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Doświadczenia z AI, automatyzacją i oprogramowaniem na zamówienie: co działa i gdzie firmy popełniają błędy.

Artykuły dla zespołów deweloperskich →

Agenci AI

Agenci AI

Human in the loop: when should an AI agent wait?

Human in the loop means an AI agent does the work and a person approves it at agreed points. Which steps to approve, how to avoid approval fatigue and when to let the agent work alone.

Agenci AI

AI guardrails: what a business AI agent must not do

AI guardrails are rules and checks that decide what an AI agent may and may not do. The difference between an instruction in the prompt and a guardrail in code, 7 things a business agent must not do alone, and what to ask a supplier.

Agenci AI

Agentic AI for business: what it is and what it means

Agentic AI is AI that does not just answer but does the work itself, within the guardrails you give it. How it differs from generative AI and automation, where it pays off for a business and what to prepare before you let an agent in.

Agenci AI

Prompt injection: how to protect an AI agent at work

Prompt injection is an attack in which someone hides instructions for the AI in an email, document or web page, and the agent follows them. Why it is more serious for agents than for chatbots, what lowers the risk and what to ask a vendor.

Agenci AI

AI hallucinations: why AI makes things up, how to limit it

An AI hallucination is an answer the model made up but presents confidently as fact. Why it happens, where it is cheap and where it is expensive in a business, and how to limit it: sources, checks in code and a person on important steps.

Agenci AI

How much does an AI agent cost for a business?

With us, an AI agent for a business is part of a subscription from €3,980 a month excl. VAT, or a fixed price. Scope, connections and operation set the price, not the model.

Agenci AI

AI agent for customer emails: where to start

An AI agent for customer emails works when you introduce it in three steps: understand the mail, drafts with approval, and only then on its own. For a client with online sales: a reply within 5 minutes.

Agenci AI

What is an AI agent? Plain answer, business examples

An AI agent is software that gets a goal and picks the next step itself, within the limits you set. How it differs from a chatbot and from automation, a real example with numbers, and when you do not need one.

Automatyzacja procesów

Automatyzacja procesów

Agentic workflow vs automation: which fits your process

An agentic workflow is a process in which an AI agent picks the next step itself. Classic automation follows fixed steps. A test for when rules are enough, when you need an AI step and when an agent, with an example from our own accounting.

Automatyzacja procesów

How to automate order processing from email

AI reads the order email, fills the data into your system, and a person only confirms it. Once checking stops finding errors, selected types go through on their own. The process, a field table and what we learned in freight forwarding.

Automatyzacja procesów

Invoice data extraction: OCR tool or a whole system?

An invoice extraction tool reads the PDF, but approval, matching and posting often stay manual. How to measure where the time goes, when OCR is enough and when you need end-to-end automation.

Automatyzacja procesów

Web scraping for business: when a crawler pays off

Competitor prices, supplier catalogs and public registers can be collected automatically. When a crawler pays off, what breaks, what is legal and why it does not last without monitoring.

Automatyzacja procesów

Pohoda API: connecting your system and who maintains it

Retyping invoices and orders into Pohoda, Money or iDoklad by hand? Accounting programs have XML or REST APIs, so they can be connected. What you can connect, where the hard part is, and who keeps it running.

Z Excela do systemu

Z Excela do systemu

Excel as a CRM: where it breaks

Excel as a CRM works while one person handles each customer. It breaks with a second salesperson, a forgotten follow-up and emails outside the sheet. A structure that lasts, and when to move on.

Z Excela do systemu

Inventory in Excel: when to switch to a system

Inventory in Excel works while one person moves the stock and logs every movement right away. A simple sheet structure that lasts, and 5 signs you need a system.

Z Excela do systemu

When is Excel no longer enough for a business?

Excel stops being enough when several people write into it at once and the process lives in colours and in one person's head. 5 signs, alternatives to Excel and what we learned in freight forwarding.

Z Excela do systemu

Shared Excel for multiple users: why it breaks

Shared Excel works through OneDrive or SharePoint in Microsoft 365. It breaks on edits to the same row, an old Excel version and different permissions. What co-authoring solves and what it does not.

Własność oprogramowania i dostawcy

Własność oprogramowania i dostawcy

How much does custom software cost?

The cost of custom software depends on the number of processes, integrations, data migration and who runs it. With us from €3,980 a month, or a fixed price for a bounded scope. Compared with projects and SaaS.

Własność oprogramowania i dostawcy

Who owns the source code of custom software?

Under Slovak copyright law, the client usually exercises the economic rights to software made to order. But rights are not the same as having the code. What to check in the contract and at handover.

Własność oprogramowania i dostawcy

Vendor lock-in: how to tell you are trapped

Vendor lock-in means you cannot leave a software vendor without losing data, money or time. 8 signs, when lock-in is fine, and what a contract you can walk away from looks like.

Własność oprogramowania i dostawcy

Freight forwarding software: off-the-shelf or your own?

An off-the-shelf TMS is enough while you work like most forwarders. When the way your dispatchers work is your edge, the box holds it back. A comparison, 5 questions to decide and when not to build your own.

Własność oprogramowania i dostawcy

Migrating data from SaaS to your own system, no downtime

How to leave a system you do not own: what to check in the contract, how to get your data out and how to switch without downtime. Five steps.

Własność oprogramowania i dostawcy

B2B portal or B2B e-commerce store? How to choose

A B2B e-commerce store sells to new business customers. A B2B portal serves the ones you already have: their prices, orders, delivery status and invoices. Comparison, self-test and what drives the cost of a portal.

Dla założycieli

Dla założycieli

How to take over an app from another vendor

You take over an app from another vendor in three steps: secure the code, access and data, have someone look into the code, and only then decide. A checklist and the three possible verdicts.

Dla założycieli

Vibe coding to production: what the prototype is missing

A vibe-coded prototype gets to production once you add security, backups, repeatable deployment, tests and monitoring. What is missing, how to check it and when to start over.

Dla założycieli

PWA vs native app: which one does your business need?

A PWA is enough when the people using the app get it from a link you send. Go to the App Store and Google Play when new people should find you there or you need features the web lacks. Comparison, self-test and how to start.

Dla założycieli

Mobile app development cost: what drives the price

Mobile app development cost depends on the path (PWA, React Native with Expo, or native), the scope of the first version and operations after launch. With us from €3,980 a month, or a fixed price per project.

Dla założycieli

How long does MVP development take? What goes in v1

The first usable version of an MVP should take weeks, not months. What goes into it, what does not, what a sensible timeline looks like and how to spot a badly set scope.

Czas przestać planować i zacząć działać.

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