01
AI Consultancy & Strategy
I sit with the people closest to the work, map opportunities and bottlenecks, and translate them into a clear, prioritized AI roadmap.
- Discovery interviews
- Opportunity mapping
- Strategic roadmapping
AI Strategy & Implementation
Intelligence, engineered into advantage.
I help ambitious organizations turn artificial intelligence from a buzzword into measurable advantage — from first conversation to fully deployed systems.
01 // Capabilities
A complete partner for applied intelligence.
Strategy and engineering under one roof — so insight never gets lost on the way to production.
02
Custom Automation
I design, code and ship automations end-to-end — wiring AI into the tools your team already uses so manual work quietly disappears.
- Workflow engineering
- Integrations & pipelines
- Production deployment
03
LLM Fine-tuning
I shape large language models around your domain, voice and data — turning a general model into a specialist that reasons like your best people.
- Dataset curation
- Model fine-tuning
- Evaluation & tuning
04
Research & Custom Tools
When nothing off-the-shelf fits, I research, prototype and build bespoke tooling designed precisely around your needs.
- Applied R&D
- Rapid prototyping
- Bespoke tooling
02 // The Engagement
From conversation to working systems.
A deliberate, four-phase method — each step earns the next.
01
Analysis
I talk to the people who live the work every day — surfacing real opportunities, hidden bottlenecks and where AI can actually move the needle.
02
Solutions
I shape concrete, validated solutions — weighing feasibility, impact and effort so we invest only where the return is real.
03
Strategy
I assemble a clear roadmap — sequencing, ownership and milestones — so the path from idea to impact is unambiguous.
04
Implementation
I build, deploy and help your team adopt — coding the systems, fine-tuning the models and staying through to real-world results.
03 // Selected Work
Outcomes, not experiments.
A sample of the kinds of problems I solve. Details anonymized to respect client confidentiality.
A private enterprise brain that answers across every system
Built a self-hosted RAG platform that unifies Salesforce, SharePoint, Jira, Confluence, meeting transcripts and product documentation into a single grounded retrieval layer. Shipped a support copilot for faster customer resolution and a separate management instance for real-time trend tracking, analytics and forecasting.
0Systems unified
0Support + Mgmt
real-timeInsight delivery
Every meeting captured, transcribed and turned into action
Rolled out a central capture system spanning physical meeting rooms and on-demand virtual meeting rooms. Recording, transcription and AI summaries stay strictly opt-in — then finished notes and action items auto-distribute to everyone on the invite, attending or not.
0Opt-in by design
autoNote distribution
0Manual write-ups
Compliance that blocks a restricted sale before it closes
Designed a custom automation that continuously screens counterparties against global sanctions and watchlists — flagging and blocking restricted deals before they close, with a full audit trail behind every check.
0Continuous screening
0Risks slipped through
autoAudit trail
04 // About
One specialist, fully accountable.
I'm Jakub Vorlicek — an AI specialist working at the intersection of strategy and engineering. I help companies turn AI from slide decks and pilot projects into solutions that genuinely work.
I bridge business thinking with technical delivery: first I understand the problem, then design an effective solution — and then implement it myself.
Instead of coordinating several vendors, you get one partner who understands both the needs of the business and the technology — and takes responsibility for real results, not just presentations.
Working with
Let's talk
- LLMs & RAG
- Fine-tuning
- Python
- Agents & tooling
- Automation
- APIs & integrations
- Data pipelines
- Prompt engineering
0Hands-on — strategy through to shipped code
0Phase method, from analysis to implementation
0One partner, end to end accountable
0Coverage — consult, build, fine-tune, research
05 // Questions
Before we talk.
Do you only advise, or do you actually build?
Both — that's the point. I run the analysis and strategy, then write and deploy the code. You get one accountable partner across the whole arc, not a handoff between consultants and developers.
How does an engagement usually start?
With conversation. I talk to the people closest to the work to surface real opportunities and bottlenecks. From there I shape solutions, set strategy, and move into implementation — each phase earning the next.
What if my problem needs something that doesn't exist yet?
That's the fun part. When nothing off-the-shelf fits, I research, prototype and build bespoke tooling designed precisely around your needs — from custom automations to fine-tuned models.
Can you fine-tune models on our own data?
Yes. I handle dataset curation, fine-tuning and evaluation to shape an LLM around your domain, voice and edge cases — turning a general model into a specialist, with privacy handled carefully throughout.
How do we begin?
Send a short note about where the friction is. I'll tell you honestly whether AI is the right answer — and if so, exactly how I'd get you there.
06 // Let's build
Have a problem worth solving intelligently?
Tell me where the friction is. I'll tell you whether AI is the answer — and exactly how I'd get you there.