Domain adaptation prompt builder
A prompt that works for a general audience often falls flat in a specialized industry. A healthcare answer needs clinical caution and the right terminology; a finance answer needs regulatory awareness; a legal answer needs jurisdiction-specific framing. The domain adaptation prompt builder takes a generic prompt and stamps it for a target vertical — injecting the vocabulary, audience assumptions, regulatory context, and output conventions that domain expects. It runs entirely in your browser.
How it works
You paste a generic prompt, pick a target domain (or type your own), optionally add regulatory context, and describe the audience. The builder then wraps your prompt with:
- A domain framing line that sets the model’s persona and the vocabulary register for that vertical.
- Audience calibration so the depth and jargon match the reader’s expertise.
- A regulatory reminder that names the relevant rules and tells the model to flag where professional review is required.
- Output conventions typical of the domain — citations and disclaimers for medical, defined terms for legal, figures and assumptions for finance.
Tips and examples
Keep your source prompt clean and task-focused, and let the builder handle the vertical framing — that way one prompt serves every market you operate in. For regulated domains, always fill the regulatory field (e.g. “HIPAA, FDA labeling rules” or “MiFID II, FCA guidance”); the resulting prompt instructs the model to respect those constraints and to surface uncertainty rather than fabricate compliant-sounding text. Remember that domain framing improves tone and relevance but never replaces human review for anything that carries legal, medical, or financial risk.