AI-native content studio

We produce semi-automated YouTube content across 5 channels — science, psychology, history, gardening.

Built on Google Cloud. Scaling to 10+ channels. 4+ videos shipped per week.

5
active YouTube channels
4+
videos published per week
~9min
avg episode length, script-to-publish in 1 day
$0.90
GPU cost per episode (Spot A100)

Channels

Five distinct voices. One production system.

Each channel owns its aesthetic, cadence, and audience. The pipeline adapts per brand.

Frugal Forward

Personal finance & anti-consumer wisdom

Hand-drawn cartoon style. Frank breaks down money myths with real math.

FF

The Lazy Grocer

Practical gardening & thrift wisdom

Maggie shares dollar-store hacks, permanent vegetables, ergonomic tricks.

LG

Inner Mechanics

Psychology & human behavior

Dave dives into narcissism, trauma patterns, relational mechanics.

MH

Lived

Immersive historical storytelling

Watercolor POV. You are inside the moment — Rasputin, Dyatlov Pass, Whitechapel 1888.

YA

Rhymes of History

Patterns across time — pilot stage

Chronos persona. Pattern-recognition across historical cycles.

RH Pilot

How we build

Seven stages. One day. Negligible human bottleneck.

01 Research NotebookLM 02 Script Claude & wiki 03 Images FLUX + Gemini 04 Motion LTX I2V 05 Voice Qwen3-TTS 06 Assemble Remotion + FFmpeg 07 Publish YouTube
73%

of time saved vs. manual production.

2 hrs

GPU compute per video on A100 Spot.

scalability: add channels via config, not code.

Infrastructure

Built on Google Cloud

Every image, every video frame, every voice clip is rendered on Google Cloud GPUs. Compute Engine with L4 for fast iteration, Spot A100 for batch production. NotebookLM for deep research. The entire pipeline lives in one Google Cloud project.

  • Compute Engine — L4 + A100 Spot instances, on-demand
  • NotebookLM — source-backed research, 50+ sources per topic
  • Cloud Storage — media archive, version-controlled
  • IAM + Quotas — fine-grained cost and resource control

Roadmap

From 5 channels to 10+ by end of 2026.

Q2 2026
Now

5 channels active. Pipeline stabilized on Spot A100. 4 videos/week cadence.

Q3 2026
Next

LoRA character consistency. +2 channels. Multi-language voices.

Q4 2026
Goal

10+ channels. EN/RU localization. Multi-platform distribution.

2027
Vision

License pipeline to creators. Open-source non-proprietary parts.

Get in touch

Partnerships, credits, investment.

Building something specific? Reach out directly.

valerii.serko@slergroup.com

Valerii Serko, founder

Headquarters

S.Ler Group
Vasilia Klochkova 105
Almaty, 050057
Kazakhstan