How do you turn messy prompts into consistent AI outputs?

One thing I noticed while building PromptPilot is that most AI issues aren’t model problems—they’re prompt problems.

People often write decent prompts, but small issues like unclear intent, missing constraints, or vague output expectations lead to inconsistent results across tasks.

How do you handle this today?

• Rewrite and refine prompts manually each time?

• Add structure mentally as you go?

• Or just tweak and retry until it works?

Curious to learn how others improve and refine prompts in real AI workflows.