Bivia by Articul8
Semiconductor manufacturing · Lithography bay

From wafer maps and engineer notes to an optimized schedule.

Two hundred wafer lots are queued for eight lithography scanners at the start of a 12-hour shift. Scheduling them requires reading each lot’s defect map image, measurements, and shop-floor notes to decide whether it is safe to run and which scanner it can use. Engineers can’t review 200 lots in time, and schedulers can’t read images or free text. Bivia evaluates every lot in seconds, holds the risky ones back, and schedules the rest across the eight scanners.

1 · Unstructured per lot (×200)

Wafer image, metrology & notes

Wafer defect-map PNG Overlay & CD measurements Engineer MES & Q-time notes
2 · Bivia · 5 calls per lot (1,000 total)

Turns raw evidence into typed decisions

/choiceDefect signature /scoreYield risk 0–10 /decideRun / rework / hold /setTool & handling rules /booleanHard Q-time limit?
3 · Optimized 12-hour shift

Triage + 8-scanner schedule

Hold / rework firstStay off scanners
Cleared to runSequenced on 8 scanners
Deciding
Inspecting 200 lots.