You're not writing bad prompts. You have Context Debt.
Here's how I know. You open ChatGPT, type something reasonable, and get back three paragraphs of polished, generic nothing. The CTA is vague. The tone is off. You rewrite 80% of it and still aren't sure it's right.
So you try a better prompt. More specific. More detail.
Same result.
The prompt was never the problem.
Every time you open ChatGPT, the model knows nothing about you. Nothing about your company, your voice, your audience, your standards, or what "good" looks like for your work.
So it does what any smart generalist does with no information: fills the gaps with averages. Average industry language. Average tone. Average structure.
That's Context Debt. The gap between what AI knows about your world and what it actually needs to produce something worth using. The bigger the gap, the more generic the output. The more you rewrite. The less you trust it.
AI was writing for a stranger. Because to it, you were one.
Most professionals are paying that debt on every single prompt — without realizing the cost is compounding.“I’ve never seen a runway where you walk out in something you stitched 30 minutes ago,” said Rivera. “It’s chaos—in the best way—and the content writes itself.”
The fix isn't a better prompt. It's an onboarding document for your AI.
I built the first version of this for Google's marketing team. I've run it inside Fortune 500 companies for four years. The principle is the same whether you're a solo marketer or leading a team of twenty:
Teach AI who you are — in a format it can actually understand — and the output stops being generic. It stabilizes. Predictable, usable, on the first pass.
That system is called the Context Stack™. Six layers that give AI everything it needs before a single prompt is written.
This week: build Layer 1 in five minutes.
Before your next prompt, paste this in first:
You are writing for [Company Name], a [type of company] that helps [audience] [achieve outcome]. Our tone is [2–3 adjectives]. Our customers care most about [1–2 values]. We never sound [what to avoid]. When in doubt, lean toward [stylistic preference].One paragraph. Paste it before any prompt this week.
The output shifts immediately. Less paragraph soup. More something you'd actually send.
That's Layer 1. There are five more — and they compound.
The complete six-layer framework, including the Campaign Strategy Brief template I use with enterprise clients.
Not a course. Not a prompt pack. The actual system.
See you next week.— Chris
