Framework February 2026 | 12 min read

The Five Essentials: The Only Prompt Framework You'll Actually Use

Most prompt frameworks have one problem: nobody uses them. Here's a 5-element system you can remember without a cheat sheet. Ask. Audience. Channel. Facts. Constraints.

Ryan Wanner
Ryan Wanner

Real Estate Technologist & AI Systems Instructor

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

  1. A
    Ask

    What do you want? Be specific about the task.

  2. A
    Audience

    Who will read this? Different audiences need different approaches.

  3. C
    Channel

    Where will this appear? MLS, Instagram, email have different requirements.

  4. F
    Facts

    What are the specifics? Property details, client info, data.

  5. C
    Constraints

    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 EssentialWhat Happens
No AskAI guesses what you want
No AudienceGeneric output for no one
No ChannelWrong format and length
No FactsAI invents details
No ConstraintsRisky, 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?

  1. Ask (5 seconds): What do I want?
  2. Audience (5 seconds): Who's reading this?
  3. Channel (5 seconds): Where's it going?
  4. Facts (30 seconds): What are the specifics?
  5. 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:

  1. Ask — What do you want?
  2. Audience — Who is this for?
  3. Channel — Where is it going?
  4. Facts — What are the specifics?
  5. 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.

Ready to Go Deeper?

Our live workshops teach advanced frameworks, Context Engineering, and AI system architecture.

Sources

  • Miller's Law cognitive research
  • NAR 2025 REALTOR Technology Survey
  • HUD Fair Housing penalty guidelines
  • OpenAI Prompt Engineering Best Practices