Pipeworks
The content pipeline for AI creators

Generate fast. Post smart.

Pipeworks watches your AI generation output, classifies what's safe for which platform, lets you approve in a clean web UI, then schedules and exports to your social tools — so you can spend your time creating, not sorting.

Pipeworks Library view showing a grid of categorized AI-generated images with quality scores and category labels

What it does

Three things, well. Pipeworks is the layer between your generation tool and the rest of your workflow.

01 · Watch

Auto-classify everything

Watches your ComfyUI (or any folder) for new outputs. A local vision model analyzes each file, scores it for quality and content, and routes it to the right category — automatically.

02 · Review

Approve in seconds

Browse a gallery of analyzed media. Captions and hashtags pre-generated per platform, safety flags pre-computed, anatomy issues flagged. Approve or reject in one click.

03 · Distribute

Schedule and export

Spreads approved items across peak posting times per platform. Groups carousels. Matches TikTok content to trending audio. Exports clean CSVs for your scheduler of choice.

Built for volume

AI creators have the opposite problem of human creators. You don't need help making more content — you need help making sense of what you've already generated.

Pipeworks Schedule view showing 128 posts scheduled across 13 days, each with platform tag, time, caption preview, and carousel/music indicators
128 posts scheduled across 13 days, distributed by platform peak times. Manual override available on every post.

Local-first

Pipeworks runs on your machine. Your generations, captions, and schedule live in a SQLite database you own. Nothing uploaded, nothing tracked.

Platform-aware

Each post comes pre-tagged for which platforms it's safe on. Per-platform captions and hashtags. Sensitive flag set automatically where it matters.

Trend-aware

Pulls weekly TikTok trending audio, matches to your content vibe, suggests tracks at scheduling time. No manual digging through For You pages.

Workflow-native

Doesn't replace your tools. Exports clean CSVs for Publer, integrates with platform APIs (Fanvue), works alongside what you already use.

Music that matches

Picks weekly trending TikTok tracks, scores each one against your content's vibe, and suggests the best match per post — so your video isn't trending in audio alone.

Pipeworks Music view showing top 10 trending TikTok tracks with descriptions, vibe keywords, and direct TikTok links
Weekly trending TikTok tracks, vibe-tagged for content matching.

Currently in private use

Pipeworks is built and operating. It's not yet available for public download. If you're an AI creator drowning in your own output and want early access when it ships, drop a line.

Status: Active development · single-user deployments · public release TBD · contact@pipeworks.app