All-SaaS web tools
- fits
- Less than 1 video/mo; zero technical interest
- cost
- $20–60/mo
- complexity
- Low
- upgrade when
- Subscriptions exceed what an episode earns; edits feel like data entry
$ make faceless YouTube videos
You have things to say but don't want your face on camera. The video-editor route costs $50+/mo in subscriptions and hours of timeline-dragging per episode. The pipeline route treats a video as code: record your voice, let AI transcribe and align subtitles, let code render the visuals — every episode reuses the same machine. This page maps every way to build it, then marks the path we actually run every week.
RECOMMENDED PATH
If you're one person with more time than money and want episodes to get cheaper the more you make, take the code pipeline (marked recommended). Only pick the SaaS route if you ship less than one video a month.
The architecture map
Every shape this can take. Most exist so you know what not to build yet.
Semi-local (record + AI subtitles + template editor)
- fits
- Weekly cadence, some comfort with desktop tools
- cost
- $0–20/mo
- complexity
- Low–mid
- upgrade when
- You repeat the same 20 clicks every episode — that's a script waiting to exist
Full code pipeline (our route)
recommended- fits
- Weekly+, one person, want marginal cost near zero
- cost
- $0/mo baseline
- complexity
- Mid up front, near-zero after
- upgrade when
- Channel earns enough to buy back your recording time — then automate voice too
Fully AI-generated (synthetic voice & visuals)
- fits
- Volume play across many channels; voice isn't part of the brand
- cost
- $10–100+/mo
- complexity
- 中
- upgrade when
- Platforms increasingly label synthetic content; retention drops tell you first
Concepts you'll actually need
One plain sentence and one metaphor each. Click any tool module for the same treatment.
Forced alignment
Matching each word of a known script to its exact timestamp in the audio.
Like karaoke lyrics that light up exactly when you sing them.
Frame rate & timeline
Video is just still images shown fast; 30fps means every frame owns 1/30 second.
A flipbook — your code decides what's drawn on each page.
Rendering
Turning your code/timeline description into actual video frames — the slow, CPU-hungry step.
The oven stage of baking — recipe's done, now it needs heat and time.
Codec vs container
The codec (H.264) is how pixels are compressed; the container (.mp4) is the box it ships in.
Vacuum-packing (codec) versus the shipping carton (container).
Loudness & ducking
BGM must auto-quiet when you speak; platforms also normalize overall loudness (LUFS).
A good DJ fades the music down the moment the MC grabs the mic.
Pick your budget tier
Three loadouts, one switch. Click any module for a plain-words intro with a metaphor.
Same free pipeline, but an AI agent operates it — you record and review. A few dollars of API per month buys back hours.
Take the skill.md with you
The Skill-Centric starter file for this scenario — hand it to your agent before the first prompt. It carries the plan, the stack and the known pitfalls.