Services
AI in Production. In Regulated Industries.
The gap between AI demos and production systems is enormous — even wider when compliance, legacy systems, and GDPR are in play. I've closed that gap in insurance. I can help you close it in your industry.
Why Work With Me
What sets my consulting apart from the rest
20-Year Builder
Two decades of production engineering — from Symfony monoliths to microservices to RAG. You're not learning from someone who just started. You're learning from someone who has seen technology cycles come and go.
AI in the Hardest Room
InsurTech: compliance, legacy systems, GDPR, real legal consequences. If AI works here, it works anywhere. Three production RAG prototypes on AWS Bedrock in one of the most regulated industries on earth.
Builder Who Teaches
I ship code on Monday. I teach engineers how on Tuesday. Conference speaker, course creator, active OSS contributor — the teaching isn't a side hobby. It's the second engine of the brand.
The Polish Advantage
Polish-speaking, Bielik-fluent, EU-compliant. One of the very few practitioners in Poland combining 20 years of engineering depth with hands-on production AI and national conference presence.
Our Services
Solutions for modern businesses
AGENTIC AI WORKSHOPS
Proven at Insly: deployments cut from 4 weeks to 1 with a dedicated agentic plugin
AGENTIC ENGINEERING
Team Workshops — Greenfield & Brownfield
Hands-on workshops for engineering teams on agentic engineering. Grounded in real production experience — from Claude Code setup through greenfield workflow to brownfield acceleration sprints. Every workshop ends with working code shipped.
- Configured CLAUDE.md and custom agents for your repository
- Working code delivered during the workshop (real sprint)
- 30-day follow-up coaching session
Investment
from €1,400 (up to 20 devs, €70/dev)
FULL-STACK AGENTIC
End-to-End AI-Powered Development
We work with your team to build a dedicated agentic plugin for your organization. It ships with skills and commands shaped around how your engineers actually code day to day. At Insly, this cut deployment time from 4 weeks to 1, and code quality held up.
- Dedicated agentic plugin with your team's own skills and commands
- CI/CD integration with automated agent quality gates
- Team certification and 60-day coaching access
Investment
from €5,800 (team of 3–8, 2 days)
DEEP TRANSFORMATION
Organization-Wide AI Engineering Adoption
The version for larger organizations. We build a dedicated agentic plugin with your skills and commands, design architecture that fits your security requirements, run the executive briefing, and lay out a 90-day rollout plan across teams. At Insly, the same engagement cut delivery time from 4 weeks down to 1.
- Dedicated agentic plugin rolled out across the organization, with your skills and commands
- Security-reviewed AI integration architecture
- 90-day transformation roadmap with quarterly check-ins
Investment
from €17,500 (5 days + 90-day support)
REGULATED INDUSTRY AI
Compliance-first AI for insurance, fintech & healthcare
Production AI for regulated industries — built from day one with audit trails, human-in-the-loop review, and multi-tenant data isolation. Insurance, fintech, healthcare, and legal sectors served.
Deliverables
- Compliance architecture document
- Working RAG system with audit trail
- Human review workflow
- Regulatory compliance report
Timeline
8-12 weeks
Investment
from €5,000
FLEET OPTIMIZER
For Transport Companies
Fleet management with real-time tracking, AI-assisted routing, and predictive maintenance — built to cut operating costs.
Deliverables
- Telematics integration architecture
- Route optimization algorithm
- Maintenance prediction model
- Real-time dashboard
Timeline
10-16 weeks
Investment
from €8,000
SAAS SCALER
For IT SaaS Companies
Scale your SaaS product with confidence. Architecture audit, bounded context identification, and modern data stack implementation for sustainable growth.
Deliverables
- Architecture assessment report
- Domain model documentation
- Data pipeline implementation
- Scaling roadmap
Timeline
6-10 weeks
Investment
from €3,000
PRODUCT DISCOVERY
From Idea to Validated Roadmap
Transform your product vision into a validated roadmap. Using Event Storming and user research, we identify the right features to build and the right order to build them.
Deliverables
- Domain model and bounded contexts
- Prioritized product backlog
- MVP scope definition
- Technical architecture proposal
Timeline
2-4 weeks
Investment
from €1,600
INTERIM TECH LEAD
Fractional CTO & Hands-On Technical Leadership
Fill the CTO gap without a full-time hire. Poland has fewer than a dozen visible fractional CTOs — near-zero competition on a market with 3,000+ active startups and hundreds of scaling SMEs. Monthly retainers deliver predictable recurring revenue: architecture decisions, code reviews, team mentoring, and hiring support. Each engagement naturally surfaces workshop demand and LLM project opportunities.
Deliverables
- Technical roadmap and standards
- Team performance improvement
- Documentation and knowledge base
- Smooth handover to permanent lead
Timeline
3-6 months
Investment
€80–140/h
TECH TEAM AUDIT
Team Performance Assessment
Assessment of your development team's capabilities, processes, and tech stack. Identify bottlenecks and get actionable recommendations.
Deliverables
- Team capability matrix
- Process improvement recommendations
- Technical debt analysis
- Hiring and training plan
Timeline
2-3 weeks
Investment
from €1,600
PRIVATE LLM SETUP
Sovereign AI Infrastructure — GDPR & EU AI Act Compliant
70% of Polish AI workloads run on international cloud providers — regulatory pressure is forcing enterprises in finance, healthcare, defense, and legal to reconsider. The EU AI Act and GDPR enforcement create structural demand for private, on-premise LLM deployments. Poznań's Piast AI Factory (€143M EU-backed facility) and native Polish LLMs (PLLuM, Bielik) add local credibility no remote competitor can match.
Deliverables
- Fully deployed local LLM infrastructure
- Custom API endpoints for your applications
- Administration and monitoring dashboard
- Documentation and team training
Technology Stack
Timeline
3-6 weeks
Investment
from €3,000 + €400/mo
PRODUCTION RAG
From prototype to production-grade
Production RAG that actually retrieves correctly — hybrid search (vector + BM25), cross-encoder re-ranking, and iterative quality improvement. Built from experience scaling from 60% to 89% retrieval quality at 150k+ users.
- Hybrid search: vector + BM25 fusion
- Cross-encoder re-ranking pipeline
- RAGAS evaluation baseline & regression suite
- Continuous learning from user feedback
Timeline: 4-6 weeks
Investment
from €2,400
COST CUTTER
Cost Optimization
Cloud infrastructure audit targeting 30-40% cost reduction. Pay only for what you actually need.
- Cloud infrastructure audit
- Resource right-sizing
- Automated cost monitoring
Timeline: 2-4 weeks
Investment
from €1,200
DATA PLATFORM BUILDER
Modern Data Stack
Build a production-ready data platform from scratch. From data ingestion to real-time analytics with best-in-class open source tools.
Technology Stack
Timeline
12-20 weeks
Investment
from €4,000
STARTUP POC
For Founders Seeking VC Investment
Build a working SaaS prototype that proves your concept to investors. From idea validation to a demo-ready MVP that showcases your vision and technical feasibility to VCs.
- Rapid prototype development (4-8 weeks)
- Investor-ready demo with core features
- Scalable architecture foundation
- Technical documentation for due diligence
Timeline: 4-8 weeks
Investment
from €3,000
TECHNICAL PLANNING
Implementation Roadmap & Documentation
Technical planning for your project: requirements analysis, architecture design, and an implementation roadmap with full documentation.
- Requirements gathering and analysis
- System architecture design
- Technology stack selection
- Risk assessment and mitigation planning
Timeline: 2-4 weeks
Investment
from €1,000
New services — faster AI start
Three new offerings answering the most common questions: how to start, how to maintain, and how to automate.
AI CHATBOT ON DOCUMENTS
Chatbot on your data — deployed in 2–4 weeks
RAG-based chatbot that answers questions from your company documents. No hallucinations — every answer has a source. Integrates with Confluence, Google Drive, SharePoint. Available cloud or on-premise.
- RAG on company documents (PDF, Word, Confluence, Drive)
- Source citations — no hallucinations
- Admin panel for knowledge base management
- Cloud or on-premise (Private LLM)
Timeline: 2–4 weeks
Investment
from €1,600
LLMOPS / AI MONITORING
Monitoring, costs, quality — monthly retainer
Monthly retainer keeping your AI systems in top shape: API cost monitoring, hallucination detection, RAG quality evaluation, alerts and board reports. Natural upsell after Rapid RAG or AI Starter deployment.
- Metrics dashboard: costs, latency, answer quality
- Alerts on quality degradation or cost spikes
- RAG evaluation (RAGAS / LangSmith)
- Monthly report with optimization recommendations
Timeline: monthly retainer
Investment
from €600/mo
WORKFLOW AUTOMATION
n8n / Make / Zapier — from idea to production
Business process automation with optional AI layer: CRM, ERP, email, notifications integrations. Triggers connected to LLMs — when something happens, AI takes action. Fast delivery cycle, low entry threshold.
- Automations in n8n, Make or Zapier
- CRM, ERP, email, Slack, Notion integrations
- Trigger → LLM → action (AI in the workflow)
- Monitoring and alerts for running automations
Timeline: 2–6 weeks
Investment
from €600
How to choose the right service?
Not sure where to start? Use this simplified guide.
Starting with AI
You have documents and want AI to answer questions on them. Fastest ROI.
AI Chatbot →You have AI in production
System works but costs are rising or quality is dropping. Time for monitoring.
LLMOps Retainer →Repetitive processes
You have processes taking hours each week. AI can take over.
Workflow Automation →How We Work Together
A proven methodology that delivers results
Discovery
We start with understanding your business, challenges, and goals through workshops and interviews.
Design
Together we design the solution architecture and create a detailed implementation plan.
Deliver
Iterative implementation with regular demos and feedback loops to ensure alignment.
Support
Post-launch support, knowledge transfer, and ongoing optimization recommendations.
Frequently Asked Questions
Common questions about my AI engineering services
How do you measure RAG system quality?
Do you work with regulated industries like insurance or healthcare?
What's the difference between Production RAG and Graph RAG?
When does the Agentic AI Developer course launch?
Ready to Transform Your Business?
Let's discuss how I can help you achieve your goals. The first consultation is free.
Free 30-min consultation