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Algorithms for real operations.
TECHNOLOGY

Algorithms for
real operations.

Operations Optimization, Intelligent Dispatch and AI Agent for everyday services.

CAPABILITIES

Four technical capabilities

We focus on forecasting, dispatch and operational feedback in specific industry contexts.

Operations Optimization

Use operations research and integer programming to allocate tasks, routes and resources within capacity and cost constraints.

Intelligent Dispatch

Coordinate dispatch by store, service area, delivery queue and staff workload, with cross-area capacity allocation and dynamic routes.

AI Agent

The research center studies industrial applications. Our desktop AI Agent is in development to make intelligent tools more accessible to small businesses.

Industry Data

Connect order, fulfillment, water-credit and empty-bottle data to regional demand estimates and operational analysis.

CLOSED LOOP

Forecast-driven dispatch

Estimate demand, allocate capacity, adjust dispatch and routes, then use execution data to refine forecasts.

  1. 01

    Demand Forecasting

    Estimate demand by service area.

  2. 02

    Capacity allocation

    Coordinate capacity across areas.

  3. 03

    Order execution

    Dispatch tasks and adjust routes.

  4. 04

    Data feedback

    Refine forecasts using execution data.

Execution data feeds back to refine forecasts
Delivery costsLate-arrival rateEmpty-bottle losses
Dispatch center concept
FROM LAB TO FIELD

Build systems that can be deployed.

  1. 01

    Define the problem

    Start with the practical needs of water stations and last-mile delivery.

  2. 02

    Develop the model

    Collaborate with academic research institutes.

  3. 03

    Simulate

    Evaluate algorithm behavior before field use.

  4. 04

    Pilot

    Trial the approach in real fulfillment scenarios.

  5. 05

    Engineer

    Integrate capabilities into Songshuitong and continue iterating.

DATA PRINCIPLES

Our data design principles

Tenant and access separation

Keep enterprise and store data separate, with role-based permissions.

Traceable operations

Record changes to orders, water credits, deposits and empty-bottle balances, including exceptions.

Minimum necessary data

Collect only information required for the business process.

These are design principles and do not imply certification.

LET’S WORK TOGETHER

Bring ideas into practice.

Contact HIRUCORE about demonstrations, custom projects and research.

Contact us