Age: [X]
• Filing status: [married/single/etc]
• Estimated marginal federal tax rate: [%]
• State of residence: [state]
• Account structure:

- Taxable: $[X] (cost basis: $[Y]) - Tax-deferred IRA: $[X] - Tax-deferred 401k: $[X] - Roth IRA: $[X] - HSA: $[X]

• Major income sources: [W2, business, RMDs, etc.]
• Year-to-date realized gains/losses: $[X]
• Estimated charitable giving: $[X]
• Equity compensation situation: [details if relevant]
• Other notable items: [recent business sale, inheritance, divorce, retirement transition, etc.]

OUTPUT List the top 5-7 tax planning opportunities for this client this year, with:

• Opportunity name and brief description
• Specific framing for this client (numbers if possible)
• Question to discuss with the client's CPA
• Timing consideration
• Estimated value if applicable

Format: structured list, advisor-readable, ready to bring into a client meeting.

DO NOT make specific tax advice recommendations. Surface considerations only. `

What the output looks like

` TAX PLANNING OPPORTUNITIES — [Client Name] — TY [Year]

• ROTH CONVERSION WINDOW

Client is age 64, retired this year. Income lower than RMD-trigger years (age 73). Specific: Consider converting $50-100k from traditional IRA at current 22% bracket. For CPA discussion: How does this interact with IRMAA brackets for this client? Timing: December for current tax year. Estimated value: $15-30k of future RMD tax delta + estate planning benefit.

• TAX-LOSS HARVESTING IN TAXABLE

Taxable account has $42k of unrealized losses available (primarily international equity). Specific: Harvest losses to offset $32k of realized gains, retain $10k for future use (within $3k annual income offset). For CPA discussion: Wash-sale considerations across all client accounts. Timing: Before December 31. Estimated value: $7-10k of tax savings at this client's bracket.

• QCD INSTEAD OF CASH GIFTING

Client takes RMD ($45k) and gives ~$15k charitably each year. Specific: Direct $15k of RMD as QCD to charity, excluding from taxable income. For CPA discussion: Standard deduction vs itemized this year — QCD changes the math. Timing: Before December 31, through custodian. Estimated value: ~$3k tax savings.

[... continued ...] ``

The advisor takes this into the meeting with the client. The client's CPA finalizes the specific tax positions.

Compliance considerations

The advisor's regulatory frame:

• Identifying tax planning opportunities is within the advisor's lane
• Recommending specific tax positions (e.g., "you should claim X deduction") generally requires a CPA or tax attorney
• Coordinating with the client's CPA is the right model — advisor identifies, CPA decides
• Document the AI workflow as part of the firm's standard tax-planning operations

The clean model: AI surfaces, advisor reviews and prioritizes, client and CPA decide.

The compliance trap

Advisors who don't have a CPA or tax attorney in the loop and use AI to "do tax planning" risk:

• Unauthorized practice of tax law (state-specific risk)
• Fiduciary exposure if AI recommendations are followed without proper tax review
• Reg BI exposure if recommendations factor tax considerations the advisor isn't qualified to evaluate

The workflow above keeps the advisor in their lane. The AI is a research and coordination tool, not a tax-decision tool.

Coordination with the client's CPA

The highest-value AI output is the coordination layer:

• AI generates a one-page summary of the year-end planning conversation for the CPA
• Includes specific moves made (Roth conversions, tax-loss harvesting, charitable gifts)
• Includes cost basis and tax-lot details from custodian data
• Available to the CPA in time for tax prep

This kind of coordination usually doesn't happen well. The advisor knows the moves; the CPA finds them in January from custodian docs. AI changes the handoff.

The measurable impact

At firms running structured AI tax-planning prep:

• Tax planning conversations per client per year: from 1 to 3+ (year-end + tax season + mid-year for relevant clients)
• Tax-savings opportunities surfaced: 30-50% more identified per client
• CPA coordination: meaningful reduction in tax-season questions and corrections
• Client satisfaction with tax planning service: measurably higher

Bottom line

Tax planning is one of the strongest "advisor + AI + other professional" workflows. The advisor coordinates. The AI does the analytical lift. The CPA finalizes the tax positions. All three roles stay in their lanes.

Done well, it makes the advisor look more comprehensive and proactive. Done badly — AI replacing the CPA — it creates regulatory and quality exposure. The discipline is what makes it work.