Turn every resume into clean fields

Where resume parsing usually starts

Most teams parse resumes with a template parser that breaks on unusual layouts, or a frontier model asked for JSON on every upload. The parser misses fields, and the model costs too much per resume at scale. A Facet model returns your fields, in your shape, on every resume.

How it works

1. Describe the task. Paste the prompt you use today, or write it plainly: “From each resume’s text, return name, each role with company and dates, and skills as a list.” Add a few real examples if you have them.
2. Agree on what good looks like. Facet writes plain statements of a good answer, like “a current role has no end date, and is never marked as ended”, each with examples. Edit any that are off.
3. Create, then correct. Facet builds the model on its own, in the background, and tests it against every statement before it goes live. When a field comes back wrong, say what it should have been. Facet quotes the fix before it spends anything.

Two ways to use it

• From your agent: connect Claude, Cursor, ChatGPT, Codex or VS Code to Facet, then paste:

Use Facet to build a model that reads resume text and returns name, each role
with company and dates, and skills as JSON. Here are fifteen real resumes as text:
... Show me the draft and the price before you approve anything.

• In your code: keep your OpenAI SDK and change two lines, the address and the model name.

import os
from openai import OpenAI

client = OpenAI(base_url=os.environ["FACET_BASE_URL"], api_key=os.environ["FACET_API_KEY"])
reply = client.chat.completions.create(model="resume-fields", messages=[{"role": "user", "content": resume_text}])

Why Facet for resume parsing

• Any layout. It reads the text, not a template, so unusual resumes don’t break it.
• The same shape every time. Every answer is ready for your hiring tool.
• Checked before every update. An update goes live only if it keeps every statement the live version passes, and any update rolls back in one step.
• Yours. Export it any time, free, and run it wherever you like.