← Cases · Content / signal-stream operators
Telegram parser
Collect from channels → filter → moderate or fast relay, without copy-paste
Automation
Telegram
Ops
Who it was for
Teams drowning in manual reposts and duplicates from dozens of channels
Value
People’s time goes into decisions, not copy-paste. Less noise — faster airtime.
Interface
Pain
Manual signal triage = delays, duplicates, burnout. Bot API doesn’t read the sources you need.
Goal
A controlled pipeline with relay / auto / moderated presets.
Path
- User-session login
- NLP and dictionaries
- Moderation queue
- Health and dedup
What’s inside
- Score card
- Route builder
- Relay health
- Learning from rejects
Result
The operator runs the stream instead of sitting in 20 chats.
Why this case is telling
Automation that saves payroll on routine. AI is optional: the system lives without the “most expensive model.”