# Video transcript search and Q&A with VLM Run and OpenAI: n8n workflow

> Started by someone opening a chat with it, and works across Google Drive and Google Sheets. It hands the judgement calls to OpenAI.

Source: https://millionrounds.com/workflow/video-transcript-search-and-q-and-a-with-vlm-run-and-openai (Millionrounds; every figure on the page links to its filing or article)

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

# Video transcript search and Q&A with VLM Run and OpenAI

Started by someone opening a chat with it, and works across Google Drive and Google Sheets. It hands the judgement calls to OpenAI. 9 steps: a working afternoon to understand properly.

Medium Calls a model: OpenAI

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fvideo-transcript-search-and-q-and-a-with-vlm-run-and-openai)

**9 steps** Medium: a working afternoon

**0** Branches: places the flow splits

**0** Loops or waits

**2** Services it connects to

## The flow

Starts it 3 Model 2 Service 4

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

- 1 **Google Drive Trigger** Google Drive trigger *Starts it*
- 2 **When chat message received** Chat trigger *Starts it*
- 3 **OpenAI Chat Model** Lm Chat Open Ai *Model*
- 4 **Get row(s) in sheet in Google Sheets** Google Sheets Tool *Service*
- 5 **Receives JSON Data** Webhook *Starts it*
- 6 **Download file** Google Drive *Service*
- 7 **AI Agent** Agent *Model*
- 8 **Append row in sheet** Google Sheets *Service*
- 9 **VLM Run for Video Processing** Vlm Run *Service*

## How it's built

- **Starts on:** Someone opening a chat with it
- **Steps:** 9
- **Size:** Medium: a working afternoon
- **Connects to:** Google Drive, Google Sheets
- **Model:** OpenAI

## Questions

What does it need to run?

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

What starts it?

It starts on someone opening a chat with it.

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?

Plan an afternoon. 9 steps is enough that you should read each one before running it.

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 9 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%2Fvideo-transcript-search-and-q-and-a-with-vlm-run-and-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.

## Connects to

Each opens the other workflows that use it.

[Google Drive](https://millionrounds.com/workflows?service=Google+Drive#library)[Google Sheets](https://millionrounds.com/workflows?service=Google+Sheets#library)

## Workflows like it

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

- [**AI agent content creator (text to speech) with OpenAI** 9 steps · calls a model · Google Drive, Google Sheets](https://millionrounds.com/workflow/ai-agent-content-creator-text-to-speech-with-openai)
- [**AI copywriting agent with OpenAI and Google Drive** 9 steps · calls a model · Google Drive](https://millionrounds.com/workflow/ai-copywriting-agent-with-openai-and-google-drive)
- [**AI-powered LinkedIn content engine with OpenAI and Perplexity** 9 steps · calls a model · Google Sheets](https://millionrounds.com/workflow/ai-powered-linkedin-content-engine-with-openai-and-perplexit)
- [**Analyze competitor LinkedIn posts with Bright Data and Gemini** 9 steps · calls a model · Google Sheets](https://millionrounds.com/workflow/analyze-competitor-linkedin-posts-with-bright-data-and-gemin)
- [**Auto-Upload Shorts to YouTube with Gemini and Google Drive** 9 steps · calls a model · Google Drive, YouTube](https://millionrounds.com/workflow/auto-upload-shorts-to-youtube-with-gemini-and-google-drive)
- [**Auto-generate platform-specific marketing content with OpenAI** 9 steps · calls a model · Google Docs, Google Sheets](https://millionrounds.com/workflow/auto-generate-platform-specific-marketing-content-with-opena)