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01 — ABOUT THE CLIENT

Where every 12-hour shift ends in a critical handover

The client is a leading LNG producer in the Middle East, operating a multi-train liquefaction plant that runs around the clock on 12-hour shifts. Every shift generates a dense trail of digital logbook entries — activities, critical alarms, safety observations and follow-up actions — held in the plant's electronic logbook and enterprise data platform. A bilingual workforce of operators, supervisors and superintendents depends on that record twice a day, when one crew hands the plant over to the next.

02 — THE CHALLENGE

Four barriers between the logbook and the decision

Critical operational knowledge lived inside years of free-text log entries, scattered across a system built for record-keeping, not for answers. Turning that history into a reliable shift-intelligence platform meant closing four gaps between the logbook and the people who depend on it every shift.

Slow, manual handovers

Writing and reading shift summaries by hand consumed valuable time at the busiest moment of every shift — and quality depended on the individual.

Buried operational knowledge

Answers lived inside years of free-text log entries. Finding "when did this trip last happen?" meant scrolling history, not asking a question.

Actions lost between shifts

Follow-up actions crossed shift boundaries without clear ownership or tracking, so recurring issues kept resurfacing unnoticed.

Strict data boundaries

An air-gapped perimeter ruled out cloud AI entirely — and the platform had to serve English and Arabic users as equals, with full auditability.

03 — THE SOLUTION

Three AI modules on one governed platform

Soft Suave delivered ShiftSense as a standalone, read-only intelligence layer over the plant's existing logbook and enterprise data platform — an on-premises LLM with retrieval-augmented generation, a near-real-time Spark-to-Iceberg data pipeline, and role-based dashboards for nine personas. It never writes back to source systems.

Shift Summaries & Handover

Auto-generated at end of shift and on demand — activities, critical alarms, pending actions and safety observations, on the plant's own template, exportable to PDF, Excel and Word.

Bilingual AI Assistant

Plain-language questions over the full operational history — typed or spoken — with every answer citing shift date, timestamp and record ID, and a click-through to the original entry.

Actions, Trends & Reporting

A full pending-action lifecycle with overdue alerting, recurring-issue detection, KPI and trend dashboards with drill-down, predictive insight, and scheduled management reports.

"One on-premises AI brain — summaries, answers and insight, with every response traceable to a dated, timestamped source record."

04 — KEY FEATURES

Twelve capabilities, one platform

ShiftSense integrates bilingual AI summarization, retrieval-augmented answers, and near-real-time operational analytics into a single governed platform. These capabilities give plant teams instant, source-cited insight across every shift, in English and Arabic.

  • AI Shift Summaries (End-of-Shift + On-Demand)
  • Bilingual AI Assistant (English + Arabic, Text & Voice)
  • Source-Cited Answers (Date · Timestamp · Record ID)
  • Pending-Actions Module (Lifecycle & Overdue Alerts)
  • Analytics, Trends & Predictive Insight
  • On-Demand & Scheduled Reports (PDF / Excel / Word Export)
  • In-App & Email Notifications
  • Role-Based Access & Custom Roles (RBAC)
  • Dashboard Configuration & Personalization
  • Near-Real-Time Data Pipeline (~1-Minute Refresh)
  • Immutable Audit Trail & AI Observability (RAGAS)
  • Feedback & Continuous Improvement (Human-Gated)
ShiftSense AI Shift Intelligence platform interface
05 — RESULTS & IMPACT

Built to move the numbers that matter on the plant floor

≥95%

AI answer accuracy — English and Arabic measured independently

<3 sec

Assistant response latency on plant-wide queries

~1 min

From new log entry to searchable, AI-ready insight

500+

Concurrent users supported without degradation

06 — WHY SOFT SUAVE

AI-platform depth, delivered with discipline

The client demanded far more than a chatbot — a production LLM platform inside a zero-egress perimeter, Arabic treated as a first-class language with its own accuracy gate, a near-real-time lakehouse pipeline, and governance aligned to ISO/IEC 42001, NIST AI RMF, OWASP LLM Top 10 and ISO/IEC 27001. Soft Suave delivered the architectural depth and delivery discipline to make it real: every answer source-cited, every interaction immutably audited, and every improvement to the AI human-approved and quality-gated before it ships.

Download this practical case study to learn how our AI-powered Shift Intelligence platform turns free-text operational logs into instant summaries, source-cited answers, and early-warning insight — fully on-premises, in English and Arabic.

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