THE ALTERNATIVE VIEW:
7 AI Prompt Archetypes for Financial Advisor and Client Success
A Framework for Mastering AI Collaboration
By Rick Lake, CAIA, CETF, CBDA | Founder, Narrative Alpha
December 11, 2025
Two advisors. Same AI tool. One drafts quarterly client reviews in 30 minutes with exceptional personalization. The other struggles for hours and produces generic results. The difference? Prompting mastery.
AI is reshaping every corner of advisory practices—from client communications to investment research to business development. But access to tools doesn’t create advantage. How you collaborate with AI does. And that comes down to one skill: prompting.

Where AI Is Already Making An Impact
AI is already accelerating work across the wealth management industry:
- Personalizing client communications and meeting preparation
- Automating note-taking and CRM updates
- Powering financial planning scenario analysis
- Synthesizing investment research and manager due diligence
- Generating a suite of compliant marketing materials.
The tools are here. The question is: are you using them effectively?
The gap between effective and ineffective AI use comes down to prompting quality. Most advisors never progress beyond basic commands, leaving massive productivity and differentiation on the table.
The Prompting Imperative
The prompt quality gap is real. Two advisors using the same AI get wildly different results based on how they prompt.
One asks: “Write about market volatility.” Another provides client context, investment philosophy, and specific concerns. The outputs aren’t comparable.
This is about more than efficiency: it’s about competitive differentiation. Prompting is to AI what asset allocation is to portfolio construction. It’s where real value gets created or destroyed.
The 7 AI Prompt Archetypes provide a roadmap from basic competence to mastery.
The 7 Archetypes: An Evolutionary Framework
This framework is progressive. Each level builds on the previous. Most advisors plateau at Level 3, where the majority cluster. The competitive advantage lives in Levels 4-7, where few venture.
| 7 Prompt Archetypes | |||
|---|---|---|---|
| 1 | 🎯 | Commander | Clear, direct, and outcome-driven |
| 2 | 🧭 | Explorer | Curious, experimental, always learning |
| 3 | 🔧 | Tinkerer | Iterative, precise, and perfectionistic |
| 4 | 🧬 | Synthesizer | Strategic and pattern-seeking |
| 5 | 🦉 | Sage | Analytical, skeptical, insight-first |
| 6 | 🎭 | Storycrafter | Narrative-led, emotional, persuasive |
| 7 | 🌀 | Promptwright™ | Adaptive and integrative |
Level 1: The Commander
Simple commands. “Do this task.”
Example: “Summarize this 10-K in three bullets.”
Strength: Fast and accessible.
Limitation: Generic, surface-level outputs.
Most advisors start here. Many never leave. You’re issuing orders and expecting obedience. But prompting isn’t about control – it’s about collaboration.
Level 2: The Explorer
Experimental curiosity. Testing what’s possible.
Example: “Explain modern portfolio theory to a 10-year-old. Next, try that as a dialogue between two investors.”
Strength: Expands your sense of AI’s range.
Limitation: Without direction, exploration becomes meandering.
Explorers experiment. They poke and test. They stumble into brilliance – or confusion. The best explorers find something more: a sense of what AI can actually do beyond simple tasks.
Level 3: The Tinkerer
Iterative refinement. Tweak, rephrase, repeat.
Example: First prompt: “Draft an email explaining how we’re incorporating digital assets in our clients’ asset allocation.” Output is too technical.
Second prompt: “Make it less technical and warmer.” Too casual.
Third prompt: “Keep the warm tone but add the specific percentage we’re moving from equities to digital assets.” Just right.
Strength: Quality improvement through iteration.
Limitation: Endless tweaking doesn’t equal strategic thinking.
Tinkerers polish and prod. They thrive on versioning. “Try again.” “Make it shorter.” “Reformat as dialogue.” But without a broader vision, they risk refining in circles.
This is where most advisors plateau. Few progress beyond this level—and they wonder why AI delivers better results for others.
Level 4: The Synthesizer
Integrating multiple inputs into unified outputs.
Example: “Here’s Q3 performance data, our investment philosophy, and three market events. Create integrated talking points for client reviews.”
Power move: AI becomes an integration engine – combining data, context, and strategy.
Synthesizers merge formats and voices. They don’t just refine – they build bridges between information streams. What if you blend data, story, and style? That’s synthesis.
But integration demands a broader mental map. Great synthesis begins with a great question.
Level 5: The Sage
Using AI to challenge assumptions and stress-test thinking.
Example: “I’m recommending my clients shift from a 60/40 portfolio to a 50/30/20 portfolio with an alts sleeve. What assumptions underlie this? How would you challenge them? What other approaches should I suggest?”
Strategic partnership: AI as an intellectual sparring partner for portfolio construction, client strategy, practice decisions.
Sages use prompting to reveal assumptions. They test, apply logic, teach. Their prompts are thoughtful, recursive, methodical. AI becomes a thinking partner, not just a task executor.
The limitation? Sometimes the “sage” thinks more than they ship. The trap? Analysis without action. What if you want to move hearts and not just minds—and help both your clients and your practice grow?
Level 6: The Storycrafter
Architecting narrative. Turning analysis into persuasion.
Example: “Transform this estate plan into a hero’s journey narrative. The client is the hero, wealth transfer is the quest, family conflict is the dragon. Financial security for the next generation is the boon.”
Differentiation point: Facts inform. Stories persuade.
Storycrafters tap into emotions, character, and scene. They turn data into drama. They turn presentation into persuasion. Master storytellers don’t just explain plans – they inspire client commitment.
But is the story alone enough? Systems can scale the impact. The real magic is orchestration.
Level 7: The Promptwright™
Orchestrating sophisticated prompt systems that scale.
This is rare air. Most advisors never reach Level 7—not because it’s technically difficult, but because it requires thinking in systems, not tasks.
Example: A complete client onboarding system – one master prompt triggers discovery frameworks, CRM templates, plan outlines, communication calendars, and welcome materials. All customized, all integrated, all from architected prompt infrastructure.
The mastery level: You’re not writing prompts – you’re building reusable systems.
Promptwrights don’t just prompt. They orchestrate. They design and unite context, tone, and structure. They co-create with the machine to build symphonic results.
Think of a conductor leading an orchestra. A Promptwright might orchestrate multiple AI models:
- ChatGPT-5 for balanced decision-making
- ChatGPT-5 Thinking for rigorous analysis
- ChatGPT-4o for emotional resonance
- Claude Sonnet 4.5 for editorial and compliance review
Each model plays a distinct role but works best when harmonized by a virtuoso conductor. The conductor seeks to elevate their own human gifts and talents by pursuing what Wharton Prof. Ethan Mollick calls co-intelligence.
At this level, you’re not just better at AI. You’re operating in a different category entirely.
Rare, iterative, strategic. This is where powerful users live. Few make it here – except with practice and understanding.
Your Development Path
You don’t need to master all seven archetypes at once. Pick your next level. Practice one task. Build from there.
Progression Guide:
| If You’re At | Next Level Focus | Practice This |
|---|---|---|
| Commander | Add context | Include details in every request |
| Explorer | Focus experiments | Test 3 formats for one task, pick the best |
| Tinkerer | Build iteration process | Construct a 3-round refinement approach |
| Synthesizer | Combine sources | Merge data + philosophy + context |
| Sage | Challenge yourself | Use AI to stress-test recommendations |
| Storycrafter | Craft narrative | Rewrite one analysis as client story |
| Promptwright™ | Build systems | Create a reusable process and templates |
Start where you are. Each level multiplies your effectiveness. But don’t expect overnight mastery. Promptwrights emerge through deliberate practice, not a single flash of inspiration.
The Advisor’s Responsibility
Using AI sounds transformational but requires vigilance. You’re still accountable.
Fiduciary duty remains yours. AI amplifies your work but doesn’t substitute for professional judgment.
Compliance liability stays with you. Regulators won’t accept “my AI made an error” as a defense. Large language models can generate plausible-sounding errors with complete confidence. Verification is essential for every fact and figure.
Client relationships? Irreplaceable. Technology may enable faster, deeper analysis and may scale your expertise, but clients hire advisors for the knowledge and experience to guide complex financial decisions.
Voice matters. Financial advice is inherently personal. AI can draft, but your clients need to hear you – your perspective, your values, your way of making the path forward clear. What makes you different can’t be automated.
Mastering AI prompting is now a core competency – but it’s one skill among many. The best advisors will use AI to amplify what they already do well: deliver insight, build trust and navigate clients through uncertainty with the wisdom that technology cannot replicate.

The Bottom Line
The advisors who thrive over the next decade won’t be those who adopted AI first – they’ll be those who mastered collaboration with the technology. This isn’t about replacing human judgment. It’s about amplifying human expertise. The 7 Archetypes provide a clear path from wherever you are to wherever you want to go.
Your clients may be less focused on your tools. They care about the insight and confidence you bring to their financial lives. Prompting mastery is how you add even more value.
The investment is minutes. The returns compound forever.
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Rick Lake is a financial commentator, keynote speaker, and former mutual fund portfolio manager and advisor. Learn more at www.RickLake.com
Disclaimer:
Copyright ©2025 by Frederick C. Lake. Promptwright™ is a service mark of Frederick C. Lake.
This content is for informational and educational purposes only and is not investment advice or a recommendation to buy, sell, or hold any security or strategy. The views expressed are the author’s and do not necessarily reflect those of any firm or contributors. Information is believed to be reliable at the time of writing but is not guaranteed to be accurate or complete.
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Images were created by the author with ChatGPT. The author wishes to acknowledge Aiden Dodgson for their co-intelligent partnership in drafting this article.
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