Why Most Frameworks Fail
Miller's Law says most people can hold 5-7 items in working memory. Push past that and you need reference materials.
Frameworks requiring reference materials don't get used.
Here's the real-world test: Can you use the framework from memory while on a phone call with a client? If you need to pull up a cheat sheet, the framework is too complex.
The Five Essentials
The Framework
- AAsk
What do you want? Be specific about the task.
- AAudience
Who will read this? Different audiences need different approaches.
- CChannel
Where will this appear? MLS, Instagram, email have different requirements.
- FFacts
What are the specifics? Property details, client info, data.
- CConstraints
What should be avoided? Compliance, voice, length limits.
Essential #1: Ask
What it is: The specific task you want completed.
Question it answers: "What do I want?"
Bad: "Help me with my listing"
Good: "Write a 150-word MLS description"
AI is literal. Vague asks produce vague results. The word "help" is a red flag in any prompt.
Essential #2: Audience
What it is: Who will read, see, or use this content.
Question it answers: "Who is this for?"
Content without an audience is content for no one. A listing description for first-time buyers should sound different from one targeting investors.
Essential #3: Channel
What it is: Where this content will be published.
Question it answers: "Where is this going?"
MLS has different requirements than Instagram. Flyers assume photos are visible. Channel determines format, length, and structure.
Essential #4: Facts
What it is: Specific details about the property, client, or situation.
Question it answers: "What are the specifics?"
Without facts, AI invents them. These inventions are called hallucinations. AI will confidently write about "stunning views" your property doesn't have.
Essential #5: Constraints
What it is: Guardrails, limitations, things to avoid.
Question it answers: "What should NOT happen?"
Constraints do three things:
- Compliance protection. Fair Housing compliant prevents violations that cost $23,000-$115,000.
- Brand voice consistency. Your "Do Not Say" list keeps AI from using phrases you'd never use.
- AI marker prevention. Without constraints, AI defaults to "stunning," "gorgeous," and every other overused phrase.
The Blank Field Problem
Think about a listing contract. Leave the purchase price blank. Leave the closing date blank. Leave the property address blank. What do you have? A document that creates problems instead of solving them.
Prompts work the same way.
| Missing Essential | What Happens |
|---|---|
| No Ask | AI guesses what you want |
| No Audience | Generic output for no one |
| No Channel | Wrong format and length |
| No Facts | AI invents details |
| No Constraints | Risky, off-brand content |
Before and After
Without Framework:
Write a listing description for a house in Austin.
Output: "Welcome to this stunning home in Austin! This beautiful property offers everything you're looking for..."
Every AI marker. No specifics. Could describe any house anywhere.
With Five Essentials:
ASK: Write a property listing description AUDIENCE: First-time buyers in their 30s upgrading from apartments CHANNEL: MLS listing, 150-175 words FACTS: - 3 bed / 2 bath / 1,650 sqft - East Austin, Mueller neighborhood - Built 2019, open floor plan - Chef's kitchen with gas range, quartz counters - Private backyard with mature oak tree - 10-min bike ride to downtown CONSTRAINTS: - No words: stunning, gorgeous, dream home, won't last long - No phrases like "perfect for families" - Fair Housing compliant - Use active voice
Output: "Mueller finally makes sense. You'll trade your cramped apartment kitchen for a gas range and enough counter space to actually prep dinner. The open floor plan connects to a backyard where that oak tree has been growing since before the neighborhood existed. Three bedrooms mean a real home office—not just a corner of your bedroom. At 1,650 square feet, you've got room to spread out without heating 3,000 square feet you don't need. Ten-minute bike to downtown. Walk to Thinkery. This is the upgrade that doesn't require the suburbs."
Specific. Voice-driven. Compliant. On-target for the audience.
The 60-Second Test
Can you fill in the Five Essentials in under a minute?
- Ask (5 seconds): What do I want?
- Audience (5 seconds): Who's reading this?
- Channel (5 seconds): Where's it going?
- Facts (30 seconds): What are the specifics?
- Constraints (15 seconds): What should I avoid?
If you can answer these questions in 60 seconds, you can write a good prompt.
Key Takeaways
The Five Essentials:
- Ask — What do you want?
- Audience — Who is this for?
- Channel — Where is it going?
- Facts — What are the specifics?
- Constraints — What should be avoided?
The Principle: If any essential is missing, your prompt is incomplete.
The Stakes: Fair Housing penalties: $23K-$115K. Poor prompts take 4-6x more iterations. AI without constraints = generic output.
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Sources
- Miller's Law cognitive research
- NAR 2025 REALTOR Technology Survey
- HUD Fair Housing penalty guidelines
- OpenAI Prompt Engineering Best Practices