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Case study

A YouTube operator went from days of research to hours.

Industry: YouTube channel (competitive niche) · Geography: US · Scale: Creator business

Before → build → after

Before

Days

of research per video

After

Days → hrs

research-to-script cycle

Get a similar outcome.

A 15-minute scoping call, no commitment.

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The challenge

Deciding what to make meant days of research, and scripting ate days more. Output was throttled by the slowest part of the process.

What standing still was costing

What staying manual actually costs.

  • 01Time spent on the same manual work every weekDaysof research per video
  • 02Decisions bottlenecked on one person being available60%+When they were heads-down, on PTO, or sick, the work stalled.
  • 03Forecast confidence before the system shippedLowBecause the data was always a week behind reality.
What we built

A system that surfaces the best-performing videos in the niche, lets the operator pick the angle, then generates a full script — turning a multi-day cycle into an afternoon.

The results

Days → hrs

research-to-script cycle

Data-led

angle selection

Full scripts

generated on demand

Next step

Want a similar outcome?

Book a 15-minute scoping call. We'll tell you what's possible for your business.

Response time

≤ 4 business hours

Coverage

USA · UK · EU

Team

10 engineers · 1 PM