# Video speech enhancement with OpenAI Whisper: n8n workflow

> Started by someone submitting a form, and works across FTP, Google Drive and Telegram. It hands the judgement calls to OpenAI.

Source: https://millionrounds.com/workflow/video-speech-enhancement-with-openai-whisper (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 speech enhancement with OpenAI Whisper

Started by someone submitting a form, and works across FTP, Google Drive and Telegram. It hands the judgement calls to OpenAI. 26 steps, 1 loop or waits: large, and worth reading before you trust it with anything live.

Large Calls a model: OpenAI

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fvideo-speech-enhancement-with-openai-whisper)

**26 steps** Large: read it before trusting it with anything live

**0** Branches: places the flow splits

**1** Loop or waits

**3** Services it connects to

## The flow

Starts it 1 Model 1 Logic 11 Service 13

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

- 1 **Attach files2** Form trigger *Starts it*
- 2 **C3** Set *Logic*
- 3 **S** Ftp *Service*
- 4 **E** Ssh *Service*
- 5 **S1** Ftp *Service*
- 6 **W** Http Request *Service*
- 7 **W1** Code *Logic*
- 8 **M** Merge *Logic*
- 9 **E1** Ssh *Service*
- 10 **S2** Ftp *Service*
- 11 **S3** Code *Logic*
- 12 **L** Split In Batches *Logic*
- 13 **L1** Limit *Logic*
- 14 **F** Code *Logic*
- 15 **A** Open Ai *Model*
- 16 **R1** Code *Logic*
- 17 **O** Http Request *Service*
- 18 **M1** Merge *Logic*
- 19 **C4** Code *Logic*
- 20 **B** Code *Logic*
- 21 **S4** Ftp *Service*
- 22 **S5** Ftp *Service*
- 23 **T** Ssh *Service*
- 24 **S6** Ftp *Service*
- 25 **U** Google Drive *Service*
- 26 **S7** Telegram *Service*

## How it's built

- **Starts on:** Someone submitting a form
- **Steps:** 26, 1 loop or waits
- **Size:** Large: read it before trusting it with anything live
- **Connects to:** FTP, Google Drive, Telegram
- **Model:** OpenAI

## Questions

What does it need to run?

An n8n account, plus your own FTP, Google Drive and Telegram accounts, 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?

Take your time. At 26 steps it is large: read it before trusting it with anything live.

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 26 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-speech-enhancement-with-openai-whisper)
- **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.

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

## Workflows like it

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

- [**AI YouTube Shorts Creator: Prompt-Based Clipping, Dubbing** 26 steps · calls a model · FTP, Google Drive](https://millionrounds.com/workflow/ai-youtube-shorts-creator-prompt-based-clipping-dubbing)
- [**An AI agent to create faceless YouTube videos with OpenAI** 26 steps · calls a model · Google Drive](https://millionrounds.com/workflow/an-ai-agent-to-create-faceless-youtube-videos-with-openai)
- [**Competitive ad research & image generator with Apify** 26 steps · calls a model · Google Drive, Google Sheets](https://millionrounds.com/workflow/competitive-ad-research-and-image-generator-with-apify)
- [**Create AI-generated UGC marketing videos with Telegram** 26 steps · calls a model · Telegram](https://millionrounds.com/workflow/create-ai-generated-ugc-marketing-videos-with-telegram)
- [**Generate SEO-optimized blog content with Gemini and RSS** 26 steps · calls a model · RSS, S3](https://millionrounds.com/workflow/generate-seo-optimized-blog-content-with-gemini-and-rss)
- [**LinkedIn post generator with OpenAI and Gmail** 26 steps · calls a model · Gmail, Google Drive](https://millionrounds.com/workflow/linkedin-post-generator-with-openai-and-gmail)