Business & Technology Consultant · 20+ years

Connecting business and technology through AI, automation, and data-driven systems.

I help teams design, build, and improve practical technology solutions across AI, automation, analytics, internal tools, e-commerce, and business process modernisation.

Let's talk View expertise
20+Years in software, data, and digital delivery
06Areas of practice
Pragmatic over perfect
About

Strategy
meets execution.

I combine software engineering, product management, AI integration, automation, analytics, and business understanding to turn complex operational needs into practical technology solutions.

My work spans e-commerce, internal tools, data workflows, process automation, customer and business analytics, AI-assisted systems, and platform modernisation. I have worked across both delivery and product roles, helping teams shape requirements, prioritise improvements, and turn ideas into practical systems people can actually use.

Available for new projects Based in Poland · remote-friendly
Expertise — 06 areas

What I can help with.

Business analytics

Defining KPIs, product and commercial metrics, and turning business questions into clear analysis that supports better decisions across operations and e-commerce.

AI and LLM systems

Practical AI workflows, LLM integrations, retrieval-augmented systems, and assistants built around real business tasks.

Automation and workflow design

Designing repeatable workflows that reduce manual effort, connect tools, and make recurring business processes easier to run.

Data and analytics workflows

Preparing, joining, cleaning, and transforming operational data so analysis, dashboards, and downstream tools have a reliable foundation.

Internal tools and software engineering

Designing and building maintainable internal applications, APIs, integrations, and backend services.

Business process modernization

Mapping business processes, gathering requirements, replacing fragile manual steps, and helping teams move from legacy ways of working to practical digital operations.

Projects

Selected examples of recent work.

Document intelligence

Document Intelligence Platform

A document analysis platform for research teams working across reports, spreadsheets, and project materials, with reviewed answers and report-ready synthesis.

Customer journey

Customer Journey App

An application for structuring customer journeys, mapping tasks and paths, and improving visibility across touchpoints.

Customer analytics

Customer Segmentation and Basket Analysis

A KNIME workflow for customer segmentation and basket analysis, turning transaction data into repeatable outputs for customer databases and commercial analysis.

Journey analytics

AI-Assisted Bounce Risk Analysis

A KNIME workflow that combines customer journey data with AI-assisted bounce-risk interpretation to assess patterns by journey stage.

LLM workflows

Web Research for AI Analysis

A workflow that brings public web research into AI analysis, with source attribution and structured outputs for reviewable use.

Marketplace advertising

Marketing automation

A focused tool for managing marketplace advertising more effectively, with clearer controls, better visibility, and stronger support for campaign decisions.

Philosophy

How I work with teams.

Six principles for keeping projects clear, predictable, and shippable.

  • 01 Start with the business process.
  • 02 Clarify requirements before choosing tools.
  • 03 Use AI and automation with a practical purpose.
  • 04 Deliver measurable operational improvements.
  • 05 Keep systems maintainable and understandable.
  • 06 Build solutions that fit real workflows.
Stack — 23 tools

Tools I use for practical delivery.

KNIME Analytics Platform Metabase Grafana SQL PostgreSQL LLMs OpenAI API OpenRouter pgvector Qdrant n8n Airbyte PHP JavaScript / HTML Docker Git GitHub Cloudflare Google Cloud Platform Ubuntu FastAPI Python NVIDIA AI Workbench

Tools change. What matters is choosing the right one for the problem, the team, and the stage of delivery.

Start a conversation

Let's talk.

Tell me about a project, consulting need, or role where business analysis, automation, AI, or practical technology delivery could help. I usually reply within two business days.

Languages: Polish (native), English · EU VAT available

hello [at] tokarski [dot] cc
linkedin.com/in/ireneusztokarski