We will be using the following prompts in today’s class, feel free to change any details to align with your own information or experiment with that later.
DEMO 1- ONE PROMPT, MANY MODELS
Today you have the following to choose from:
- Architecture Firm Commercial Project Brief
- Real-Estate Market Expansion Playbook + Deep Research
- Personal Productivity Schedule
- 10-Day Italy Anniversary Trip
- Follow-Up Email Sequence
1. Architecture Firm Commercial Project Brief
“Hi, I’m Sarah Martinez, Principal Architect at Heritage Design Group in Clayton, Missouri. We’re a 35-person firm specializing in commercial and mixed-use developments throughout the Midwest.
The project: We’re designing Westport Commons, a 185,000 sq ft mixed-use development in Kansas City featuring ground-floor retail, 150 residential units, and structured parking. The developer, Meridian Properties, has a $45 million budget and wants to break ground in March 2026.
Key stakeholders:
- Michael Chen (Developer/Client): Focused on maximizing leasable space and ROI
- Lisa Rodriguez (City Planning): Concerned about traffic impact and neighborhood integration
- David Kim (General Contractor): Needs constructible design within budget
- Jennifer Walsh (Leasing Agent): Wants attractive, marketable spaces
Current challenge: The city planning committee meets in two weeks to review our initial proposal. They’ve expressed concerns about building height, parking ratios, and how the design fits the historic neighborhood character. We need a compelling presentation that addresses their concerns while meeting the developer’s financial goals.
What I need: A comprehensive project brief for our internal team meeting next Tuesday, covering design strategy, regulatory considerations, and project timeline. This will guide our final design refinements before the city presentation.
Requirements:
- Design principles that balance modern functionality with neighborhood character
- Solutions for height/density concerns (stepped facade, setbacks, materials)
- Parking strategy that meets city requirements
- Four key project milestones with dates through construction start
- Risk assessment for zoning approval process
Format: Professional brief under 400 words, organized in clear sections suitable for team distribution and client review.
Desired outcome: Our team leaves aligned on design direction, the city approves our proposal, and we maintain our timeline for March groundbreaking.
Emotional goals: Build confidence that we can satisfy both client ROI needs and community concerns, positioning our firm as thoughtful neighborhood stewards.
This Prompt is a test to understand LLM models if you have a question, I want you to assume an answer for the sake of this experiment.
2. Real-Estate Market Expansion Playbook
“Hi, I’m Jason Patel, Managing Broker at Summit Realty Partners, a 22-agent boutique firm in St. Louis, MO specializing in upscale residential listings and mid-size commercial investments. We’re launching our “Dual-Edge Growth 2026” initiative to expand into the fast-growing I-70 Corridor.”
Project scope: Open a satellite office, recruit five hybrid agents, integrate a unified CRM + marketing automation stack; $1.4 million budget over 12 months.
Key stakeholders:
- Residential Sales Lead — wants brand cohesion and high-quality buyer leads
- Commercial Division Head — focused on cap-rate analytics and investor relations
- Marketing Director — needs content strategy across two distinct client personas
- CFO — monitoring cash flow and ROI on tech spend and new leases
Current situation: Current CRM is siloed; data shows 28 % of residential clients also own commercial property, but cross-selling is minimal. Competitors are capturing mixed-portfolio investors.
What I need: A launch playbook for our September 9 all-hands workshop to synchronize teams and vendors.
Requirements:
- Unified value proposition addressing both residential sellers and commercial investors
- Six phased milestones (needs assessment → office opening → first dual-deal closed)
- Tech stack outline: CRM, MLS integrations, automated drip campaigns
- Recruiting plan with compensation benchmarks for hybrid agents
- Three biggest risks (brand dilution, data migration hiccups, market slowdown) with contingencies
- KPIs (list-to-sale ratio, dual-property client conversions, retained commissions)
Format: Executive playbook under 400 words, bullet sections, plus a simple milestone table.
Desired outcome: Team alignment that speeds first dual-segment transaction by Q1 2026 and raises gross commissions 18 % YoY.
Emotional goals: Channel competitive energy into confidence that the firm can dominate both sides of the corridor market.
This prompt is a test to understand LLM models—assume answers if needed.
BONUS- If you have chosen this prompt, I would suggest that you now follow up up your outcomes with “Thank you. Now take all of this information and run a deep research query to identify thelatest real estate market trends, pricing forecasts, and competitive expansion strategies for the I-40 I-70 West Corridor in St. Louis, MO. Summarize key data points, credible sources, and implications for our 2026 growth initiative.”
3. Personal Productivity Schedule
“Hi, I’m Taylor Morgan, Marketing Director at Greenway Financial in Webster Groves. I was recently promoted to director level, which means more strategic responsibilities on top of my existing workload. I’m drowning in tactical work and can’t find time for the strategic thinking and learning my new role requires.
Current weekday schedule:
- 7:30 AM: Email and planning (usually rushed)
- 8:30-10:30 AM: Back-to-back meetings
- 10:30 AM-12:00 PM: Project work (campaigns, content)
- 12:00-1:00 PM: Lunch in Lafayette Square (mental health break)
- 1:00-3:00 PM: Admin tasks (approvals, reports, budgets)
- 3:00-5:00 PM: Deep work (strategy, analysis)
- 5:00-6:00 PM: Family time (absolutely sacred)
What I need: Redesigned schedule that reclaims 2 hours daily for strategic learning and planning. I need time to read industry publications, take courses, and think about long-term marketing strategy rather than just executing tactics.
Non-negotiables:
- 5:00-6:00 PM family time is absolutely sacred
- Must maintain lunch break for mental health
- Can’t eliminate meetings entirely, but can optimize them
- Willing to start earlier or work some evenings if necessary
Work style: Most creative and strategic in mornings, need uninterrupted blocks, work best with clear boundaries between different work types.
Desired outcome: Schedule that allows me to excel in director role while maintaining work-life balance. Need to feel like I’m growing professionally and staying ahead of industry trends.
Format: Before/after table with time blocks (Deep Work, Admin, Meetings, Personal, Break, Learning/Strategy) and brief explanations for each change.
This Prompt is a test to understand LLM models if you have a question, I want you to assume an answer for the sake of this experiment.
4. 10-Day Italy Anniversary Trip
“Hi, I’m Michael Chen, a 45-year-old HR director in St. Louis. My wife Carla (46, software engineer) and I are planning our dream Italy trip for our 15th anniversary in September 2025—our biggest vacation ever. I want Carla to feel really special!
About us: We’re foodies who love wine (Carla more than me), art history, and active adventures. I’m vegetarian, she’ll eat anything. We prefer boutique experiences over large tours and like balancing cultural immersion with luxury touches. We’re reasonably fit and enjoy biking, hiking, and walking tours.
Trip goals: Anniversary celebration and much-needed break from stressful jobs. We want to feel pampered and romantic while experiencing authentic Italian culture, coming back with incredible memories and deeper appreciation for Italian art, food, and wine.
Budget & logistics: $12,000 to spend once we land (flights booked). We prefer boutique hotels with character, willing to splurge on special experiences like private tours or cooking classes. Want some private transfers for convenience but happy to take trains between major cities.
Travel style: Start days early but prefer leisurely afternoons. Mix of must-see attractions and hidden gems. Carla loves wine tastings, I prefer hands-on experiences. Both love art museums but don’t want to be in them all day.
Specific requests:
- Day-by-day itinerary with city recommendations
- Boutique hotel suggestions with approximate prices
- Transportation between cities (train vs. private transfer recommendations)
- 2-3 activities per day (mix of cultural and active)
- One romantic dinner spot each night with vegetarian options
- Wine tasting opportunities and at least one cooking class
- One or two active adventures (cycling in Tuscany sounds perfect)
Timing: September 12-22, 2025
Desired outcome: Perfectly planned trip that feels effortless during travel, experiencing ‘real’ Italy while being treated like VIPs, strengthening our relationship with memories we’ll discuss for years.
Final request: End with budget breakdown showing how $12,000 works across hotels, meals, activities, and transportation.
This Prompt is a test to understand LLM models if you have a question, I want you to assume an answer for the sake of this experiment.
5. Follow-Up Email Sequence
“Hi, I’m Mark Rodriguez, marketing manager at Gateway Growth Advisors, a business consulting firm in Clayton, Missouri. We help local businesses implement AI solutions to boost productivity and reduce costs.
Context: Last Tuesday, 1,200 local business owners downloaded our whitepaper ‘AI Productivity Revolution: 7 Game-Changing Tools Every Business Should Implement in 2025.’ These are warm leads who’ve shown interest in AI but need strategic nurturing.
Target audience: Small to medium business owners (20-200 employees) in St. Louis metro who are tech-curious but feel overwhelmed by AI implementation. They’re successful enough to invest in growth but cautious about new technology.
What I need: Three-email follow-up sequence for HubSpot automation over three weeks:
- Email 1 (3 days after download): Warm thank you + one actionable tip they can implement this week
- Email 2 (1 week later): Social proof through a local client success story
- Email 3 (2 weeks later): Gentle urgency about booking demo (we only take 12 new clients per quarter)
Requirements: Each email 150-200 words, mobile-optimized, with clear subject lines and prominent “Schedule Your Demo” call-to-action. Tone should be professional but approachable—helpful consultant, not aggressive marketer.
Desired outcome: Recipients feel genuinely helped and supported, with 8-10% booking consultation calls. Position us as the obvious choice for AI implementation.
Emotions to evoke: Confidence that AI isn’t scary, excitement about possibilities, and trust that we’re the right partner.
This Prompt is a test to understand LLM models if you have a question, I want you to assume an answer for the sake of this experiment.
DEMO 2 EXPLORING LARGE DOCUMENTS
SELECT your Large document and drag it into the window THEN copy paste the following:
1 Summary & Highlights
“Please provide a full executive summary of this document in under 500 words. Then list the Top 10 key highlights or takeaways, each with the page and paragraph number where it appears.”
“Please provide a full executive summary of this document in under 500 words. Then list the Top 10 key highlights or takeaways, each with the page and paragraph number where it appears.”
2 Evidence Verification
“For every major claim in your summary, cite the page and paragraph number where the statement is located so I can confirm accuracy.”
“For every major claim in your summary, cite the page and paragraph number where the statement is located so I can confirm accuracy.”
3. Context & Intent
“Who authored this document, for what audience, in what context, and why at this specific time? Please include any stated or implied purpose, referencing where this is mentioned.”
“Who authored this document, for what audience, in what context, and why at this specific time? Please include any stated or implied purpose, referencing where this is mentioned.”
4. Mini-SWOT
“Perform a mini-SWOT analysis (Strengths, Weaknesses, Opportunities, Threats) of the subject matter based on the document, citing page and paragraph numbers for evidence.”
“Perform a mini-SWOT analysis (Strengths, Weaknesses, Opportunities, Threats) of the subject matter based on the document, citing page and paragraph numbers for evidence.”
5. Problems & Gaps
“Identify at least three problems, risks, or gaps mentioned (or implied) in the document. Provide page and paragraph references.”
“Identify at least three problems, risks, or gaps mentioned (or implied) in the document. Provide page and paragraph references.”
6. Comparative Angle
“What comparisons or benchmarks are mentioned (or could be reasonably inferred) in the document? Please cite locations and explain why they matter.”
“What comparisons or benchmarks are mentioned (or could be reasonably inferred) in the document? Please cite locations and explain why they matter.”
7. Bibliography & Further Learning
“Create a short bibliography of external sources (books, articles, reports, datasets) I should consult to go deeper into the issues raised in this document.”
“Create a short bibliography of external sources (books, articles, reports, datasets) I should consult to go deeper into the issues raised in this document.”
8. Stakeholder Mapping
“List the key stakeholders mentioned or implied, explain their roles and interests, and reference the page/paragraph where they are described.”
“List the key stakeholders mentioned or implied, explain their roles and interests, and reference the page/paragraph where they are described.”
9. Timeline & Milestones
“Extract any timelines, milestones, or critical dates from the document, with page/paragraph references. If dates are missing, suggest what milestones a reader should infer.”
“Extract any timelines, milestones, or critical dates from the document, with page/paragraph references. If dates are missing, suggest what milestones a reader should infer.”
10. Email Follow Up
“using all the previous research that you have performed, write me a compelling email to go out to my team. Include details and requests for actions. The email should be friendly, helpful, have thought leadership strategies, and should come from Kendall Miller.
11. Infographic Request
“Create a structured infographic (text description of visuals) that summarizes the key findings, themes, and statistics from this document. The infographic should include icons, section headings, and flow where possible.”
“Create a structured infographic (text description of visuals) that summarizes the key findings, themes, and statistics from this document. The infographic should include icons, section headings, and flow where possible.”