Create unique OR content with ChatGPT

Write a hospital transfer letter for patient John Doe from Dr. Harvey Smith at Sequoia Hospital to Stanford Hospital and Clinics for emergent neurosurgical management of an MCA aneurysm following presentation to the ED this morning with a sentinel bleed.

hospital transfer letter patient john doe dr. harvey smith sequoia hospital stanford hospital and clinics mca aneurysm sentinel bleed

DMV Impairment Letter

Write a letter of medical impairment to the DMV for my patient who has an uncontrolled seizure disorder.

medical impairment letter dmv seizure disorder uncontrolled seizure disorder

Write a Letter of Support for Access to Transportation Services for a Senior Patient with Mobility Issues

Write a letter of support for access to transportation services for my senior patient with mobility issues.

transportation services senior patient mobility issues letter of support

Write a Letter to Cigna Appealing Denial of Cimzia for Patient with Psoriasis

Write a letter to Cigna appealing the denial of Cimzia for a patient with psoriasis. The denial stated "patient has not completed and failed a prior course of Humira." The patient had a previous hypersensitivity to Humira with hives and difficulty breathing.

cigna cimzia psoriasis humira hypersensitivity hives difficulty breathing

What is “prompt engineering”?

A “prompt” is the input that guides a generative AI model to generate useful outputs. Generative AI tools like ChatGPT, GPT, DALL·E 2, Stable Diffusion, Midjourney, etc. all require prompting as their input.

In a natural language processing (NLP) context, “prompt engineering” is the process of discovering inputs that yield desirable or useful results. As is the story with any processes, better inputs yield better outputs; or commonly said another way “garbage in, garbage out.”

![Source: https://www.youtube.com/watch?v=1NQWJjgi-_k

Designing effective and efficient prompts will increase the likelihood of receiving a response that is both favorable and contextual. With a good prompt, you can spend less time editing content and more time generating it.

Going from beginner → advanced prompt engineer

As companies like PromptBase arise around the idea that the prompt is the “secret sauce” to using generative AI, prompt engineering could easily become the “career of the future.” But, any generative AI user can become an “advanced” prompt engineer. Here’s how

Spend time with the tools

The more time you spend asking ChatGPT questions and receiving responses, the better your idea will be of various prompting approaches and their individual strengths and weaknesses
Use Open AI’s GPT playground to perform interactive trial and error with variations in your prompt, model, temperature and top_p values (uniqueness of answer, i.e. creativity), and more available within the UI itself.

Become a prompt researcher instead of engineer

If you’re already a subject matter expert in something, consider figuring out how to apply your personal skills to generating the best prompts in your field
For example, if you’re an expert in SEO, what questions do you ask yourself when creating SEO strategies? How can you translate this knowledge into better prompts to generate the same level of output with AI?

Become a prompt researcher instead of engineer

The term prompt engineer glosses over the idea that prompt formulation takes hypothesizing, research, result measurement, and repetition. Instead, approach prompting like a research project.
Try as many different variations and formulations of your prompt as possible. One problem can have hundreds of solutions and one solution can have hundreds of approaches. The same can be said of prompting.