// research · preliminary alpha data

State of Telegram Task Management — June 2026 (Preliminary Alpha Data)

Published 19 June 2026 · n = 5 tasks · 1 group

Across 5 tasks in 1 group during the TaskGlot dev-alpha period, 20% of tasks were marked done and 40% triggered an escalation. Workers took a median of 1.6 hours to acknowledge. These are preliminary alpha numbers — small sample, dev-seed data, not production.

Methodology & Limitations

This report was generated automatically from live dev-alpha data on 19 June 2026. The dataset covers 5 tasks across 1 Telegram group — a very small sample created for functional testing, not representative production usage. All findings should be treated as preliminary and directional only. Numbers will be regenerated from production data once TaskGlot reaches sufficient real-world usage. No data has been fabricated or extrapolated.

Key Metrics

Metric Value Note
Tasks in dataset 5 Dev-seed sample only
Groups in dataset 1 Single test group
Completion rate 20% Tasks marked done ÷ total tasks
Escalation rate 40% Tasks that triggered at least one escalation
Median time to acknowledge 1.6 hours From task creation to first acknowledgement

Language Distribution

Language Tasks
Unknown / not set 2
UK 1
EN 1
Honest context: These numbers come from a 5-task dev seed across one test group. They tell us the instrumentation works — not what typical TaskGlot usage looks like. Check back when the public alpha has accumulated real data.
Try it free

Run your own multilingual team on Telegram