Capability service pillar
AI implementation for companies that solves a real problem
Book an AI implementation callTell us about the process you want AI to support.
Send the workflow you want to automate, the data sources, who owns the output, and the regulatory frame (GDPR, NIS2, sector-specific). We come back with scope and a quote.
- Content + opsdraft-to-publish, audits
- Custom AIagents, MCP, LLM integrations
- Chatbotscustomer support + human
- Guardrailsaudit log, GDPR, cost
What AI implementation in a company is, and is not
AI implementation in a company is a working system in your environment that does repetitive work faster and cheaper, with a log for a human and a known cost. It is not a chatbot demo or a one-off script. We specialise in three areas: content and operations automation, custom AI engineering (agents, MCP servers, model integrations), and customer-support chatbots run under human control. We do not sell training or magical AI that replaces your team. We deliver engineering your team then maintains.
Area 1: content and operations automation
This is where AI pays back fastest. A draft-to-publish loop that respects your taxonomy and style guide, alt-text and SEO meta generation at scale, content audits that produce reports against a defined rubric, and admin tooling (via the WordPress Abilities API) that compresses 30 minutes of clicking into one controlled operation. Always with a human approval gate where content reaches the customer.
Area 2: custom AI engineering (agents, MCP, integrations)
For teams that want AI wired into the daily workflow, we build production agents, MCP servers, and Claude skills that expose internal operations (WordPress, WooCommerce, content systems) as agent-callable tools. We integrate Anthropic Claude and OpenAI models, plus self-hosted Llama or Mistral where data residency or cost rules out hosted APIs. The contract lives in the repository, not a UI, so the solution stays maintainable.
Area 3: chatbots and customer-facing AI
A chatbot built as engineering, not a click-to-add widget: grounded in your knowledge and offer, with clear topic boundaries, escalation to a human, and a conversation log. Ticket triage that routes to the right team, sales support, and lead qualification. Always with a gate that stops the bot promising things out of scope or making money decisions without a human.
Where AI pays back vs where it does not
Pays back: repetitive drafting, alt-text and SEO meta, content audits at scale, support triage, lead qualification, and admin tooling. Does not pay back, and we do not sell it: AI making autonomous money or regulatory decisions, generative search that cannot cite sources, and a chatbot without a human gate where an error is costly. We say plainly when AI is the wrong tool.
How we work: from discovery to handover
We start with discovery: we map the process, the data sources, the person who owns the output, and the regulatory frame. Then a prototype on your real data, iteration, a production rollout with an audit log, and a walkthrough so your team can operate it without us. Model and data-residency decisions are made up front, not during the build.
What the engagement delivers
A working system in your environment (not a sandbox), prompts and tool definitions versioned in git, an audit log of operations, a cost model per 1,000 operations, a guardrails document covering personal-data handling and refusal cases, and a team walkthrough. Where the work touches GDPR, NIS2, or sector regulation, you also get the controls map for the conformance report.
Security, GDPR, and cost control
Personal data does not leave the client jurisdiction without an explicit transfer mechanism in the contract. For companies with sensitive data, the practical answer is often a self-hosted model on EU infrastructure with audit logging instead of a hosted API. Every engagement has a known operating cost per 1,000 operations, so scaling is not a leap in the dark.
In-house team vs external implementation
Building in-house AI capability is months of hiring and production mistakes. We bring a ready engineering pattern: production agents, guardrails, and a cost model from day one, then hand the system to your team to maintain. You pay for a shipped result, not for experiments.
Frequently asked questions
Which AI models do you work with?
Anthropic Claude (Sonnet, Opus, Haiku) is the default for production agents, OpenAI GPT for drafting where the style fits, and self-hosted Llama or Mistral when data residency or cost rules out hosted APIs. The model is a parameter, not the project.
Do you build customer-support chatbots for companies?
Yes. We build chatbots grounded in a company's knowledge and offer, with clear topic boundaries, escalation to a human, and a conversation log. The bot does not promise things out of scope or make money decisions without a human. It is engineering with a gate, not a widget dropped on a page.
Do you work with the WordPress AI API and Abilities API?
Yes. They are the canonical integration surface in WordPress 7.0 and later. We use that pattern for safe admin operations and the AI services registry in client work.
Do you build agents, MCP servers, and Claude skills?
Yes. For B2B teams on Claude Enterprise, ChatGPT Enterprise, or self-hosted agent stacks, we ship custom skills and MCP servers that expose internal operations as agent-callable tools. The deliverable lands in the client repository and composes into the daily workflow.
Can AI replace our team or development?
No, and selling that would be a misrepresentation. AI compresses the cost of specific tasks (drafting, audits, tooling, triage) inside the team's work. It does not replace decisions about architecture, security, compliance, or business outcome.
How do you handle GDPR and data residency?
Personal data does not leave the client jurisdiction without an explicit transfer mechanism in the contract. For companies with sensitive data, the practical answer is often a self-hosted model on EU infrastructure with audit logging. The decision sits in discovery, not at deployment.
How much does AI implementation cost?
Each engagement is quoted individually after reviewing scope, data sensitivity, model selection, and integration complexity. The cost model per 1,000 operations is delivered as part of the engagement, so the operating cost is known before scale-up.
How do we start, and what does discovery look like?
The easiest start is to describe one process that eats your team's time. In discovery we map that process, the data sources, the output owner, and the regulatory frame, then propose the scope of a first implementation that genuinely pays back.
How long does an AI implementation take?
It depends on scope. A first useful implementation of one process is usually weeks, not months. Larger multi-module integrations are staged with a measurable result after each step.
Does this make sense for a small or mid-sized company?
Yes. You do not need to start with a large programme. We pick one repetitive process that pays back (content drafts, ticket triage, lead qualification), ship it with cost control, and only then scale.
Explore other WordPress services and knowledge base
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Supporting articles
WordPress Playground now supports MCP (Model Context Protocol), letting AI agents like Claude and Gemini install plugins, run PHP, and manage WordPress directly in the browser. What this means for developers and agencies.
How to register, discover and execute WordPress abilities with JSON Schema, permission callbacks and authenticated REST endpoints.
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AI Implementation for Companies: Automation, Agents & Chatbots
Recommendations and reviews of working with WPPoland
Selected recommendations from WordPress, WordCamp and e-commerce leaders - with a focus on delivery on time, technical depth, and a business-driven approach to WordPress development.
Karolina Czapla
Marketing Strategist, Performance & Digital Strategy
“Working with Mariusz on WordCamp has shown me how rare it is to combine deep technical skill with genuine leadership. He plans, coordinates and delivers with precision, while giving the team space to grow and contribute....”
Co‑organiser, WordCamp Gdynia 2024 & 2025
Anna Kamińska
Talent Acquisition Specialist / HR People Partner
“Mariusz's portfolio speaks for itself. It reflects his precision, versatility and sense of responsibility. You can trust him to guide a project from idea to delivery, keep stakeholders informed and make sure things are d...”
Worked on the same team
Sarah‑Luisa Kwolek
IT Project Management & Product Owner, Web/App
“For over two years I could always rely on Mariusz to handle WordPress tasks calmly and professionally, from styling and templating to third‑party integrations. He brings steadiness to the team and keeps the frontend side...”
Mariusz was her client for WordPress work
Argert Boja
Senior Full‑Stack Developer
“Mariusz is the teammate everyone hopes for: strong full‑stack WordPress skills, clear explanations and a positive attitude even under pressure. He moves easily between custom plugins, performance work and Gutenberg layou...”
Worked alongside Mariusz on WordPress projects
Varun Patil
Growth & CRM Lead
“Beyond development, Mariusz understands SEO, analytics and growth. He talks directly with stakeholders, asks the right questions and ships solutions that move business metrics, from AMP to tracking to performance.”
Managed Mariusz on growth initiatives
Rafał Osiński
Founder @ EasyTrips.pl, Senior WordPress Dev
“I've known Mariusz through the WordPress community for many years. He's reliable, deeply involved and consistently shows up, at meetups, WordCamps and in projects. If you care about long‑term collaboration and someone wh...”
WordPress community co‑organiser
Daniel Blossfeld
Process Optimization & Digitalization Consultant
“I had the pleasure of working with Mariusz for almost three years. During that time, his WordPress development skills proved invaluable across a range of projects, from website builds to online member areas and even Shop...”
Mariusz was his client for WordPress work
Natalie Wiszczor
CRM & E-Mail Marketing Manager
“I had the great pleasure of working with Mariusz for over 4 years in the technical field. During this time, he proved to be a competent and reliable colleague. What stood out in particular was his friendly nature and his...”
Worked with Mariusz on different teams
Mark Chalklen
Head of Design & Build at Itineris Limited
“Mariusz is a great member of the team, always happy to get stuck into any task and happy to learn new things. A great communicator and all round nice guy to work with. Hard to beat on our weekly Strava leader board thoug...”
Managed Mariusz directly
Jessica Di Pasquale
Leading SEO initiatives with data-driven growth strategies.
“Mariusz is a very skilled, patient and expert guy. Always ready to help and to fix errors, I really appreciated working with him. He is such a great colleague!”
Managed Mariusz directly
Biki John
Content Marketing Aficionado & SEO Enthusiast
“It was great to work with Mariusz. I really appreciated his extensive knowledge of WordPress and how that came in handy whenever I needed support navigating the CMS. I commend Mariusz totally for his patience, good natur...”
Worked with Mariusz on different teams
Rafal Borowiec
Software Developer, Consultant, Manager and Lecturer
“I had an opportunity to work with Mariusz for 7 months. He excels in technical optimization for search engines (SEO). Mariusz has also strong expertise in AMP development, GTM, and GA. Mariusz feels very comfortable with...”
Managed Mariusz directly
Belinda Koch
Web-Tracking Analyst at TUI
“Mariusz is a great person to work with. He is extremely motivated to learn new things and share his knowledge, and is very knowledgeable on a wide range of topics. We worked together on digital analytics and tracking top...”
Worked with Mariusz on digital analytics and tracking topics
Ali Nezamolmaleki
Growth, SEO, Analytical thinking, AMP
“Mariusz is an extremely talented person in his field of work. He is always capable of giving a new perspective to solve problems and to think out of the box in situations where everything seems to be locked. Working with...”
Worked with Mariusz on the same team
Karol Jakubcewicz
Front-end / JavaScript Developer
“Mariusz is an incredibly experienced WordPress developer and SEO/SEM specialist I've had the pleasure to work with for almost two years. As a pilot of the team responsible for AirHelp's website development, he's been one...”
Worked with Mariusz on the same team
Paweł Lewczuk
Front-end developer, WordPress developer
“I collaborated with Mariusz on several projects and our cooperation was always exemplary. I believe there are many more joint projects ahead of us. Highly recommended!”
Mariusz was Paweł's client
Przemek Wroblewski
Software Developer with 20+ years of experience
“I found Mariusz as someone with great expertise and profound knowledge of frontend solutions. Powerful, knowledgeable and accountable WordPress developer. Has an easiness to build interpersonal relations with others. He ...”
Worked with Mariusz on different teams
Tell us about the process you want AI to support.
Send the workflow you want to automate, the data sources, who owns the output, and the regulatory frame (GDPR, NIS2, sector-specific). We come back with scope and a quote.
Book an AI implementation call