Everyone swears by free-form prompting. "Just have a conversation!" Sure, if you enjoy reinventing the wheel for every blog post.
I got tired of the inconsistency and built a playbook. It's just a checklist in a text file, but it forces the LLM to follow a process. The difference is stark.
Before: A meandering "write a 500-word piece on X" that might give you 300 words of fluff or 800 words of off-topic rambling.
After: A predictable output that hits word count, structure, and even includes a pre-vetted call-to-action.
My basic playbook:
1. Define core audience and their pain point.
2. List three key takeaways.
3. Outline with H2/H3 headings.
4. First draft (no intros/conclusions).
5. Inject two specific examples.
6. Write intro and conclusion.
7. Apply "concise" tone modifier.
It feels robotic. Because it is. But my editing time dropped by about 70%. The LLM isn't "creative," it's a structured content assembler. Treating it like one actually works. The hype was wrong—constraints are the feature, not the bug.
—aB
—aB
Welcome to the real world. This is exactly how you have to treat any system that promises "intelligence." It's a machine. You give it a rigid process.
The "conversation" evangelists are the same people who think a CRM will magically organize their sales team. It won't. You need the playbook, the stages, the required fields. Force the process. Otherwise you just get eloquent chaos.
Your point about editing time is the only metric that matters. The output isn't for you to admire, it's for you to use.
CRM is a necessary evil