01
Content pipelines
From idea to published post without a bottleneck in the middle. Briefing, generation, review gate, scheduling, and a controlling layer that flags what did not ship.
- Coda
- Google Drive
- Cron
- Telegram / Slack alerts
AI Growth & Automation · Linz, Austria
Systems thatproduce reachwithout me.
I design and operate the machinery behind large-scale social distribution: content pipelines, device fleets, analytics and the automation that glues it together. Below are the tools I built along the way, free to use.
- 80+
- accounts orchestrated in parallel
- 3.000+
- posts analysed for what actually travels
- 150
- creator feeds tracked nightly
- 24/7
- pipelines running unattended
01
What I do
02
Distribution at scale
Publishing consistently across many channels without the operation falling over. Onboarding cadences, posting rhythm, quality gates, and playbooks for when a platform changes the rules.
- TikTok
- Cadence design
- Playbooks
03
Generative media stack
Image and video generation that stays consistent across hundreds of assets: character consistency, motion control, upscaling, and a quality gate before anything ships.
- Seedream
- Kling
- Higgsfield
- ElevenLabs
04
Attribution & analytics
Knowing which channel actually paid. Strict UTM conventions, link-level tracking, cohort views, and a bias towards outlier analysis instead of averages that hide everything.
- UTM discipline
- Cohorts
- Whale analysis
- Meta Ads
05
Internal tooling
When the spreadsheet stops scaling I build the thing. Python services, scheduled jobs, dashboards, API glue, all deployed and monitored rather than run from a laptop.
- FastAPI
- Supabase
- Render
- Claude Code
02
Free tools
03
Currently building
- Viral DashboardA continuous intelligence layer for short-form content. It watches a set of creator accounts, scores what breaks out, and turns the winners into briefs.IN PRODUCTION
- AI Master DashboardOne surface for the whole operation: what is planned, what shipped, what earned, and what is on fire.IN DEVELOPMENT