Study how a video-research-to-idea-generation agent pipeline is built.

This is a reference build, not a "TikTok downloader" product. It shows how to receive a video link over Telegram, run it through an AI analysis pipeline, distill it into key structural takeaways, and generate an original content idea inspired by it — feeding directly into a content production queue (works standalone or as a companion to our POV Content Machine reference build).

What this pipeline does

A Telegram bot receives a video link → validates it → checks for duplicates → acquires the video → uploads it to Gemini for AI analysis (summary + timeline) → condenses the analysis into 5 key takeaways → an agent generates a brand-new, original content idea (with a two-character profile) inspired by the structure — and queues it for review in Airtable.

Important — read before buying

One step in this workflow acquires video content by parsing TikTok's public page data directly, a technique that is widely documented in the n8n community but sits outside TikTok's official API and Terms of Service. We include this as a documented, honestly-labeled technique for educational purposes — not as a promise of long-term reliability or a recommendation to bypass platform terms. You are responsible for your own compliance with TikTok's Terms of Service and applicable law. A lower-risk RapidAPI-based alternative is discussed in docs/02-video-acquisition.md if you'd prefer to avoid direct scraping entirely.

What's included

• - Full sanitized n8n workflow JSON (33 nodes, 4 modules)

• - 5 documentation files — one per module plus architecture overview and cost breakdown

• - Airtable schema note (shared structure with our POV Content Machine reference build)

• - Sample test payload for isolated Module 1 testing

Requirements — read before buying

Calls two separate AI billing surfaces — OpenRouter (for 3 chat models) and Google's Gemini API directly (for video upload + analysis) — plus Airtable and a Telegram bot. Requires n8n 1.70+ and the @n8n/n8n-nodes-langchain community package if self-hosted.

Refund policy

Full self-service refund within 14 days if you have not downloaded the files. After downloading, contact support via Report a problem. See our Help Center for details.

FAQ

1. 1. Is this a TikTok video downloader?

2. Not primarily — it's a research-and-idea-generation pipeline that happens to include one documented (not officially sanctioned) technique for acquiring source video. If you only want a download tool, this is not the right product for you.

3. 2. Is the video-acquisition technique against TikTok's Terms of Service?

4. It uses public page data rather than an official API, which is outside TikTok's ToS regardless of how common the technique is in the community. We disclose this openly rather than hiding it. You're responsible for your own use and compliance.

5. 3. Will the scraping step keep working?

6. Not guaranteed — it depends on TikTok's frontend structure, which changes periodically without notice. This is disclosed as a known limitation, not a supported guarantee.

7. 4. Do I need the POV Content Machine to use this?

8. No — it works standalone if you recreate the Airtable schema in airtable/airtable-base-schema.md. It's designed as a companion, but not a hard dependency.

9. 5. What does it cost to run?

10. See docs/cost-breakdown.md — this workflow uses two separate AI billing surfaces (OpenRouter + direct Gemini API), so check both.

11. 6. Refund policy?

12. Full self-service refund within 14 days if files have not been downloaded. After download, contact support via Report a problem.