# Resume reviewer with OpenAI: n8n workflow template

> Started by someone submitting a form. It calls services over plain HTTP rather than through connectors. It hands the judgement calls to OpenAI.

Source: https://millionrounds.com/workflow/resume-reviewer-with-openai (Millionrounds; every figure on the page links to its filing or article)

[Automation library](https://millionrounds.com/workflows) · [Hiring](https://millionrounds.com/workflows?category=Hiring#library)

# Resume reviewer with OpenAI

Started by someone submitting a form. It calls services over plain HTTP rather than through connectors. It hands the judgement calls to OpenAI. 7 steps: small enough to read in one sitting and change without fear.

Small Calls a model: OpenAI

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fresume-reviewer-with-openai)

**7 steps** Small: readable in one sitting

**0** Branches: places the flow splits

**0** Loops or waits

**0** Services by connector: it calls them over plain HTTP

## The flow

Starts it 1 Model 3 Logic 1 Service 2

The steps in the order they run, from what starts it.

- 1 **Structured Output Parser7** Output Parser Structured *Model*
- 2 **OpenAI Chat Model9** Lm Chat Open Ai *Model*
- 3 **Resume Submission** Form trigger *Starts it*
- 4 **Review Resume** Agent *Model*
- 5 **Extract from File** Extract From File *Service*
- 6 **Send to GoToHuman** Goto Human *Service*
- 7 **Set Job Description** Set *Logic*

## How it's built

- **Starts on:** Someone submitting a form
- **Steps:** 7
- **Size:** Small: readable in one sitting
- **Connects to:** Nothing by connector; it calls services over plain HTTP
- **Model:** OpenAI

## Questions

What does it need to run?

An n8n account, and a key for OpenAI. You connect your own accounts after importing it; none are included.

What starts it?

It starts on someone submitting a form.

Does it use AI?

Yes. It calls OpenAI. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Not long. At 7 steps it can be read in one sitting and changed without fear.

How do I import it?

Copy the workflow, open a new workflow in n8n and paste. The steps appear on the canvas, ready for your own accounts.

**Before you run it**

Nothing here has been tested by us. It is somebody's working automation, read and described from its own steps. Treat the connections it wants as a list of accounts it will touch, and read the 7 steps before you point it at anything that matters.

## Run it in n8n

- **Create your n8n account** Free to start. n8n is where the workflow runs. [Create an n8n account ↗](https://millionrounds.com/n8n)
- **Download the workflow** Free with a Millionrounds account. [Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fresume-reviewer-with-openai)
- **Paste it into n8n** Open a new workflow in n8n and paste. Then connect your own accounts.

Stored with the author's traces removed: canvas notes, instance identifiers, saved credential names and any live document they had left behind.

## Workflows like it

Also hiring, with the same services where possible, closest in size first.

- [**AI CV screening workflow with Gemini and Gmail** 7 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/ai-cv-screening-workflow-with-gemini-and-gmail)
- [**AI resume analyzer – Gemini-powered smart CV evaluation workflow** 7 steps · calls a model · Gmail](https://millionrounds.com/workflow/ai-resume-analyzer-gemini-powered-smart-cv-evaluation-workfl)
- [**Automate candidate analysis & ranking with Jotform and Gemini** 7 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/automate-candidate-analysis-and-ranking-with-jotform-and-gem)
- [**Automated resume screening & response system with Gemini** 7 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/automated-resume-screening-and-response-system-with-gemini)
- [**Batch resume analysis with Gemini and Google Sheets** 7 steps · calls a model · Google Sheets](https://millionrounds.com/workflow/batch-resume-analysis-with-gemini-and-google-sheets)
- [**Evaluate interview & update scores with Azure GPT-4o-mini** 7 steps · calls a model · Google Sheets](https://millionrounds.com/workflow/evaluate-interview-and-update-scores-with-azure-gpt-4o-mini)