Searchable GEO assets
for creators in the AI era
From video analysis to question timelines, YouTube descriptions, and web archive publishing —
Lorecast handles the entire creator GEO workflow.
April
Recent videos
Latest analyses and publish state
| Video | Questions | YouTube | Web | |
|---|---|---|---|---|
| 1 | Vector search, explained | 12 | applied | published |
| 2 | Interview: ML in production | 9 | applied | approved |
| 3 | Lecture 4 — Graph theory | 15 | draft | draft |
| 4 | Ep. 21 — Pricing your SaaS | 8 | — | draft |
| 5 | Why caching is hard | — | structuring… | |
| Question | Starts at | Section | |
|---|---|---|---|
| 1 | What problem does vector search solve? | 02:14 | Intro |
| 2 | How do embeddings actually work? | 07:48 | Concepts |
| 3 | When should you use a reranker? | 15:32 | Concepts |
| 4 | What are the common failure modes? | 21:05 | Practice |
Pipeline status
Where your videos are in the flow
Published Approved
Draft Not started
Pick a video to structure
One video becomes three GEO assets
AI analyzes your video and automatically creates a question timeline, an improved description, and a web archive.
Your video is organized into segments around the questions viewers actually ask, so AI search can find the answers inside it.
An improved description is generated from the video content. Approve it and it's applied while your existing description is preserved.
A public page structured into summary, questions, and timeline is published so search engines and AI can read and cite it.
From analysis to publishing — you only approve
Connect your channel and pick a video; AI completes the whole pipeline. Nothing goes public without your explicit approval.
Pick a Video
Connect your YouTube channel and your video library loads automatically. Just choose what to structure.
AI Analysis & Structuring
The transcript and timeline are extracted, then structured into summaries, questions, and keywords.
Question Timeline
Timestamps are generated around viewer questions, pointing to where each answer starts in the video.
Processing Modes
Choose the mode that fits your content — knowledge videos or podcasts — with per-minute credit pricing.
Description Preserved
Your original description is snapshotted before every update; only the Lorecast block is merged. Roll back anytime.
Approve to Publish
YouTube updates and web publishing each run only after your explicit approval — never automatically.
Review the final draft and approve to apply it to your video.
"AI now decides which answers get seen. Knowledge locked inside long videos has to be structured to be found — and found to be cited. Lorecast turns your videos into assets AI can discover."
Lorecast
From channel connection to publishing, in one flow
Pick a video and extraction, structuring, and draft generation run automatically. You only approve the final steps — the YouTube update and web publishing.
Get started✓ transcript extracted
✓ structured into summary · questions · keywords
✓ question timeline · description · web archive ready
→ waiting for your approval to publish
A public archive page built to be found
Only content you approve is published as a server-rendered public page — structured so search engines and AI can read and cite it.
Questions
Timeline
SEO built in
Published pages ship with canonical URLs, metadata, and sitemap support out of the box.
Source attribution
Every archive page credits and links back to the original YouTube video.
Approval-gated
Drafts stay noindex and private. Nothing is published until you approve it.
AI platforms are becoming the new search engines.
Make the questions your videos answer searchable.
Turn your videos into
assets AI can cite
FAQs
Answers about connections, credits, approvals, and publishing.
How do I get started?
Sign in with Google, connect your YouTube channel, and pick a video to structure. Analysis through draft generation runs automatically.
How are credits calculated?
Credits are charged per minute of video length, rounded up to the next minute. If an analysis fails, reserved credits are released back to your balance in full.
Will my existing YouTube description be overwritten?
No. A snapshot of your current description is saved before every update, and only the Lorecast block is merged. You can roll back anytime.
Is anything published without my approval?
No. Applying to YouTube and publishing the web archive each require your explicit approval, managed separately.
What kind of content works best?
Long-form content that delivers knowledge through speech — explainers, lectures, expert commentary, and podcasts.
What permissions does the channel connection need?
Read-only access to start. Write access for the description is requested only when you approve an update, and you can disconnect anytime.