What the pipeline actually does

No buzzwords. Here's how it works.

You stream. We handle the rest.

30 minutes after you end stream, the system grabs your VOD and gets to work. It transcribes everything, looks at when your chat lost their minds (actual message-per-second spikes, not vibes), and pulls out the moments worth watching.

A typical 12-hour stream produces 30+ pieces of content — full story arcs, Shorts, and tight highlight cuts. Titles, descriptions, tags, chapters — all generated. Everything goes up as unlisted so nothing goes public without you saying so.

Nothing reaches your channel without passing 7 reviewers

Before anything uploads, it goes through a review panel — 7 AI agents that each look at a different thing. They score independently, and only content above the bar gets through.

Narrative Quality Entertainment Value Audio Clarity Pacing & Flow Title Accuracy Thumbnail Potential Brand Alignment

There's also a set of hard gates that run first — if a clip is mostly dead air or off-topic, it gets rejected before the review panel even sees it. Saves time and money.

The review step uses a cheaper AI model (97% less than the extraction step). The expensive model finds your best moments. The cheap one judges them. Costs stay low because the expensive model only runs once.

Different content, different editing

A tense 30-minute standoff shouldn't be cut the same way as a 20-second viral clip. The pipeline matches content to the right editing style automatically:

Full Stories10-40 min. Lets the narrative breathe -- chapters, arcs, the whole thing.
Highlights3-10 min. Quick cuts between the best moments, SFX when chat goes off.
Shorts15-59 sec vertical clips with hashtags. Built to get picked up by the algorithm.
Character Arcs5-15 min following one character's story through a session.
Chat Reacts2-8 min of the moments where your community made the content.

Everything is adjustable -- pacing, effects, music, captions, chat overlay, quality bar. Tell us what you want or reply to your welcome email with preferences and we'll set up profiles that match how you'd edit it yourself.

Thumbnails that match your content

Every video gets an auto-generated thumbnail optimized for click-through rate. The design is driven by what's actually in the video — comedy content gets gold accents, heist arcs get green, confrontations get orange. Character names, hook text, and the best frame from the peak moment.

YouTube long-form gets 16:9 thumbnails with text overlays. Shorts get vertical 9:16 versions. All generated with open-source fonts and your own stream footage — zero copyright issues, zero stock photos. View and download them from your dashboard.

Safety scanning that gets your genre

A GTA stream and a Minecraft stream don't have the same norms. The safety scanner knows this — profanity that's normal in your genre won't trigger false flags, but stuff that could actually get your video age-restricted or demonetized gets caught before upload.

It checks profanity, violence, slurs (always flagged no matter what), and gambling references. You get a monetization risk score before anything goes live. Bleeping, caption redaction, quarantine thresholds — all adjustable per creator.

Optimized for every platform, not just YouTube

Each platform wants different things. The pipeline generates platform-specific metadata for each:

YouTube long-form gets searchable titles, chapters, and 10-15 tags. Shorts get hashtags above the title and the right duration. TikTok (coming soon) gets 150-char captions with niche hashtags (no #fyp spam). Instagram (coming soon) gets keyword-rich captions because hashtags stopped working in 2025. X (coming soon) gets questions that bait replies (they're worth 27x a like). Reddit (coming soon) gets de-clickbaited titles.

YouTube is fully supported today. Multi-platform distribution is rolling out to Pro and Enterprise tiers.

Platform rules are stored as config, not hardcoded. When an algorithm changes, the system detects it and adjusts. No manual updates needed.

You tell it what you want

Write a paragraph describing your brand and the pipeline changes how it picks content, writes titles, and scores videos. Show it examples of titles you like and don't like. Add your characters and their nicknames so it catches them in dialogue.

Quality bar, safety thresholds, editing style -- all yours to set. We run the infrastructure.

How it compares

Reruns
Manual Editor
Clip Tools
Fully autonomous
Yes
No
Partial
Understands story arcs
Yes
Yes
No
Quality review before upload
7 agents
Human
None
Genre-calibrated safety
Yes
None
Basic
Handles 12+ hour VODs
Yes
$$$$
1hr max
Uses chat activity to find moments
Yes
No
No
Multi-platform metadata
YouTube + 5 ready
Manual
Limited
Auto-adapts when platforms change
Yes
No
No
Monthly cost
From $99/mo
$600-2,400/mo
$20-100/mo

You already made the content. Let it work for you.

See Pricing