# Shelpuk AI Technology Consulting > Shelpuk AI Technology Consulting (also known as Shelpuk & Company) is a European AI consulting and engineering firm founded in 2022 in Warsaw, Poland. We design, build, and deploy production-grade AI systems for enterprises across Europe and worldwide. Our specialties include Agentic AI, Computer Vision, Bayesian Intelligence, RAG systems, LLM fine-tuning, and MLOps. ## Company Overview - **Founded**: 2022, Warsaw, Poland - **CEO**: Sergii Shelpuk - **Website**: https://shelpuk.com - **Industries served**: Defence & Security, Pharma & Healthcare, Banking & Finance, Enterprise & Government - **Areas served**: EU, Europe, Worldwide - **Awards**: Clutch Champion 2023, Clutch Global 2023, Vendorland Top AI Consulting Company 2025 - **Clients include**: AstraZeneca, Bosch, Royal Bank of Canada, Civitta, Dynamiq, xFusion Technologies, Periodix, Axbio, DeepTrait, Thermography Clinic ## Services ### AI Opportunity Discovery Strategic consulting engagement to identify high-ROI AI use cases for your business. Includes the Moat vs Enhancer framework, Buy vs Build decision support, competitive AI analysis, and a prioritized roadmap. Fixed-price, typically 2–4 weeks. URL: https://shelpuk.com/en/services/consulting ### Fixed-Price MVP Delivery Fixed scope, fixed price AI product development. We build production-ready AI MVPs with deployment options including EU sovereign cloud, on-premises, AWS, Azure, and GCP. Suitable for companies that know what they need built. URL: https://shelpuk.com/en/services/fixed-price ### AI-Native Engineering Teams Elite engineering teams operating at 3× velocity using AI-first workflows with Claude Code, Cursor, Codex, and enforced TDD practices. Staff augmentation model for ongoing AI product development. URL: https://shelpuk.com/en/services/teams ### Engineering Enablement Training and upskilling programs to help your existing engineering teams adopt AI-assisted development tools and workflows. Includes hands-on workshops, process redesign, and tooling setup. URL: https://shelpuk.com/en/services/enablement ## Industries ### Defence & Security AI systems for military and security applications: drone autonomy, sensor fusion, computer vision for ISR, and sovereign AI deployment. Combat-proven technology with NATO-aligned partners. URL: https://shelpuk.com/en/industries/defence ### Pharma & Healthcare AI for drug discovery, NGS data analysis, medical imaging (thermographic cancer detection), health questionnaire analysis, and Medical Affairs analytics. Clients include AstraZeneca. URL: https://shelpuk.com/en/industries/pharma ### Banking & Finance AI strategy and implementation for retail banking: RAG chatbots for internal knowledge, CLV modeling, behavioral targeting, personalized recommendations, and credit scoring optimization. URL: https://shelpuk.com/en/industries/finance ### Enterprise & Government AI consulting and development for large organizations: generative AI platforms, RAG systems for enterprise document repositories, and AI product strategy for accelerators. URL: https://shelpuk.com/en/industries/enterprise ## Open Source Tools ### Kindly Web Search MCP server that gives AI coding agents (Claude Code, Cursor, Windsurf) structured web search capabilities via Brave Search API. Helps agents find documentation, examples, and solutions. GitHub: https://github.com/Shelpuk/kindly-web-search ### LAD Code Review Dual-model AI code review tool using a Look-Assess-Decide framework. Integrates into Claude Code workflows to catch bugs, security issues, and design flaws using a second LLM. GitHub: https://github.com/Shelpuk/lad-code-review ### TDD Skill Enforces Test-Driven Development in AI coding agent workflows. Ensures agents write failing tests before implementation code, improving code quality by ~20%. GitHub: https://github.com/Shelpuk/tdd-skill ## Research & Publications ### AI Tools for Software Development 2026 (Report) Comprehensive research report analyzing the evolution of AI coding tools from IDE autocomplete to agentic AI. Covers GitHub Copilot, Cursor, Windsurf, Claude Code, and Codex with adoption statistics and performance benchmarks. Available in English and German. URL: https://shelpuk.com/en/insights ## Selected Case Studies - **AstraZeneca**: AI product for Medical Affairs — automated CRM analytics for Medical Science Liaisons - **Major Canadian Bank**: RAG chatbot over 3,200+ internal documents using Azure OpenAI and LangChain - **Thermography Clinic**: AI-powered early-stage cancer detection from thermographic imaging using 5 deep learning models - **DeepTrait**: NGS data analysis platform for drug discovery — raw data to insights in under 6 hours - **Civitta**: AI architecture advisory for 4 startups in the Challenger AI Accelerator - **xFusion Technologies**: RAG chatbot for the xAQUA® enterprise data platform - **Periodix**: Custom fine-tuned Llama-2 AI sales assistant for lead generation - **Dynamiq**: Generative AI strategy with Llama 3 and Mistral fine-tuning - **Major Retail Bank**: Comprehensive AI strategy for retail banking including CLV and behavioral targeting Full case studies: https://shelpuk.com/en/case-studies ## Blog (Selected Technical Articles) - How To Increase Claude Code Generation Quality by 20% — https://shelpuk.com/en/blog/how-to-increase-claude-code-generation-quality-by-20-percent - Double Your Llama 3.3 Inference Speed with HuggingFace TGI — https://shelpuk.com/en/blog/double-your-llama-3-3-inference-speed-with-huggingface-text-generation-inference - Buy vs. Build: Making the Optimal AI Technology Choice — https://shelpuk.com/en/blog/buy-vs-build-in-ai-making-the-optimal-technology-choice - Meet Llama 3.2: Edge LLM, Vision, Agentic Capabilities — https://shelpuk.com/en/blog/meet-llama-3-2-edge-llm-vision-agentic-capabilities-and-more - Fine-Tuning Llama 3.1 with SWIFT (Multi-GPU) — https://shelpuk.com/en/blog/fine-tuning-llama-3-1-with-swift-unsloth-alternative-for-multi-gpu-llm-training - Fine-Tuning Llama 3.1 with Unsloth (70% Less GPU Memory) — https://shelpuk.com/en/blog/how-to-fine-tune-llama-3-1-with-unsloth-twice-as-fast-and-using-70-less-gpu-memory - LoRA for Efficient LLM Fine-Tuning — https://shelpuk.com/en/blog/low-rank-adaptation-lora-for-efficient-fine-tuning-of-large-language-models - Can ChatGPT Build a Competitive Advantage? — https://shelpuk.com/en/blog/can-chatgpt-build-a-competitive-advantage-for-your-company-and-if-so-how - Network Effects in Tech and AI Products — https://shelpuk.com/en/blog/all-you-need-is-a-network-effect-how-great-tech-and-ai-products-compete ## Contact - Book a call: https://calendly.com/shelpuk-ai - LinkedIn: https://www.linkedin.com/company/shelpuk-ai-technology-consulting - GitHub: https://github.com/Shelpuk-AI-Technology-Consulting