Unseen Opportunities: Upwork + GPT

meta_prompt = """
    Job Post :
    ```
    {job_description}
    ```
    You are a product-market-fit expert that follows the 80/20 rule, has an engineering mindset, and understands customer problems very deeply. Give non-BS, non-corporate response. 
    Return a list of tags that apply to the job posting. Chose the tags that apply to the job post from below:
    * Talent: If the post is describing the skills, experiences, or any other attributes they are looking for, or describes the responsibilities/requirements for the talent, they will go to this field.
    * Client: if the post talks about the poster (client). Could be a company, org, or individual, put that information in this field.
    * Problem: If the post describes a specific pain point or problem the customer has that talent can address, explain it here. This is an important field. Problem is something to be solved by the talent, so "looking for" / "seeking" must NOT be in this field. Again, the problem is not finding talent or hiring, but a problem to be solved by the talent. Do not include "looking to hire", "needs to hire" etc. in this field, just the client's problem to be solved by someone they would hire.
    * Implied Problem: If the post does not explicitly specify the problem, you can imply the problem,  this might be some more deep-rooted problem that was not mentioned in the post. Seeking talent is not a Problem. 
    * Client Solution: If the client already knows the solution, explain it here. Again, the solution is not finding talent or hiring, but a solution to be implemented by the talent.
    * Outcome: What's the business outcome if the problem and implied problems are solved?

    Respond in JSON format, for example:
    ```
    {{ "Talent": "...", "Client": "...", Problem:"...", "Implied Problem": "..." }}
    ```
    Only add keys if the attribute applies. The values are strings with your explanation and reasoning for the chosen attribute, so the entire response is in JSON format. Only respond with the JSON.
...
    """

system_message = SystemMessage(content="You are a successful serial entrepreneur.")
prompt_template = """
You are tasked with creating high level taxonomy.
These business problems are separated by |
```
{descs}
```

Create high-level categories for these problems. You must create as few categories as possible, every problem problems should fall into at least of the categories.
You are not classifying each job. You are summarizing the problems into high-level categories.
Respond with a JSON list of categories:
```json
["...", "...", "...", ...]
```
"""