> SYSTEM://PLANT_04/TELEMETRY_ENGINE / AMD_ACT_III
CHECKING INFERENCE...
LIVE TICK --:--:--
CAUTION THE SHIFT BEFORE THE SHUTDOWN

DON'T JUST SPOT
THE FAULT. KNOW WHY.

ShiftWhy connects real-time multi-variate telemetry, synthetic maintenance logs, and operator observations into transparent, safety-first incident dossiers. Built for factory technicians on AMD architecture.

INTELLIGENT INDUSTRY TRACK
TELEMETRY_STREAM VIB-8.2·CRIT
AXIS_X8.2 mm/s
TEMP86°C
STATUSANOMALOUS
AMD ROCm TOKEN FACTORY
NO BLACK BOX EVIDENCE-FIRST
METRIC // 01
04 ASSETS MONITORED
ACTIVE FLEET
STATUS // 02
01 CRITICAL BREACH
LOTO ALERT Hydraulic Press 04
SIGNALS // 03
07 THRESHOLD TRIGGERS
+2 NEW Since Shift Change
OPPORTUNITY // 04
12 HOURS PREVENTED
PROTOTYPE BENCHMARK Illustrative Synthetic Data
01 /// FLEET TELEMETRY

EQUIPMENT STATUS & LIVE SENSOR READINGS

02 /// AI INVESTIGATION ENGINE

INCIDENT CORRELATION & DECISION SUPPORT

CRITICAL: LOTO MANDATORY WARNING: MONITOR TREND HEALTHY: NOMINAL BASELINE

DIAGNOSTIC CONSOLE

INPUT PARAMETERS
INJECT REALISTIC SYMPTOM PRESETS:
⚠
SAFETY NOTICE: ShiftWhy is an advisory decision-support tool. It never commands physical actuators or bypasses certified Lockout/Tagout procedures.

INCIDENT DOSSIER

AWAITING INVESTIGATION INVOCATION
STANDBY
+ ◎ +

EVIDENCE DOSSIER IS READY TO ASSEMBLE

Select any machine asset from the fleet above or choose a symptom preset, then run the investigation to generate a verifiable diagnostic trail.

01TELEMETRY SCAN
→
02LOG RETRIEVAL
→
03AMD INFERENCE
→
04LOTO CHECKLIST
03 /// TRANSPARENCY PIPELINE

END-TO-END AUDIT TRAIL & HUMAN-IN-THE-LOOP

ZERO BLACK BOXES
01
⌁

TELEMETRY SCAN

Multi-sensor scanning evaluates temperature, vibration, and pressure against configured plant threshold envelopes.

DETERMINISTIC LAYER
⟶
02
▤

HISTORY RETRIEVAL

Context engine cross-references past work orders, maintenance logs, and failure patterns for the specific machine.

CONTEXT LAYER
⟶
03
✳

REASONED SYNTHESIS

AMD-hosted model synthesizes evidence into ranked hypotheses and safe next inspection checks.

AMD INFERENCE LAYER
⟶
04
✓

TECHNICIAN SIGN-OFF

Certified plant technician reviews the checklist, performs physical inspection, and logs the maintenance action.

HUMAN CONTROL LAYER