CRAFT framework
Ryan's 5-piece prompt structure: Context, Role, Audience, Fences, Task. The five elements every useful prompt needs. Operator framing, not academic prompt engineering.
What it does (the operator translation)
Most agents prompt the model the way they'd brief a stranger — once, badly, in two sentences. CRAFT is the structure that fixes it.
Context. What's the situation? "I'm prepping for a listing presentation Friday at a 3BR ranch in Hendersonville. Sellers moved out last week. Comps from Realtracs attached."
Role. Who is the model right now? "You're a Hendersonville buyer's agent at Compass, 12 deals a year, sphere-driven."
Audience. Who's the output for? "A neighbor at the kitchen counter — not a Zillow stranger. Warm, direct, no jargon."
Fences. What's the model not allowed to do? "No 'lovely.' No 'stunning.' No exclamation marks. No hyperbole. Stay under 80 words."
Task. What's the actual ask? "Draft three follow-up texts to Friday's open-house visitors — Maria, the Reeds, and Dan."
Run any prompt through the five. The output stops sounding like a vendor demo. It starts sounding like a colleague. Yan/Husain Part I — actual builders — call this in-context learning. It's the lift that survives model upgrades.
Why a working REALTOR cares (the breakpoint)
For any agent past the "I tried ChatGPT and it sounded weird" phase, CRAFT is the structure that compounds. Combined with a pinned Context Card, the model goes from generic to your-voice in one paste. That's the difference between a tool you abandon by week three (per BiggerPockets practitioner threads) and a tool you run on Tuesday mornings forever.
What this is NOT (the category-flip)
CRAFT is NOT the same as a Context Card. CRAFT is the structure of a single prompt — five sections, used once. Context Card is a persistent persona pinned at the top of every prompt. Different layers, used together.
Related terms
Context card · Prompt engineering · OODA loop · 80/20 rule
Where this comes up in The Listing Machine
CRAFT is the prompt structure taught in week one of The Listing Machine. Students write their first CRAFT-shaped prompt against a real listing — then layer the Context Card on top in week two.