icetique - Tomasz Klapsia

Technical Leader with long-term CTO experience

Ai Integration Services

Expert ai integration consulting services and strategic guidance.

Services (8)

AI-Assisted Development Workflows

I help engineering teams adopt AI-assisted development effectively, establishing workflows with tools like Cursor and Copilot, code review standards, team guardrails, and practices that improve productivity without sacrificing quality.

Practical AI Engineering

AI-Enhanced CI/CD & Delivery Automation

I help teams improve CI/CD with practical AI enhancements, including review automation, test assistance, pipeline intelligence, and safer rollout patterns that speed delivery without increasing release risk.

Practical AI Engineering

AI-Powered Workflow & Operations Automation

I help teams evaluate and design AI-powered workflow and operations automation, focused on efficiency, operational value, and integration into existing processes rather than technology showcases.

Practical AI Engineering

Build-vs-Buy Tradeoff Analysis

I help analyze build-vs-buy tradeoffs for technical solutions – evaluating whether to build custom solutions or use existing products, providing strategic decision support based on technical, business, and long-term considerations.

Product & Technical Validation

LLM Integration Architecture

I help teams evaluate LLM integration approaches for products and engineering workflows, including provider tradeoffs, API boundaries, operational guardrails, cost and reliability considerations, and integration into existing systems.

Practical AI Engineering

AI Integration Assessment & Strategy

I assess where AI can add value in your products and internal workflows, identifying opportunities for practical integration that solve real problems rather than chasing AI hype.

Practical AI Engineering

RAG Architecture & Integration

I help teams evaluate and implement practical retrieval-augmented generation (RAG) architectures, including retrieval pipelines, grounding strategies, operational tradeoffs, and integration into existing engineering systems.

Practical AI Engineering

Vector Database & Semantic Retrieval Strategy

I help teams evaluate vector database approaches and semantic retrieval architectures, including embedding workflows, operational tradeoffs, and integration patterns for AI-powered applications.

Practical AI Engineering

Get in Touch

Ready to discuss your project?

Whether you need help with product architecture, technical validation, engineering leadership, high-impact execution, or practical AI engineering, I'm here to help.