By Already Here LLC — the team behind @alreadyherellc
Most "content automation" advice ends with a $300/month software stack. This playbook is different: every tool in it is free, every step actually runs in production at our company today, and nothing here requires you to show your face, hire an editor, or buy credits.
This is the exact system we use to publish short-form video to YouTube, Instagram, and Facebook on autopilot — trend research included.
One pipeline, five stages, zero dollars:
Each stage is a small script. Each script fails soft: if one breaks, the rest keep running. That's the whole architecture secret — no orchestration platform, no Zapier bill.
Don't guess topics. YouTube tells you what works if you rank search results by views per day instead of total views. A 2-year-old video with 1.8M views (~800/day) is a proven evergreen topic; a week-old video with 50k views (~7,000/day) is a rising trend. You want both.
The free tool: yt-dlp — it reads video metadata (title, views, upload date) from a search query with no API key. Twenty lines of Python turn "ai tools shorts" into a ranked list of topics your audience already rewards.
The compliance rule that keeps your account alive: mine the topic, never the video. Re-uploading someone else's clip earns copyright strikes. Recreating the topic with your own script and licensed footage is just publishing.
Two layers, so it never breaks:
Give each video a format: tips (numbered list), secrets (insider tone), story (struggle → discovery → payoff), DIY (three steps), or sales. Matching format to topic is worth more than any single "viral hook."
edge-tts — neural voices, word-level timestamps, free, no account.Render time per video: about a minute. Cost: $0.
graph.instagram.com, not graph.facebook.com. Route by token prefix and both generations work.Schedule the whole pipeline in GitHub Actions (also free). Ours runs every Sunday at 2am and posts before we wake up.
Your own back catalog is free inventory. Once a video is 2+ weeks old, its performance is knowable: repost the winner with a fresh caption ("ICYMI:", "Still true:"). Mark reposts so you never repost a repost. One script, scheduled weekly, compounds your best work forever.
Everything above, itemized: yt-dlp (trend data) · free-tier LLMs (scripts) · edge-tts (voice) · Pexels (footage) · ffmpeg (assembly) · YouTube Data API + Meta Graph API (publishing) · GitHub Actions + Releases (scheduling + hosting). Total monthly cost: $0.
Want the running system instead of the parts list? Follow @alreadyherellc on Instagram for the daily build-in-public version — or reach us at dispatch@alreadyherellc.com.
Every Monday we publish exactly what the engine shipped and what the data says is working — read the latest issue. To get it in your inbox, subscribe with one email — just hit send.
© 2026 Already Here LLC. You're welcome to share this guide with attribution. Nothing here is legal advice; platform policies change — read them.