Observed arrival · 2026-09-30
TaktAI turns shop-floor records into promise-date odds
TaktAI describes a production-planning tool for job shops that estimates how long work takes and forecasts whether an order can ship by a given date.
- For
- Job-shop planners and manufacturers quoting orders
- Worth noticing
- The described cleanup accounts for missed clock-outs, unattended runs, and one operator recorded on two machines.
Field notes
The described import starts with jobs, routings, machines, and labor records from spreadsheets or ERP exports; the user confirms the column mapping. The page says it filters clock-out errors, unattended runs, and cases where one operator is recorded on two machines before estimating operation times. Scheduling changes, customer promises, and revised standards remain proposals until a person approves them. The on-page jobs and figures are explicitly illustrative.
Observed signals
Read the marks
Editorial observations of this landing page, not a rating.
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