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Industries

Sector-specific playbooks grounded in data, AI, and cloud execution.

Retail, energy, finance, IT/technology, transportation, and aviation—we bring repeatable solutions plus the context that makes them work for your teams.

Where we focus

Challenges we tackle and how DCG helps

We translate sector constraints into clear, actionable AI programs so teams can move from pilots to production.

Challenges we tackle

  • Fragmented data across systems and teams
  • Pilots that stall before production
  • Limited AI adoption on the frontline
  • Architecture debt slowing experimentation

How DCG helps

  • Design AI-first workflows and agentic patterns
  • Operationalize analytics with governance and MLOps
  • Coach teams on adoption, training, and safety
  • Link services, projects, and industry playbooks for reuse

Industries we serve

Sector depth with AI-first execution.

From retail and energy to aviation and finance, DCG translates data and AI into operational impact. Each industry card links to deeper playbooks and examples.

Retail

Demand forecasting, dynamic pricing, and waste reduction tuned to every store.

  • Demand forecasting and inventory optimization
  • Dynamic pricing near expiration to minimize waste
  • Context-aware models by location, events, and demographics

Energy & Oil and Gas

Predictive maintenance, production forecasting, and digital twins for critical assets.

  • Production forecasting across complex upstream/downstream operations
  • Predictive maintenance for equipment fleets
  • Digital twins for operations, monitoring, and forecasting

Finance

Fraud detection, risk models, and compliance systems that keep pace with regulation.

  • Risk scoring and compliance automation
  • Fraud detection and transaction monitoring
  • Customer insights with secure, anonymized data pipelines

IT / Technology

Scalable architectures, data migration, and MLOps to accelerate product teams.

  • Data migration and platform modernization
  • MLOps platforms for faster experiments and safer releases
  • Secure, composable architectures for growth

Transportation

Passenger analytics and operational optimization for rail and logistics.

  • Passenger demand modeling and station analytics
  • Railway queue optimization and routing
  • Operational dashboards for day-of adjustments

Aviation

Pricing, revenue management, and customer analytics for airlines and airports.

  • Dynamic pricing and revenue management
  • Customer analytics for loyalty and service design
  • Forecasting and operational decision support