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AI Hub · 20 production use cases

Every decision in liner ops is a prediction.We ship the models.

AssureLiner's AI Hub is not slideware. Each use case is wired into the modules you already use — with explainable outputs, human-in-the-loop approval, and an audit trail on every decision.

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Inputs

Your bookings, equipment, tariffs, telemetry, schedules.

Outputs

Recommendations — with reasoning, confidence, and drill-down.

Governance

Human-in-the-loop approval, full audit, no training on your data.

Cohort 1

For carriers, freight forwarders & transport providers

Revenue, utilisation, and planning — augmented end-to-end from quote to vessel schedule.

AI Inquiry Handler

Natural-language answers across your ops, commercial and equipment data.

Inputs: Bookings, vessels, equipment, finance
Outputs: Cited answers, drill-down links
−60% time to answer ops queries

AI Route Optimization

Port rotation, bunker, weather and ETA confidence — balanced.

Inputs: Schedule, weather, port calls, bunker
Outputs: Optimal rotation, ETA bands
+5–8% slot utilisation

AI Logistics Planner

Vessel and slot allocation co-pilot across trade lanes.

Inputs: Demand, capacity, service strings
Outputs: Allocation plan, stress tests
Faster planning cycles

Freight & Surcharges Calculator

Instant multi-leg quotes with margin guardrails and FAK/surcharge logic.

Inputs: Lane, equipment, tariff, FX
Outputs: Rate breakdown, margin flags
Quote in seconds, not hours

Smart CM Calculator

Contribution margin on every booking — before you accept it.

Inputs: Revenue, cost proforma, overheads
Outputs: CM %, sensitivity
Protect margin at the source

AI Cargo Handler & Tracker

Event-aware cargo tracking across ocean, trucking and rail legs.

Inputs: Milestones, port events, telematics
Outputs: Exceptions, ETA updates
Fewer missed SLAs

AI Demand Forecaster

13-week forecasts of container flow and repositioning needs.

Inputs: Historical bookings, macro signals
Outputs: Volume forecast, reposition signals
−12% empty repositioning

AI Vessel Scheduling

Generate and stress-test vessel schedules with service-string awareness.

Inputs: Fleet, service strings, ports
Outputs: Proposed schedule, what-ifs
Faster schedule publication

GPS + AI Container Tagging

Smart tagging, geofencing and anomaly detection on container movements.

Inputs: GPS, dwell, gate events
Outputs: Tag state, anomalies
Less lost / idle time

AI-Powered Analytics

Self-service, narrative analytics across the liner value chain.

Inputs: All operational data
Outputs: Insights, trend explanations
Decisions on evidence, not gut
Cohort 2

For ports, terminals, M&R and warehousing

The physical value chain — optimised, safe, and predictable.

Predictive Maintenance

Container & equipment failure prediction ahead of costly breakdowns.

Inputs: Move history, M&R records, telemetry
Outputs: Failure probability, work orders
Fewer unplanned detentions

Port & Terminal Traffic

Gate, yard and berth traffic optimisation in real time.

Inputs: Gate-ins, berth calls, yard density
Outputs: Bottleneck alerts, reroutes
Higher throughput

HSE Monitoring

Health, safety & environmental monitoring with anomaly alerts.

Inputs: Sensors, incident logs, inspections
Outputs: Risk score, corrective actions
Compliance + incident reduction

Advanced AI Analytics

Multi-facility analytics for complex value-chain providers.

Inputs: Cross-site operational data
Outputs: Benchmarks, uplift plans
Portfolio-level visibility
Cohort 3

For technology & solution partners

Bring AI into your own shipping products — faster, safer, and audit-ready.

AI Framework & Enablers

Battle-tested frameworks to ship AI features faster.

Inputs: Your product surface area
Outputs: Prompt, eval, guardrail scaffolds
Faster AI roadmap delivery

AI-Powered Automation

Agentic automation across product and ops workflows.

Inputs: Workflows, SOPs
Outputs: Agents, runbooks
Lower cost-to-serve

Cloud Modernization

Migration and scaling for AI-hungry workloads.

Inputs: Current stack, SLAs
Outputs: Target arch, migration plan
Scalable unit economics

Architecture & Governance

Reference architectures with governance baked in.

Inputs: Product, data, compliance needs
Outputs: Ref arch, governance kit
Audit-ready from day one

Security & Compliance

Zero-trust, IAM, compliance readiness.

Inputs: Threat model, frameworks
Outputs: Controls, evidence
ISO / SOC 2 / PCI aligned

Advanced AI Analytics

Productised analytics for technology & solution partners.

Inputs: Partner data
Outputs: Analytics surface
Add AI to your offering
Responsible AI

Explainable. Approvable. Auditable.

Every AI recommendation is wired through the same Approval Workflows, Audit Trail, and Activity Log you already use across AssureLiner. Models are never trained on your data without explicit consent.

  • Human-in-the-loop approvals on high-stakes decisions
  • Explanations on every output — inputs, weights, confidence
  • Isolated data-plane per tenant — no cross-training
  • Full audit trail for regulators and internal compliance
AI Recommendation94% confidence

Reposition 120 TEU · Jebel Ali → Mumbai

Forecasted demand surge (+18%) on MEA-ISC lane over next 3 weeks. Empty availability at JEB exceeds 8-week trend by 22%.

Expected margin impact+ $182,400
Repositioning cost− $41,800
Net impact+ $140,600
Logged to Audit Trail · AN-2026-04-1184

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