AI 194 · Maritime / Logistics AI

Port Cost Prediction

Forecasts the coming period from the trend in past records and explains the confidence level and the factors driving the forecast. Data sources: Cost, Purchasing, Maintenance work orders, Voyages.

  • EstimateModule type
  • 4Data source
  • 15Language

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What is the cost forecast for the next 30 days?

Forecast (next 30 days)

IndicatorLatest valueIn 30 days (forecast)Monthly trendConfidence
Cost — Daily cost421,000.00 ₺66,294.20 ₺-116,022.87 ₺Low (R² 0.15, n=12)
Purchasing — Purchase amount709,200.00 ₺528,798.74 ₺+80,320.38 ₺Low (R² 0.05, n=4)
Maintenance work orders — Work orders1.001.00+0.00Low (R² 0.00, n=7)
Voyages — TCE17,079.80 USD12,544.76 USD-3,256.40 USDLow (R² 0.53, n=6)

Data summary

  • Cost — Cost records: 14 (+180%), Total cost: 3,684,500 ₺ (+473%)
  • Purchasing — Order: 4, Purchase amount: 1,635,950 ₺
  • Maintenance work orders — Work orders: 7, Open work orders: 5, Maintenance cost: 6,917 ₺
  • Voyages — Voyage: 6, Average TCE: 17,773 USD/days, Bunker cost: 1,138,668 USD, Voyage result: 1,704,845 USD

Notable findings

  • Cost / Total cost: +473% change — This period 3,684,500 ₺, previous period 643,375 ₺.

Recommended actions

  • Cost / Total cost: +473% change: review the Cost records, clarify the cause with the person responsible and open a task if needed.

This answer was produced by the local analysis engine (statistical analysis, no LLM connected). Connect a provider in AI Settings for richer natural-language answers.

Answers are generated from demo data by the local analysis engine. In your own system you can connect OpenAI, Claude, Gemini or an on-premises model.

Standard ERP modules it processes

  • Cost
  • Purchasing
  • Maintenance work orders
  • Voyages

Packages that include this module

Other modules in Maritime / Logistics AI

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