AI Copywriter aims to write elaborate marketing copies in the style of a given author. AI Copywriter Employs Pinecone for semantic similarities and OpenAI for content generation and style transfer.
I was approached by a prolific Oliver Gee, to create an application which can generate marketing copies in the style of Oliver.
Pinecone - To keep the historical copies written by Oliver in a vector format. This allows me to pull the matching samples for OpenAI for paraphrasing.
OpenAI - We first generate the copies by ChatGPT very creatively. Once the copies are generated, we start paraphrasing the copies paragraph by paragraph by matching references.
Python / FastAPI - This is the framework that allows us to use this AI Copywriter through both API and a simple HTML interface.
Marketing Copy Generation - Generating marketing content based on the product details provided by the user.
Content Paraphrasing: Once the content is generated, they are paraphrased paragraph by paragraph based on historical samples added in the pinecone.
The main challenge was to create a very high quality copy in the similar writing style of Oliver. GPT can generate decent marketing content, but passing the writing style and maintaining the context was the key.
AI Copywriter provides a stable way to copy the writing styles of a given author, in this case the product owner Oliver. In addition to that, the system is highly robust with capabilities to scale with more content in future.