Intent page
Expert vocabulary for AI tools when your prompt is too vague.
Use this when the model is not the real problem. The missing piece is usually the domain language a specialist would have used.
Translate vague asks into expert terms
Image generation
Move from 'make it premium' to art direction, editorial photography, cinematic lighting, lens choice, and negative prompts.
AI coding agents
Move from 'fix this flow' to statecharts, transition tables, guard conditions, idempotency, and recovery paths.
Product UX
Move from 'make it easier' to activation moment, user mental model, progressive disclosure, empty states, and information architecture.
Startup validation
Move from 'is this a good idea' to riskiest assumption, problem-solution fit, demand signal, fake door test, and evidence standard.
Buyer messaging
Move from 'make it sound better' to positioning, value proposition, message hierarchy, proof points, and objection handling.
Prompt pattern
Weak ask
Make this better.
Exact Terms ask
Identify the expert vocabulary for this problem, explain why each term fits, then turn the best terms into a concise prompt for the right AI tool.
Related guides
The AI prompt vocabulary map.
A practical map of expert vocabulary for AI prompts across image generation, coding agents, product UX, startup validation, and buyer messaging.
What you mean vs. what experts call it.
A translation map from vague AI prompt language to expert vocabulary for coding, images, UX, research, and buyer messaging.
AI image style keywords when you can picture it but cannot name it.
AI image style vocabulary for better generations: editorial photography, cinematic lighting, art direction, composition, lens choice, color grading, material texture, and negative prompts.
Startup idea validation terms for founders using AI.
Startup idea validation vocabulary for AI prompts: stage-gate process, problem-solution fit, riskiest assumption, assumption mapping, demand signals, fake door tests, and willingness to pay.
Common questions
Is expert vocabulary the same as prompt engineering?
No. Prompt engineering is the wrapper. Expert vocabulary is the domain language that tells the AI what kind of problem it is solving.
When should I use this?
Use it when you know the outcome in your head but do not know the terms a designer, engineer, researcher, or marketer would use.