Sovereign AI systems
for commerce brands and B2B.
Dedicated enterprise AI architectures: automated product operations, PIM, and real-time margin prediction. 100% ownership of code & data, zero Vendor Lock-in, and measurable ROI.
Zero obligations.
Why Do 80% of Companies Hesitate to Deploy AI into Live Operations?
A prototype in a chat window looks impressive, but no responsible executive board would entrust invoicing, inventory, or agreements to an unconstrained model. That is why I do not deploy simple "chat interfaces", but robust business workflows backed by deterministic engineering guardrails.
AI as an Open Chat Window
- Uncontrolled outputs — the model answers differently each time. Testing on 2–3 examples provides zero certainty on how it behaves on the 1,000th order.
- Risk of fabricated data (Hallucinations) — an employee or customer receives a price, lead time, or discount that simply does not exist in your ERP or agreements.
- Silent vulnerability to drift — a minor instruction edit or an upstream model update silently breaks your billing or qualification rules.
- Production paralysis — projects remain trapped at the demo stage because reputational and financial risks are too high for live operations.
Enterprise Workflow with Guardrails
- Deterministic business rules — the language model is used strictly to read and structure information. Pricing, discounts, margins, and database writes remain 100% hard-coded in application logic.
- Automated cross-verification (Digital Auditor) — before any quote or document is dispatched, an independent check verifies every line against your primary source of truth. Discrepancies halt delivery and flag a human.
- Automated regression suites before deployment — every system modification is validated against a library of your actual operational edge cases. If an update deviates, it never enters production.
- Strict Grounding to primary data — every generated value maps directly to an identifiable record in your ERP, PIM, or contract. If the source data does not exist, the system states the data is missing—it never guesses.
Which operational state describes your company?
Commerce brands and B2B enterprises bleed profit and hundreds of engineering hours in three mission-critical bottlenecks.
Product Data & PIM Bottlenecks
Thousands of SKUs, unstructured supplier PDFs, catalog sync errors, and multi-week translation lags blocking international product go-to-market launches.
Shadow AI & IP Leakage (EU AI Act)
Employees paste proprietary supplier pricing, contracts, and margin formulas into public consumer LLMs without access governance or EU AI Act 2026 compliance.
Delayed Margin & ERP Telemetry
True net profit reports arrive with a 14-day delay. Hidden margin erosion across marketplace fees, stockouts, and leadership making inventory bets in the dark.
Who gets the highest ROI?
I operate as an External Board Member / Fractional Executive. This requires close alignment with your leadership team. Therefore, I strictly qualify projects.
Who this IS for
- B2B & Commerce brands with established product market fit, seeking operational leverage.
- Executive Boards understanding AI as an investment in systems and workflows, not just prompts.
- Business Owners wanting to retain proprietary knowledge (Defensive Moat) and become operationally sovereign.
Who this is NOT for
- Early-stage startups without validated processes — AI only scales existing confusion.
- Anyone looking for a "magic pill" or one-off generic workshop without systems engineering.
- Anyone looking for 24/7 low-cost task outsourcing as a virtual assistant substitute.
Technology Sovereignty Guarantee
Why the Fractional Architect model is safer for your company than an expensive corporate agency and eliminates single key-person risk (Zero Bus Factor).
100% Ownership of Code & Data in Your Company
Zero proprietary SaaS wrappers and zero black boxes. All code, API connectors, and prompt logic run on your private VPS / cloud (Docker) and belong unconditionally to your enterprise.
Engineering Runbook & Regression Tests
Every deployed pipeline receives comprehensive architecture documentation, dataflow schemas, and automated quality tests. Any developer on the market can take over maintenance within 48 hours.
Direct Board Architect (Zero Agency Bloat)
You don't pay for project managers or junior developers learning on your payroll. You work directly with me — a seasoned Systems Architect taking 100% personal accountability for code, architecture, and your bottom-line ROI. Decisions happen instantly without corporate layers.
The Real Problems You Are Fighting
The true bottleneck is not the lack of AI. It is hidden operational debt, employee turnover, and lack of data governance that standard agencies never address.
The Chaos Tax
The board plans growth while the team spends 60% of their day manually copying and re-entering data. This operational tax drains your margins, and hiring more people only multiplies the confusion.
Fear of Production Failures
You hesitate to deploy AI into customer-facing operations because models can hallucinate numbers or omit contract clauses. Without deterministic code guardrails and regression suites, unverified AI creates serious financial liability.
Lack of a Defensive Moat
Mission-critical know-how lives in the heads of 2-3 individuals. Onboarding new talent takes months. Locking your expertise into an AI System creates an enduring, defensible moat.
How can I help your business?
Bridging software engineering with board-level goals. I deploy sovereign AI systems with hard mathematical ROI.
AI-First Architectural Diagnostic & Blueprint™
14-page engineering transformation roadmap for the Board and Executive Committee. Precise bottleneck mapping, stopwatch time-cost metrics, RACI matrix, and Cloud-Agnostic technical architecture with Direct API ZDR. Regression test suites preventing data hallucination and documented mathematical ROI projections before committing engineering budget to full implementation.
Universal AI Business OS v2.0 (Agentic_company)
Private operational base and a suite of 13 C-Suite & Ops agents installed in your Git repository and Docker containers. Zero-Dependency Micro-RAG on SQLite FTS5, executive dashboard (dashboard.html), Poka-Yoke procedures, self-healing loops, and LLM-as-a-Judge evaluation with Strict Grounding. Direct API with Zero Data Retention (ZDR) — your corporate data never trains public models.
Fractional CAIO & System Oversight
Long-term executive oversight of sovereign AI architecture, ERP/CRM integrations, and autonomous workflow pipelines. Monthly Results Memo for the Board quantifying recovered work hours and margin gains. Direct architectural guidance, continuous model evaluation, and rigorous system reliability without agency overhead.
What executives and partners say about working with me
Patryk was my strategic guide… He taught me immensely, and I constantly rely on his systems.
High-caliber tech expert. You can always count on his fast, precise, and professional execution.
If you need someone to analyze marketing data and automate pipelines… I recommend Patryk with full confidence.
Thank you for your guidance… You possess deep domain mastery and know exactly how to turn it into commercial leverage.
Working with Patryk is pure leverage. Absolute professionalism and profound knowledge of systems automation.
Patryk is on the leading edge of enterprise AI systems and knows exactly how to deploy them to accelerate throughput…
I protect, scale, and elevate company value.
My name is Patryk Klesta. I operate as an AI Architect protecting businesses from technical debt and operational chaos.
Over 15 years, I have built businesses in content marketing, e-commerce, and legal tech. Today, I partner with mid-market enterprises, eliminate operational friction, close Shadow IT security risks, and deploy sovereign on-premise and private cloud AI architectures.
Certified AI Engineering Credentials
Formal software engineering accreditations in autonomous agentic systems, enterprise RAG, and AI-Native architectures.
10xDevs — Certified AI-Native Engineer
AI_Devs — Generative AI & Enterprise RAG
Agentic AI — Autonomous Agents & Harness
Production Systems I Have Built
Battle-tested, reliable AI systems with verified KPIs and production architectures.
Enterprise Product Master & Automated DTP
Baseline: Manual typesetting of user manuals and packaging for hundreds of medical SKUs consumed 52 monthly engineering hours with critical clinical error risks under MDR certification.
Implemented Architecture: Multimodal AI engine ingesting raw engineering CAD/PDF specs. Automated generation of manuals and print layouts in 26 languages (including RTL Arabic) directly into production Adobe Illustrator (0% hallucination rate).
Full Case Study & Architecture →
Sales, Inventory & Margin Telemetry
Baseline: Net profit and inventory turnover reports were manually generated in spreadsheets every 14 days. Hidden margin erosion across marketplace commissions remained undetected until month-end.
Implemented Architecture: Serverless real-time telemetry architecture on Google Cloud Run integrated with ERP, Shopify/WooCommerce, and payment gateways. Automated margin anomaly detection and stockout pre-alerts.
Full Case Study & Architecture →
Universal 1-Click Checkout & Order Pipeline
Baseline: Complex multi-step checkout resulted in a 68% mobile abandonment rate. Order dispatch, invoicing, and warehouse synchronization required repetitive back-office handling.
Implemented Architecture: Unified 1-screen checkout with native digital wallet support (Apple Pay / Google Pay / Stripe) paired with automated webhook routing to fulfillment centers and server-side tracking.
Full Case Study & Architecture →
Leaky Pipeline Patcher & Lead Scoring
Baseline: Sales reps abandoned leads after a single touchpoint. Stalled B2B pipeline opportunities languished in CRM without timely follow-ups, reducing ROI on paid campaigns.
Implemented Architecture: Autonomous deal reactivator monitoring CRM state changes. The agent parses correspondence history, generates personalized revival sequences, and scores buyer intent.
Sovereign Legal & Compliance Agent (Pravem)
Baseline: Legal partners and operations spent dozens of weekly hours manually parsing thousands of pages of case law, contract templates, and internal corporate bylaws.
Implemented Architecture: Hybrid RAG retrieval engine (vector search + BM25) hosted in private Docker containers. Verifiable paragraph-level citations with zero data transmission to public consumer LLMs.
Full-Duplex Voice Reception Agent
Baseline: Up to 35% of inbound calls went unanswered outside office hours, causing direct booking attrition and diminishing patient loyalty.
Implemented Architecture: Conversational voice agent with natural cadence, executing triage interviews, resolving complex service questions, and synchronizing calendar appointment slots in real time.
How we work together
No surprises and no hidden costs. A transparent, engineering-first engagement model from day one.
Select a Meeting Slot
Book a slot in the calendar and briefly describe your operational or technical bottleneck. It takes 2 minutes.
Strategic Discovery (Zero BS)
We meet on Google Meet. I listen, analyze your numbers, and diagnose operational bottlenecks. If I don't find mathematical ROI, I will tell you upfront.
Action Plan & Delivery
Before writing a line of code, I audit your workflows. "Done-For-You": full architecture, API bridges, Docker deployment, and telemetry handled end-to-end.
Frequently Asked Questions
Is this solution only for large enterprises?
Do I need internal technical skills to operate these systems?
What is the expected Return on Investment (ROI)?
Do you lock my company into your agency (Vendor Lock-in)?
What if you are sick or unavailable? How is the "Bus Factor" addressed?
What about data hallucinations? How can I be certain the system won't mislead a client?
Is my proprietary enterprise data completely secure?
Scale Operations Without Headcount.
Select a time slot for a complimentary strategic session (preliminary ROI diagnosis). We will identify whether this architecture can save your team at least 20 hours per week.
- Focused strategic call, zero sales pressure
- Actionable technical architecture, zero fluff
- Exact quantification of your current operational waste