All work
11 Workflow · Content Live
A research digest that writes its own first draft
A content operator was spending hours each week reading and summarising sources for a recurring digest. We automated the read-and-summarise so the work starts from a draft.
Input
- Content sources
ArrAI
Read & summarise pipeline
Output
- Structured first draft
- On a schedule
/ The numbers
- Hours
- of reading, automated away
- First draft
- ready every cycle
- On schedule
- without manual chasing
01 The problem
Producing a regular digest meant manually working through a stack of sources every cycle: reading, picking what mattered, and summarising it.
It was hours of repetitive work before any real editing or judgement could happen.
02 The approach
We built a pipeline that gathers the sources, reads them, and produces a structured first-draft digest automatically.
The operator's judgement still decides what ships. The machine just removes the hours of reading and summarising that came before it.
03 What we built
- Automated source gathering, every cycle
- AI summarisation into a consistent digest format
- A structured draft, ready for human editing
- A repeatable schedule, so the draft is waiting when it is needed
04 The outcome
- The digest starts from a draft, not a blank page
- Hours of weekly reading and summarising disappear
- The operator spends their time on judgement, not collection