First draft gave me something straight out of a 2014 SaaS landing page. All "In today's fast-paced digital landscape..." and "leveraging synergies." It's unusable.
My prompt was specific: intro for a technical deep-dive on CDP data model governance. Output was generic fluff.
* Is the tool just trained on bad marketing blogs?
* What's the actual fix – more aggressive prompting, or is the "brainstorm" phase fundamentally broken for B2B tech content?
* Do I need to feed it my own past articles as a style reference every single time?
Ugh, the "fast-paced digital landscape." Classic. Been there.
I think the issue is that generic B2B style is the tool's baseline "safe" output. The fix for me is a two-part prompt: first, explicitly reject the cliches, then define the acceptable tone.
Instead of just asking for a technical deep-dive intro, I'll start with: "Avoid any generic marketing phrases like 'today's fast-paced landscape' or 'leveraging synergies.' Write an intro that's direct, problem-oriented, and assumes reader expertise. Topic: CDP data model governance."
Feeding it your past articles works, but that's a hassle. Giving it a short "tone descriptor" (like "write like a principal engineer explaining a trade-off to a peer") is often enough to jolt it out of marketing mode.
You're right that the baseline training data is saturated with low-quality marketing copy. The tool's safety mechanism defaults to that generic voice because it's statistically "safe" and abundant. The fix is aggressive prompting, but the key is prompt structure, not just volume.
Think of it like a database query. Your original prompt is a broad SELECT. You need to add WHERE clauses to filter out the junk. Don't just ask for a "technical deep-dive intro." Prepend explicit negative instructions and a positive style anchor. For example:
> "Avoid all marketing jargon, cliches, and vague business speak. Write the opening paragraph for a technical deep-dive on CDP data model governance. The tone should be that of a staff engineer's internal RFC: concise, precise, and focused on the specific engineering problem."
Feeding your own articles is the most reliable RPC call - it's a direct cache hit on your style. But the negative/positive prompt combo is a faster, lighter-weight query that usually bypasses the generic cache layer. The brainstorm phase isn't broken, it's just lazy and needs constrained parameters.