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Implementation of
ML solutions

RBC Group develops and implements machine learning solutions tailored to specific business challenges—from forecasting demand and customer behavior to optimizing processes and supporting management decisions. We combine data, ML models, and industry expertise, integrating solutions into a company’s existing IT infrastructure and business processes.

ML Solutions and Expertise

We combine expertise in machine learning, data handling, and an understanding of business processes to ensure that ML models solve specific business problems and function effectively in real-world environments.
 
We handle the full implementation cycle:
 
• analyze the business problem and define KPIs;
• assess data availability and quality;
• develop, train, and test ML models;
• integrate solutions with corporate systems and processes;
• monitor model quality and adapt them to new data.
 
We don’t stop at building a model—we bring ML solutions to practical use and deliver measurable business results.

Implementing ML for Your Business Needs
Ready-to-use ML solutions
  • Implementation of proven solutions for forecasting, customer analytics, and geoinformatics
  • Configuring models and business logic in accordance with the company's data and processes
  • A faster transition from defining the problem to practical application
  • Adaptation and Development of Models
  • Configuring and retraining ML models using company data
  • Expanding functionality to accommodate new business objectives and scenarios
  • Integration of models into existing systems and business processes
  • Development of ML Solutions
  • Designing models for specific problems where a ready-made solution is not sufficient
  • Development, testing, and validation using the company's real-world data
  • Implementation and further development of the solution in collaboration with the client's team
  • Ready-to-use ML solutions
  • Implementation of proven solutions for forecasting, customer analytics, and geoinformatics
  • Configuring models and business logic in accordance with the company's data and processes
  • A faster transition from defining the problem to practical application
  • Adaptation and Development of Models
  • Configuring and retraining ML models using company data
  • Expanding functionality to accommodate new business objectives and scenarios
  • Integration of models into existing systems and business processes
  • Development of ML Solutions
  • Designing models for specific problems where a ready-made solution is not sufficient
  • Development, testing, and validation using the company's real-world data
  • Implementation and further development of the solution in collaboration with the client's team
  • Benefits of Implementing ML Solutions

    More Accurate Forecasting
    • Identifying patterns and factors that are difficult to account for manually
    • Forecasting future metrics based on data
    • Modeling various development scenarios
    • Adapting models to changes in data and the business environment
     
    Automation and Efficiency
    • Reducing manual work involved in analysis and forecasting
    • Faster delivery of results for decision-making
    • Automatic updates to forecasts and recommendations
    • Scaling analytical processes as the business grows
     
    Controlled Business Outcomes
    • Defining KPIs and performance criteria at the start of the project
    • Validating model quality using real-world data
    • Monitoring accuracy and results post-implementation
    • Continuously refining models in response to business changes

    Options for design approaches:
    Implementation of ML Solutions FIXED PRICE

    • Fixed scope of work and deliverables
    • Clear metrics for forecast quality
    • Agreed-upon implementation timelines
    • Fixed project budget
    • Step-by-step validation of results
    • Regular reporting
    • Complete documentation

    Implementation of ML Solutions TIME & MATERIAL

    • Flexible priority management
    • Rapid hypothesis testing
    • Flexibility to change requirements
    • Payment based on actual hours worked
    • Transparent development process

    Implementation of ML Solutions PERFORMANCE BASED

    • Performance-based compensation
    • Bonuses for exceeding targets
    • Reduced fees if targets are not met
    • Transparent performance metrics
    • Regular performance reviews
    • Long-term partnership

    Implementation of ML Solutions FIXED PRICE

    • Fixed scope of work and deliverables
    • Clear metrics for forecast quality
    • Agreed-upon implementation timelines
    • Fixed project budget
    • Step-by-step validation of results
    • Regular reporting
    • Complete documentation

    Implementation of ML Solutions TIME & MATERIAL

    • Flexible priority management
    • Rapid hypothesis testing
    • Flexibility to change requirements
    • Payment based on actual hours worked
    • Transparent development process

    Implementation of ML Solutions PERFORMANCE BASED

    • Performance-based compensation
    • Bonuses for exceeding targets
    • Reduced fees if targets are not met
    • Transparent performance metrics
    • Regular performance reviews
    • Long-term partnership

    Why should you entrust the development of analytical solutions to us?

    Lifetime Warranty


    Free warranty service for the solutions we develop throughout their entire service life

    Standard-Compliant Development and Quality Control


    In-House R&D: Customized Solutions, Connectors, Platform Extensions, and Collaboration with International Experts, Quality Assurance

    Application Support


    Connecting new data sources, developing visualizations, calculating KPIs, and performing platform system administration
    Let's discuss your data challenges
    Implementation of ML Solutions