Stop Using AI Prompt Templates. Engineer Your Own Instead.

Most "AI prompt templates" are training wheels disguised as a product. They get you a workable result for a generic task, but they fail the moment you need anything specific. That's because they hide the four moves that make prompts actually work — and once you can see those moves, you can engineer prompts for any task in 60 seconds.

This is the framework we use to build every prompt in our packs. Once you understand it, the templates become unnecessary.

The four moves

Every effective prompt does four things, in order:

1. 1Assigns a role ("Act as a senior B2B copywriter…")
2. 2Loads the context ("My buyer is X, my offer is Y, the goal is Z…")
3. 3Sets constraints ("Body must be 60-90 words, no exclamation marks, no clichés…")
4. 4Specifies the output ("Return a subject line, body, and a 1-line postscript. Nothing else.")

Skip any one of those and the output gets vaguer.

Move 1: The role

The role isn't fluff — it changes which weights ChatGPT's distribution privileges.

"Write me a product description for a $200 candle." → produces an Etsy-style description. "Act as a senior copywriter at a luxury home-goods brand. Write me a product description for a $200 candle." → produces a Diptyque-style description.

The same input, two different worlds, because the role front-loaded which conventions to apply. Roles are most powerful when they're specific — not "marketer" but "performance marketer who runs paid acquisition for $1M ARR B2B SaaS."

Move 2: The context

Generic context produces generic output. Specific context produces specific output. There's no middle ground.

Bad: "I run a small business." Better: "I'm a fractional CMO billing $8K/month against B2B SaaS clients in the $1M-$5M ARR range." Best: "I'm a fractional CMO billing \$8K/month against B2B SaaS clients in the $1M-$5M ARR range. My current pipeline is 4 active clients. I want to add 1 more by end of quarter without dropping below 80% utilization."

The "best" version produces output you can act on. The first two produce horoscopes.

Move 3: The constraints

Constraints are the most-skipped move and the highest-leverage one. They prevent ChatGPT's default behavior — write more words to seem helpful — which is almost always wrong.

A short constraint list for a sales email:

• Body MUST be 60-90 words
• Open with a single observation about the recipient, not me
• One concrete proof with a number (not adjectives)
• No exclamation marks
• No "I hope this finds you well"
• No "circling back"

Six lines. They cut the output's word count in half and triple its readability. Sales pages, blog posts, video scripts — every artifact has its own constraint list.

Move 4: The output structure

This is where most templates fall apart. They ask for "a sales email" and ChatGPT returns prose. You then have to manually restructure it. Save the step:

Output: subject line, body, postscript. Each on its own line. Nothing else. No preamble, no explanation.

That "nothing else" line is critical — without it, ChatGPT prepends a "Here is the email you requested:" paragraph that you'd have to delete every time.

A worked example

Let's build a prompt from scratch. Goal: I'm running a Gumroad launch for a \$97 Notion template targeting solo consultants. I need a launch email.

Act as a senior direct-response copywriter who's launched 50+ digital
products on Gumroad in the $30-$200 range.

Context:
- Product: "Solo Consultant CRM Setup" — a $97 Notion template
- Buyer: solopreneur consultants billing $5K-$15K/month, currently
  managing leads in spreadsheets and forgetting follow-ups
- The transformation: replace the spreadsheet with a working CRM
  inside their existing Notion in 90 minutes
- The pain hook: "the proposal you forgot to send on Friday"
- Discount: $77 for 48 hours from launch

Constraints:
- Single launch email, ~250 words
- Subject line ≤ 6 words
- Open with the pain, not the product
- Include the deadline once, in the body
- One specific outcome with a number
- No "limited time only" or "act now" cliches
- One CTA at the bottom — link text, not a button

Output: subject line, body, p.s. Each on its own line. No preamble.

That prompt produces a launch email you'd ship. Run it again in a year for a different product, swap the variables, and it produces another shippable email.

When to use a template

Templates are useful for two things:

1. 1Learning the structure. Reading 30 well-built templates teaches you the four moves better than any abstract guide.
2. 2Speed when the task is recurring. Cold emails, sales pages, hooks — templates win on speed when you're shipping 50+ a week.

For everything else — anything one-off, anything specific to your business, anything where the inputs vary — engineer the prompt yourself. It takes a minute. The output is yours, not someone else's defaults.

The library and the playbooks

Every prompt in our free library is engineered with all four moves baked in. The premium packs take it further — full sequences (validate → package → price → write → sell) where each prompt loads context from the previous output. Use them, but read them. The structure is the value, not the words.