Task Duration Estimation

via “duration-estimation-from-task-description”

** - AI Task schedule planning with LLamaIndex and Timefold: breaks down a task description and schedules it around an existing calendar

Unique: Combines LLM semantic understanding with heuristic pattern matching to produce duration estimates with confidence intervals, rather than fixed-duration assumptions or simple word-count heuristics

vs others: Provides probabilistic estimates with uncertainty bounds unlike point estimates, and analyzes semantic task complexity unlike simple duration rules