Table of contents

Module 1

Simple Email

Simple Email Simple Email Level 1

Accounting

Write an email to a client, [Client Name], to inform them that their monthly financial report for [Month, Year] is ready for review.

Marketing

Write an email to our marketing list announcing a new Class A office development in Miami called [Project Name].

Property Development

Write an email introducing a new Class A office development opportunity in Miami called [Project Name].

Property Development Level 1

Write an email to a group of potential equity partners introducing a new Class A office development opportunity in Miami called [Project Name]. 
Briefly describe the site/location, project scope (total SF, target tenants, key amenities), and high-level investment thesis (demand drivers, competitive positioning, expected timeline). Invite them to review the teaser/deck at [Link] and propose a call within the next [Timeframe] to discuss the opportunity in more detail. Keep the tone professional, concise, and investor-focused.

Accounting – email subject lines

Write 3 subject lines for an email to a client explaining their monthly financial report is ready for review. Make them clear and professional.

Marketing – email subject lines

Write 3 subject lines for an email announcing a new property development project. Make them attention-grabbing but professional.

Construction – email subject lines

Write 3 subject lines for an email updating stakeholders on project progress. Make them clear and informative.

Property development – email subject lines

Write 3 subject lines for an email to potential investors about a new development opportunity. Make them compelling but professional.

Personal Development - Initial

I want to become exceptionally skilled in using AI tools in my role as a [your job title, e.g., Property Manager, Marketing Director, Financial Analyst]. I can dedicate about [X minutes] per day for the next 30 days, and I want practical, on-the-job improvements rather than abstract theory.

Module 3

Budget variance email

You need to email a client explaining a budget variance in their project costs.

LinkedIn post

Write a LinkedIn post announcing a new development project.

Project delay email

You need to email the project owner about a 1-week delay due to material shortages.

Acquisition email

You need to email potential investors about a new acquisition opportunity.

Report writing – due diligence checklist

Context: I am an Accountant assisting with the acquisition of a new investment property. I need a comprehensive due diligence checklist to ensure all financial and operational aspects are thoroughly reviewed before closing.

Role: Act as a property investment accountant.

Action: Create a detailed Due Diligence Checklist for the acquisition of a commercial investment property. The checklist should be organized into the following sections:
- Financial Review (e.g., historical income/expenses, rent roll, leases, tax statements).
- Legal & Regulatory Review (e.g., title, zoning, permits, environmental reports).
- Operational Review (e.g., property management agreements, service contracts, tenant interviews).
- Physical Review (e.g., inspection reports, capital expenditure history, warranties).
- Closing & Post-Acquisition (e.g., prorations, utility transfers, insurance).

Format: Use clear section headings. Each section should contain 5–7 detailed bullet points of items to check or documents to request.

Tone: Thorough, systematic, and risk-averse.

Module 4

Content Creation


I'm a Marketing Manager creating listing copy for a luxury 3-bedroom waterfront condo in Harbor District. Target buyers are professionals aged 35-50 looking for a primary residence with lifestyle amenities.Act as a luxury real estate copywriter specializing in waterfront properties.Write a compelling property description that highlights: Panoramic water views from floor-to-ceiling windows, Chef's kitchen with Italian marble countertops, Primary suite with spa-like bathroom, Building amenities (concierge, fitness center, rooftop terrace), Walkability to restaurants and cultural venues.
150-200 words with an engaging opening hook, 2-3 descriptive paragraphs, and a closing call-to-action. Use sensory language. Sophisticated, aspirational, and evocative. Appeal to lifestyle and emotion, not just features.

Briefing for senior management

Context: I am a Property Development Manager exploring opportunities in waterfront redevelopment in Miami Dade. I’m preparing a briefing for senior leadership.

Role: Act as a research analyst specializing in urban development and real estate.

Action: Based on your existing knowledge (do not invent sources), provide:
- A high-level overview of waterfront redevelopment trends in similar cities,
- Common risks and challenges (regulatory, environmental, community),
- Typical incentives or policies cities use to encourage redevelopment.

Format: Use 3 sections with headings, each with 3–5 bullet points. Clearly separate facts from general patterns/assumptions.

Tone: Professional, neutral, and concise.

Generate listing/project

Luxury listing
Write a luxury property listing description for a penthouse.

Help me turn this prompt into a CRAFT style prompt ask me questions to help fill out the missing data
Write a luxury property listing description for a penthouse.

C.R.A.F.T. Prompt: Luxury Penthouse Listing


Context:
You are writing a luxury property listing for a 3-bedroom, 2-bathroom penthouse in Miami, spanning 1,700 square feet. The residence is located in an ultra-luxury high-rise within walking distance of the Riverwalk. Key interior features include double-height ceilings, floor-to-ceiling windows, and a private elevator. Building amenities include valet service, spa, pool, club lounge, gym, and private parking. The lifestyle this home offers is executive city living—dynamic, refined, and effortlessly connected.

Role:
Write as a senior luxury real estate copywriter with deep expertise in high-end urban properties. Use a direct, second-person voice ("You'll enjoy…" / "Your mornings begin…") to create immediacy and connection.

Audience:
The ideal buyer is a young executive who values sweeping views and a walkable, vibrant lifestyle. They seek sophistication without excess—a home that reflects success and taste.

Format:

Begin with a short, compelling introductory paragraph (3–4 sentences) that sets the scene and emotional tone.
Follow with 5–7 concise bullet points highlighting key features (interior, views, amenities, location).
Use US English.
Tone:
Sophisticated, understated, and aspirational. Emulate the Swire Properties brand voice: elegant, confident, and human—never showy or clichéd. Avoid overused phrases like "once-in-a-lifetime" or "nestled." Let the details speak for themselves.

Project description
Write a project description for a mixed-use development.

Portfolio piece
Write a portfolio piece describing a completed custom build.

Service description
Write a description of a service for your financial consulting services.

Exercise – social media content series

luxury listing series
Create a 3-post series announcing a new luxury listing.

progress series
Create a 3-post series showing development progress (groundbreaking, framing, completion).

project aspects series
Create a 3-post series highlighting different aspects of a project (design, construction, final reveal).

financial tips series
Create a 3-post series with financial tips for property investors.

Excercise - Accounting and Marketing

The marketing team is preparing a new campaign to attract potential tenants and investors for a recently completed project. You have been asked for "some numbers" that highlight the project's or market's financial benefits or stability, but marketing needs them to resonate with their audience, not just raw accounting figures

Module 5

Microsoft Copilot

  • Windows 11 - Copilot is integrated directly into the operating system and can be accessed via the taskbar, the Start menu, or by using the Copilot key on your keyboard
  • standalone app that can be launched from the Start menu or by searching for “Copilot”
  • Microsoft Edge, where you can activate it by clicking the Copilot icon in the search bar or sidebar, and even use Copilot Mode for a more proactive browsing experience.
  • Copilot web site
  • M365 Copilot site
  • Embedded in office suite

Excel Demo

Cleaning and standardizing messy data

I have a column of property addresses with inconsistent formatting (capitalization, extra spaces, abbreviations). Clean and standardize this column into a consistent format suitable for reports, and show the formulas or steps you used.

Building complex formulas from a plain-language goal

I want a formula that calculates the rolling 12‑month average of [Measure] for each property, based on this date column and this value column. Write the exact Excel formula and explain how it works, assuming my data is in a structured table named [TableName].

Creating scenario and sensitivity analysis

I want to model how changes in occupancy and average rent affect NOI. Using my current data (occupancy %, avg rent, operating expenses), build a simple scenario table that shows NOI under 3–5 scenarios (e.g., Base, Downside, Upside). Include the formulas and explain how to adjust assumptions.

Creating dynamic dashboards (with slicers/filters)

Based on this table of monthly results by property, design a simple dashboard layout that:
- Lets me filter by property and month
- Shows total Revenue, Expenses, NOI, and a small trend chart
Describe which charts, slicers, and formulas to use, and give step-by-step instructions to build it.

Creating quality checks / data validation rules

In this dataset, I want automated quality checks. Propose:
- Data validation rules (e.g., dates in range, no negative rents, occupancy between 0% and 100%)
- Conditional formatting rules to highlight errors or unusual values
Provide the exact steps or formulas to implement these checks.

Word Examples

SWOT Analysis

SWOT analysis for a property management copmany

Crafting a Tenant Welcome Packet Section

Write a section for a Class A office building tenant welcome packet. Cover key building access procedures (security, after-hours), amenity usage guidelines (fitness center, conference rooms, tenant lounge), and emergency protocols (fire, hurricane preparedness). Use clear, concise language and a helpful, professional tone.

Drafting Internal Audit Findings

Draft a summary of internal audit findings regarding expense categorization discrepancies across our property portfolio. Highlight the most common types of miscategorization, the potential impact on financial reporting, and recommend 3–4 actionable steps to improve consistency and accuracy. Use a formal, objective, and constructive tone.

Drafting a Lease Amendment for a Minor Change

Draft a lease amendment for the lease agreement between [Landlord Name] and [Tenant Name] for Suite [Suite Number] at [Property Address]. The amendment is to update the allocated parking spaces from [Old Number] to [New Number] effective [Date]. Ensure all standard legal boilerplate for amendments is included.

Rewrite jargon to friendly tones

Our organization is strategically leveraging cross-functional synergies to drive scalable, value-added outcomes across the end-to-end customer journey. By operationalizing best-in-class frameworks and activating data-driven insights in real time, we are empowering stakeholders to execute against key OKRs while maintaining alignment with our long-term strategic roadmap. This initiative enables us to optimize resource allocation, de-risk critical dependencies, and accelerate time-to-value through an agile, iterative delivery model. Ultimately, we are positioning the business to capture incremental market share, enhance stakeholder engagement, and unlock sustainable, ROI-positive growth at enterprise scale.
Rewrite this paragraph in a more conversational, client-friendly tone.

Powerpoint Examples

Creating an Investor Pitch Deck

Create a 10-slide investor pitch deck for a new Class A office development called "Brickell Heights" in Miami. Include slides on: Executive Summary, Market Opportunity, Site & Location, Project Overview (SF, amenities, timeline), Financial Highlights (projected returns, capital stack), Development Team, Competitive Positioning, Risk Mitigation, Investment Terms, and Next Steps. Use a professional, confident tone with data-driven content.

Tenant Onboarding Presentation

Create a 5-slide tenant onboarding presentation for new tenants at "The Grand Tower." Include slides on: Welcome & Building Overview, Amenities & Services (fitness center, conference rooms, concierge), Building Access & Security, Sustainability Features (LEED certification, recycling programs), and Contact Information. Use a welcoming, helpful tone with engaging visuals.

Property Showcase Presentation for Brokers

Create a 12-slide broker presentation for "The Pinnacle Tower," a new Class A office building in Brickell. Include slides on: Building Overview, Location & Connectivity, Floor Plates & Flexibility, Amenities (rooftop terrace, fitness, café), Technology & Sustainability, Tenant Profile, Available Spaces, Lease Terms & Incentives, Market Positioning, Renderings/Photos, Broker Commission Structure, and Contact/Next Steps. Use a sleek, modern, visually engaging style.

Exercise 5.1 – Excel

You have the file Example-business_datasets.xlsx. Create a formula to calculate month-over-month change.

Using Example-business_datasets.xlsx, ask Copilot to analyze spending trends.

Using Example-business_datasets.xlsx, create a chart visualizing the data.

Exercise 5.2 – Word

Draft a one-page report relevant to your department.

Ask Copilot to rewrite one paragraph of your report in a different tone.

Ask Copilot to generate a summary of your document.

Exercise 5.3 – PowerPoint

Create a 3-slide PowerPoint presentation on a topic relevant to your role.

Ask Copilot to add speaker notes to one slide.

Customize the design of your presentation.

PowerPoint review prompt

Act as an expert business communicator and presentation analyst. Critically review the following PowerPoint presentation for these aspects:

- Tone: Is the tone consistent, professional, and appropriate for the audience? Does it match the intended style (e.g., persuasive, informative, inspiring)?
- Thoughtfulness: Does the content demonstrate careful consideration of the audience’s needs, prior knowledge, and potential questions?
- Logic and Structure: Is the argument or narrative coherent and logically sequenced? Are there any unsupported claims, leaps, or inconsistencies in reasoning?
- Clarity: Are the main points clear, concise, and well-explained? Are transitions smooth and do they help guide the audience through the presentation?
- Engagement: Does the deck include elements that engage the audience, such as relevant questions, stories, or striking visuals?
- Professionalism: Is the formatting consistent? Are slides free of typos or errors?
- Improvements: Where is the argument weak or repetitive? Suggest improvements for clarity, evidence, or engagement.

Return a summary of the presentation’s central thesis in one sentence. Outline the key sections and explain how each builds the overall argument. Highlight specific strengths and areas for improvement in tone, logic, and audience impact. Where appropriate, acknowledge uncertainty or tradeoffs. Use an executive-level yet constructive and actionable tone.

Market analysis from dataset

You have the file Example-MarketReport-miami_americas_marketbeat_retail_q22025.pdf. Craft a CRAFT prompt for your analysis. Review the results and add your professional insights. Identify any questionable conclusions.

Visual reports for client presentations

Turn your data into a visual report that a client or stakeholder can understand in 30 seconds.

Module 6

Research Assitant

I am a Property Development Manager exploring opportunities in waterfront redevelopment in Miami Dade. I’m preparing a briefing for senior leadership.
Act as a research analyst specializing in urban development and real estate.
Based on your existing knowledge (do not invent sources), provide:
A high-level overview of waterfront redevelopment trends in similar cities,
Common risks and challenges (regulatory, environmental, community),
Typical incentives or policies cities use to encourage redevelopment.
Use 3 sections with headings, each with 3–5 bullet points. Clearly separate facts from general patterns/assumptions.
Tone should be Professional, neutral, and concise.

Summarize it

Summarize the following article by extracting the main points and their supporting subpoints. Identify the one key message or takeaway the author wants the reader to understand. Also, analyze any potential risks or concerns related to the article's topic or arguments. Finally, generate 3 to 5 thoughtful questions that could further the discussion or exploration of the article's subject.

Present the summary with clear headings: Main Points, Subpoints, Key Takeaway, Risks/Concerns, and Further Questions.

Get experts for you – basic

I am a Property Development Manager exploring opportunities in waterfront redevelopment in Miami-Dade. Identify the top 5 experts and their websites, links to their reference materials, verify the materials, and cross-reference.

Get experts for you – advanced prompt

You are a research assistant for a Property Development Manager exploring waterfront redevelopment in Miami-Dade. Please identify the top 5 experts in Miami-Dade waterfront redevelopment and resilience. For each expert, provide:
1. Their Name and Current Role/Affiliation.
2. Why they are relevant to Miami-Dade waterfront redevelopment (2–3 key contributions).
3. Links to their official website/profile and 2–3 key articles/reports they've authored or been featured in, with a brief description of each.
4. A brief explanation of how their work is useful for a Property Development Manager in Miami-Dade.

Finally, provide a summary of common themes across these experts' work and how a Property Development Manager can apply these insights.

Summary

Bullet Point Summary


I have attached a report that contains multiple arguments and supporting data.
You are a strategic analyst skilled at distilling complex information into actionable insights.
Generate a bullet-point summary with exactly 5–7 concise points. Each point should state one main argument or finding, include supporting evidence (data, quote, or example), avoid unnecessary detail, and focus on key takeaways that drive decisions.
Format:
[Main point]: [Supporting evidence]  
[Main point]: [Supporting evidence]  
[Main point]: [Supporting evidence]  
Ensure no point exceeds 25 words and all critical insights are captured. Verify that each bullet contains both a claim and evidence.
Tone should be Professional, clear, and purpose-driven. Each main point should be direct, informative, and suitable for business communication, ensuring the message is clear and respectful to the recipient.

Executive Summary

Attached is a quarterly report/market analysis/project proposal intended for the executive team/board/investors who need quick decision-making insights.
You are a business analyst preparing insights for senior leadership with limited time.
Write an executive summary under 150 words that includes: 
Key insights explaining what happened and why it matters
Actionable recommendations with 2–3 specific next steps
Relevant data points including metrics, percentages, or financial figures
Business impact addressing risk, opportunity, or strategic alignment.
Format:
Key Insights: [2–3 sentences]
Recommendations:
[Specific action]
[Specific action]
[Specific action]
Data Highlights:
[Metric with context]
[Metric with context]
Confirm word count is ≤150 and recommendations are specific enough to act on immediately. Verify that a reader unfamiliar with the topic can understand the business impact.
Tone: Professional, clear, and courteous. The subject lines should convey important information directly, maintain a respectful and positive attitude, and be appropriate for business communication.

Board of Directors

Context: You are the CTO preparing a Q4 2025 board presentation for investors and executives focused on ROI, revenue impact, OpEx, risk, and how technology drives growth and competitive advantage.
Role: Act as an executive presentation consultant for board-level technology and financial reporting.
Action: Create a detailed outline for a PowerPoint deck with:
Title Slide – title, date, presenter. 
Executive Summary – 3–4 key takeaways. 
Technology Performance (2–3 slides) – key initiatives, uptime/reliability, user adoption. 
Financial Performance (2–3 slides) – Tech OpEx vs budget (with variance), ROI on major investments, cost savings/efficiency gains. 
Revenue Impact (1–2 slides) – tech-driven revenue growth, new revenue capabilities/products, relevant customer satisfaction metrics. 
Strategic Initiatives & Roadmap (1–2 slides) – progress on priorities, key initiatives next quarter aligned to business goals. 
Risk Management & Cybersecurity (1 slide) – security posture/incidents, compliance, risk mitigation. 
Challenges & Mitigation (1 slide) – key obstacles, actions taken/planned. 
Recommendations & Requests (1 slide) – budget/approvals needed, resource needs. 
Closing / Q&A. 
Format (for each slide):
Clear, concise title 
3–5 bullets or description of visuals (charts/graphs) 
2–3 sentence speaker notes (what to emphasize) 
Data viz suggestions where relevant (e.g., “Bar chart: Q3 vs Q4 OpEx by category”). 
Tone: Executive-level, data-driven, confident, strategic; focus on business outcomes, ROI, financial discipline, and alignment with company goals, not technical detail.

Module 7

Problem 1 – email strategy

Our agents say they’re overwhelmed and not seeing payoff from our email outreach. Leadership wants "better email strategy" but isn’t sure what that means. Diagnose the situation and propose a practical plan to improve email effectiveness.

Problem Solving Prompts

Problem Clarifier

Help me clarify this problem: [context]. Ask me 5 questions to make sure we’re solving the right problem.

Option Generator

Given this situation: [context], generate 4–5 option to consider, with pros/cons and likely impact.

Criteria Builder

Propose decision criteria for choosing between these options

Risk Scanner

Identify potential risks, blind spots, and failure modes for Option A vs. Option B.

Problem 2 – engagement strategies

Context: I need to increase engagement with our new property listings among high-value clients in [region].

Role: Act as a creative strategist familiar with real estate marketing.

Action:
1) Generate 10 possible strategies to increase engagement,
2) For each, include a 1–2 sentence description and the primary channel (email, social, in-person, etc.),
3) Flag 3 "low-cost / high-impact" ideas.

Format: Use a numbered list with bold titles.

Tone: Creative but realistic given typical corporate constraints.

Problem 3 – promotion strategy

The company is deciding how to promote a new high-end development to international buyers (Asia + Europe) in Q1. Budget is limited, and the team is torn between: more digital advertising, curated in-person events, partnerships with luxury brands.
- Generate 3–4 strategic options a luxury real estate brand could pursue. For each option, list: target segment, core message, key channels, pros, cons, and approximate time-to-impact.
- Create a comparison table for these options, and suggest 3–5 decision criteria to choose between them.
- Stress-test this option. What could go wrong, and how could we mitigate those risks?

Module 8

Chain of thought – property management

Act as a senior property manager. Think step-by-step and explain your reasoning. I manage a 120-unit Class B multifamily in Dallas at 94% occupancy. Market comps are $1.55–$1.65 per sq ft, and our average is $1.50. How should I adjust rents for renewals and new leases over the next 90 days? Provide your logic before your recommendation.

Chain of thought – delinquency & collections

Think step-by-step like a regional manager. Our 200-unit property has 8% delinquency vs 3% portfolio average. Provide a root-cause analysis and a 4-week action plan to reduce delinquency to 4%. Show your reasoning first, then give a concise action checklist for site staff.

Chain of thought – detailed risk analytics

You are a senior risk-analytics consultant. Think step by step and do not skip any reasoning.

Step 1 – Clarify the problem:
Restate, in your own words, the challenge of rising loan delinquency and collections pressure so you are certain you understand it.

Step 2 – Root-cause exploration:
List at least five plausible, distinct causes of the delinquency spike. For each cause, briefly explain the underlying mechanism (e.g., macro-economic, product-design, operational).

Step 3 – Evidence check:
For every cause you named, brainstorm the specific data signals or KPIs you would inspect to confirm or refute that cause (e.g., DTI ratios, contact-rate metrics).

Step 4 – Remediation blueprint:
Build a structured plan that maps each confirmed cause to concrete actions, grouped into near-term (<90 days), mid-term (3–12 months), and long-term (>1 year) initiatives.

For every action, note the expected impact and an owner. After completing the four steps above, present a concise executive summary (≤150 words) that ties everything together. Reveal your reasoning for Steps 1–3 before showing the final blueprint and summary.

Few-shot – learn my tone

Here are 3 example emails I’ve sent to residents. Learn my tone and structure:

[Paste Email 1: friendly, clear late fee reminder]
[Paste Email 2: community event invite]
[Paste Email 3: policy update]

Now, using the same tone and format, write an email informing residents that the hot water will be shut off on Saturday from 9am–1pm for maintenance. Include: reason, timing, what residents should do, and an apology for the inconvenience.

Multi-step

Map out current process
Act as an operations consultant. I’ll describe our current turn/make-ready process for a 200-unit property. 
Turn this into a clear step-by-step process map. Here’s our current approach: [describe current steps].

Identify Improvements
Based on this process map, identify the top 5 bottlenecks or inefficiencies and propose specific improvements for each, focused on reducing vacancy days.

(Create SOP & checklist) – Create SOP & checklist Now draft a standard operating procedure and a make-ready checklist for onsite staff incorporating these improvements. Format the checklist as bullet points that can be printed and used during unit turns.

Prompt refinement assistant 1

You are an expert in [Subject Matter Expert]. First, ask me 3 short clarifying questions about my intent around [subject], but ask them ONE at a time, waiting for my answer before asking the next. After I’ve answered all 3, use all my answers, along with the original request, to perform a detailed analysis and propose a structured plan of action. Do not start the analysis until all 3 questions have been answered.

Prompt refinement assistant 2

You are an expert in prompt engineering. Helping me refine my prompts about [delinquency and collections].

For every question I ask:
1) Before answering, propose 2 sharper, more precise rephrasings of my question.
2) Ask me which version I prefer (Option A or Option B), or if I want to keep my original.
3) After I choose, answer the selected version in depth. Always follow this sequence and never skip the refinement step.

Example 1 – rent strategy for underperforming property

Map current process Act as an operations consultant. I’ll describe our current turn/make-ready process for a 200-unit property. Turn this into a clear step-by-step process map. Here’s our current approach
Step 2 – Identify improvements “Based on this process map, identify the top 5 bottlenecks or inefficiencies and propose specific improvements for each, focused on reducing vacancy days.
Step 3 – Create SOP & checklist “Now draft a standard operating procedure and a make-ready checklist for onsite staff incorporating these improvements. Format the checklist as bullet points that can be printed and used during unit turns.


You are a strategic consultant for a 150-unit Class B multifamily property in a secondary market. Occupancy has dropped from 97% to 90% in 4 months, and two new competitors have opened nearby offering aggressive concessions.

Think step by step and make your reasoning explicit at each step. Do not skip reasoning, even if it seems obvious. If you are uncertain, clearly state what you are unsure about instead of guessing.

Use the following 4-step structure and the same style as the example:

**Step 1 – Understand the Problem**  
- What is the core question or decision to be made about rent and concessions over the next 90 days?  
- What are the constraints (budget, time, resources, owner preferences)?  
- Explain your reasoning for how you define the problem.

**Step 2 – Gather Evidence**  
- What data points are most relevant (occupancy, traffic, conversions, comps, concessions, reviews, unit mix, etc.)?  
- What patterns or trends emerge?  
- What is missing or uncertain?
- Explain how you chose the data and what each pattern suggests.

**Step 3 – Evaluate Options**  
List 3–4 possible courses of action. For each, provide Pros, Cons, Risk level (1–5), and Estimated impact, and briefly explain your reasoning.

| Option | Pros | Cons | Risk (1–5) | Impact (Low/Med/High) |
|----|----|----|----|----|
| [A]    |    |    |    |    |
| [B]    |    |    |    |    |
| [C]    |    |    |    |    |

**Step 4 – Synthesize Recommendation**  
- Which option is best and why?  
- What are the first 3 actions to take?  
- What metrics will measure success?  
- Clearly connect your recommendation back to the evidence and trade-offs above.

**Test:**  
Challenge your recommendation by asking:  
- "What would need to be true for this to fail?"  
- Identify those conditions and propose mitigation steps.  
- Verify that the recommendation logically follows from the evidence and reasoning you provided.

Example 2 – capital project decision

You manage a 250-unit Class C community with aging infrastructure. Ownership is considering a major capital spend next year: either (A) a full roof replacement or (B) adding/upgrading resident amenities (fitness room + outdoor lounge). Budget will only cover one major project this year.

Use a structured, step-by-step approach to:
- Clarify the core decision and constraints.
- Identify and interpret the most relevant data points (roof condition, leak history, amenity competitiveness, NOI impact, risk exposure).
- Evaluate at least 3 options (roof first, amenities first, hybrid) with pros, cons, risk level, and expected impact.
- Recommend which project to prioritize this year and why, including the first 3 actions and metrics to track.
- Stress-test your recommendation by stating what would need to be true for it to be the wrong call, and how you would mitigate that risk.

Module 10

30-day AI learning plan

I want to become exceptionally skilled at working with AI tools in my role as a [your job title, e.g., Property Manager, Marketing Director, Financial Analyst].  
I can dedicate about [X minutes] per day for the next 30 days, and I want practical, on-the-job improvements rather than abstract theory.

Act as an AI learning coach and workflow designer specializing in helping [your job title] rapidly adopt AI tools for real-world, day-to-day work.  
You understand common tools in this domain (general-purpose LLMs + role-specific tools), typical workflows, and where AI realistically adds the most value.

Design a 30-day, role-specific AI learning plan that includes:  
- The top 3 AI tools I should master for my specific role (at least one should be a general-purpose LLM; others can be domain-specific or adjacent productivity tools).  
- One high-impact, practical use case per tool that would deliver immediate, tangible value in my current job.  
- The most common mistakes or misuse patterns people in my role have when using these tools.  
- Clear criteria and methods to evaluate AI output for quality, accuracy, and trustworthiness (how to fact-check, how to spot weak reasoning, when not to trust it).  
- A daily practice routine for 30 days that builds my "AI collaboration" skills over time (e.g., prompt design, iteration, review, and reflection), assuming limited time each day.

Respond in the following structured format:

Summary (2–3 sentences)
- Briefly state the learning goal and what I will be able to do after 30 days.

Top 3 Tools Table
- A table with columns: `Tool`, `Why It Matters for [your job title]`, `Primary Use Case`, `Secondary Use Cases`.

Practical Use Cases (One Section per Tool)
- For each tool:  
  - Scenario: brief description tied to my role.  
  - Example Prompt / Workflow: a concrete prompt or short workflow I can run this week.  
  - Expected Outcome: what "success" looks like.

Common Mistakes & How to Avoid Them
- 3–5 bullet points per tool highlighting typical errors and how to correct them.

Evaluating AI Output
- A checklist or bullet list answering:  
  - How to check for factual accuracy.  
  - How to evaluate reasoning quality.  
  - How to adapt or correct outputs for my specific context.  
  - When I must override or ignore the AI.

30-Day Daily Practice Plan
- A table with 30 rows (Day 1–30) and columns:  
  - Day  
  - Focus (Tool / Skill)  
  - 10–30 min Exercise (specific action/prompt to try)  
  - Reflection Question (1 question I answer about what I learned).

Final Tips for Sustaining AI Mastery
- 5–7 concise tips on how to keep improving with these tools after the 30 days.
- Practical, non-hyped, and realistic about limitations.  
- Tailored to a [your job title] with real-world constraints (limited time, competing priorities).  
- Encouraging but direct; focus on concrete actions, not vague inspiration.

Style guide

Avoid LLM patterns prompt

When responding, follow these style constraints:

- Replace em dashes (—) with semicolons, commas, or sentence breaks.
- Avoid starting responses with "Great question!", "You're right!", or "Let me help you."
- Don't use phrases like "Let's dive into ..."
- Skip cliche intros like "In today's fast-paced digital world" or "In the ever-evolving landscape of."
- Avoid phrases like "it's not just [x], it's [y]."
- Avoid self-referential disclaimers like "As an AI" or "I'm here to help you with."
- Don't use high-school essay closers: "In conclusion," "Overall," or "To summarize."
- Avoid ending with "Hope this helps!" or similar closers.
- Avoid overusing transition words like "Furthermore," "Additionally," or "Moreover."
- Replace "In conclusion" with direct statements.
- Avoid hedge words: "might," "perhaps," "potentially" unless uncertainty is real.
- Don't stack hedging phrases: "may potentially," "it's important to note that."
- Don't create perfectly symmetrical paragraphs or lists that start with "Firstly ... Secondly ..."
- Remove Unicode artifacts when copy-pasting: smart quotes (""), em-dashes, non-breaking spaces.
- Use `’` instead of ``.
- Delete empty citation placeholders like "[1]" with no actual source.