CSSI · Cognitive Operations Layer

A Unified Cognitive Architecture for Cruise Ship & Service Industry operations.

Beyond piecemeal RPA. AI + Knowledge Graphs + Quantum-inspired optimization to dissolve data fragmentation across Mistral, Cruise Careers, Sintra, MAPS and Qualtrics.

5,000+
flights / month optimised
35 hrs → s
NPS variable-pay cycle
20%
manual flight queue eliminated
18 pg
DS-160 auto-filled
01 · Core Strategy

Stop treating symptoms. Fix disconnected data.

Three pillars that reframe CSSI operations from rule-based checking and zero-visibility silos into a continuously reasoning system.

Single Source of Truth

Knowledge Graph

Connects a Seafarer entity across Cruise Careers, Mistral, Sintra & MAPS — without ripping out legacy systems.

AI / Computer Vision

Cognitive Intake

Replaces human eyes for PDFs, passports, PEME certs, STCW, bank details and receipts via OCR + NLP.

Hyper-dimensional Routing

Quantum Optimization

Quantum-inspired annealing for 5,000+ flights/month, D-3 rooming and dynamic crew scheduling.

02 · Architecture

Cruise Operations Transformation Architecture

Event-driven ingestion from legacy DBs and IoT fleet sensors fans out into vector, graph, AI, and quantum surfaces — feeding the operator-facing apps.

Legacy Databases
IoT Fleet Sensors
Data Pipeline / ETL
Event-Driven Streaming
Vector Database
Semantic Index
Knowledge Graph
Entity Layer
AI (OCR / NLP)
Vision
Quantum Solver
Annealing
Payroll Automation
Pipelines
RAG Engine
Recruitment Portal
Logistics Dashboard
Compliance Monitor
Event Bus· Streaming
Knowledge Graph· Entity Resolution
Vector DB· Semantic Index
RAG Engine· LLM Retrieval
Vision / OCR· Unstructured
Quantum Solver· Quantum-Inspired
03 · Targeted Interventions

Where the cognitive layer hits the deck.

Department-by-department moves that retire manual cross-referencing and shared Outlook inboxes.

Recruitment & Onboarding

  • Conversational AI candidate portal — kills inbound 'what's my status' calls
  • Biometric face↔passport vector match during assessment
  • Self-service interview booking agent — recovers 15-20 min/recruiter admin

Compliance · Medical · Visa

  • EIF↔Passport, STCW INDOS, PEME validity — instant rules-engine checks
  • DS-160 auto-fill via RPA + NLP from EIF and Passport extraction
  • Graph-wide medical lock prevents duplicate clinic testing across network

Payroll & Employee Support

  • Continuous Mistral↔Sintra reconciliation with anomaly detection
  • Qualtrics NPS → variable pay pipeline: 35 hrs collapsed to seconds
  • ITSM + NLP triage replacing shared Outlook — auto-drafts re-rate letters

Fleet Travel & Logistics

  • Quantum-inspired solver clears the 20% manual flight queue
  • Algorithmic D-3 hotel rooming from live arrival matrices
  • Predictive crew scheduling against rank, leave & routing constraints
04 · Roadmap

18–24 month implementation arc

Sequenced so each phase compounds on the data foundation laid before it.

Phase 1 · Months 1–6

Foundation & Triage

  • Integration Bus + Knowledge Graph across Mistral, MAPS, Sintra, Cruise Careers
  • D-15 e-Migrate alerts automated
  • ITSM rollout for Employee Support & Travel — SLAs established
  • OCR live for Bank Details & Medical PDFs
Phase 2 · Months 7–12

Cognitive Automation & RAG

  • Vector DB + RAG architecture in production
  • STCW / DG Shipping cross-checks automated
  • DS-160 visa form auto-fill & ER case summarisation
  • Biometric passport matching + candidate chatbot launch
Phase 3 · Months 13–18+

Quantum-Ready Optimization

  • Automated travel booking resolution at fleet scale
  • Algorithmic D-3 hotel rooming allocations
  • Dynamic predictive crew scheduling
  • Continuous reinforcement loop across the cognitive layer