AI applied to where the cost actually sits
6 cost levers
Port costs, bunker hedging, asset deployment, box repairs, demand forecasting, intermodal — six concrete cost areas, one analytics platform.
Anonymised customer profile
Industry
NVOCC
Region
Asia-Pacific
Fleet / scale
Multi-trade-lane operator
The challenge
Carriers know that bunker is 50–60% of total operating cost — but the data needed to act on it sits in five systems, and the analysis is done in spreadsheets weeks after the event.
- Bunker decisions made on the last quoted price, not the full picture of futures (NYMEX, IPE) plus spot Rotterdam / Singapore.
- Port-call sequencing chosen on routine, not on historical congestion data — overtime and anchorage charges compounded on the wrong day of the week.
- Cargo demand forecasting done lane-by-lane in Excel; no port-pair-level forward view to drive vessel deployment.
- Equipment repair quotes accepted at face value because nobody had time to compare against historical depot data.
The approach
Deployed SEDGE — Solverminds' cloud-based AI analytics platform — targeted at six operational cost areas where AI delivers measurable savings.
- Port cost reduction — avoid expensive weekend overtime and anchorage charges via historical congestion data.
- Bunker hedging — model crude / petroleum futures alongside spot Rotterdam and Singapore on one screen.
- Asset deployment — predictive algorithms across seasonal port constraints, weather, tidal patterns, surplus / deficit scenarios.
- Cargo demand forecasting — LSTM deep-learning across port-pair combinations, weekly granularity.
- Box repair costs — regression model against historical depot data, used as a negotiation platform.
- Intermodal logistics — landside congestion and cost-fluctuation analysis across ports, rail, road.
The results
6 areas
Concrete AI cost-reduction levers
~40%
Bunker as share of total cost — now an active hedge
LSTM
Deep-learning demand forecasts per port-pair
Cloud
Always-on platform; no on-prem deployment
Deployment
Cloud SaaS · subscription-based
ROI
Cost savings across all six operational areas
Talk to us about a similar deployment.
We'll map your workflow, share what we've learned from similar engagements, and tell you honestly where the gains sit.
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