AI/Data Science/Machine Learning

Strategic intelligence powered by AI

We use Data Science, Machine Learning, and AI to deliver insights that drive smarter business decisions and measurable results.

Areas of support

Different projects. Tailored paths.

Considering AI but not sure where to start?

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We’ll help you assess its potential and cost-effectiveness in your context.

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Sitting on data but not sure how to use it?

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We’ll help you organize it and start analyzing it with AI or ML.

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Already testing models but need extra hands or expertise?

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We’ll extend your team with the technical and implementation expertise you need.

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Already using AI and want to take it further?

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We’ll help you scale, integrate, and fine-tune your existing AI solutions.

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Design process

From data to decisions — step by step

Applying AI and Data Science requires understanding your business context, goals, and data. We tailor our approach to your organization’s level of analytical maturity.

You’re exploring AI opportunities
You have data, but no clear plan yet
You’re testing or implementing AI models
You want to scale or integrate AI
Diagnosis of data and objectives
We assess the potential and limitations of your data
We analyze your business needs and available data
We verify data quality and consistency
We review system architecture and integration points
Analytical strategy and action plan
We define possible use cases and scenarios
We create a roadmap for analytical initiatives
We set up model metrics and KPIs
We outline the implementation and development plan
Model Construction or Validation
We select suitable ML algorithms and techniques
We build the first models using test data
We fine-tune and optimize existing models
We prepare the environment for scaling and integration
Testing and interpretation of results
We interpret the results and propose possible applications
We train your team to work effectively with the results
We test models in near-production conditions
We assess how models impact processes and decisions
Integration and further development
We introduce the first automation elements
We develop pipelines and interfaces
We deploy the model to production
We monitor, scale, and continuously optimize your AI solutions

How we deliver AI and Data Science projects

Each project follows a transparent, step-by-step approach that reduces uncertainty and ensures measurable outcomes — from concept to implementation.

01
3-5 working days

Analysis workshops and data review

  • We define business goals and key questions
  • We review available data sources and assess their quality
  • We pre-verify analytical and modeling possibilities

Result: a map of business challenges and potential analytical directions

02
3—7 working days

Experiment design and model selection

  • We select suitable algorithms and models
  • We define validation methods and success metrics
  • We design the workflow and input data structure

Result: a detailed model development plan with effectiveness criteria

03
1—2 weeks

Model development and training

  • We create, train, and optimize the model
  • We follow an iterative approach — testing and refining at each stage
  • We document the entire process

Result: a fully trained model with test results and implementation recommendations

04
3-5 working days

Model validation and business testing

  • We present results in a clear, business-friendly format
  • We verify model performance against decision-making processes
  • We make necessary corrections and adjustments

Result: an approved model ready for deployment or further improvement

05
1—2 weeks + ongoing

Implementation and monitoring

  • We deploy the model into the production environment
  • We implement prediction quality monitoring
  • We enable you to scale, maintain, and further develop the solution

Result: a fully operational AI/ML component with long-term adaptability

Project length varies with complexity, data quality, and integration needs. Pilot models usually take 4–8 weeks, while full-scale AI solutions may require 12–16 weeks or more. We always adjust the scope and pace to your team’s capabilities.

Designing for success

Why Team Connect?

For us, true partnership is more than technical skills — it’s about communication, trust, and shared goals. We combine expertise with empathy to create lasting value, not just deliver technology.

Book a consultation
  • Smart technology choices

    Instead of imposing one-size-fits-all solutions, we analyze your needs and select the tools that fit your project best.

  • Bridging data and business

    We connect technical teams with business leaders to ensure analytics drive real decisions and measurable impact.

  • Transparent collaboration

    Each stage of the project is clearly defined and communicated, giving you full visibility and control over the process.

  • Long-term partnership

    We support not only deployment, but also the ongoing evolution and scaling of AI solutions — helping them grow with your business.

Gabriela Wojtkowska
Business Development Manager
Wojciech Zawisza
Business Manager

Ready to bring AI into your business?

Let’s talk about your goals — and see how AI can help you achieve them.