Articles grouped by business problem, industry, and system type.
Prepare the data evidence for a high-risk AI project: where examples came from, what they represent and which parts of the intended use remain untested.
A system's purpose and behaviour matter more than its product label. Prepare the feature description and unresolved questions for a prohibited-practices review.
Plan the information people see when they first meet an AI assistant, and separate that interface work from obligations concerning generated content.
A department name does not settle whether an AI system is high-risk. Prepare the intended use, output and decision process for a classification review.
The AI Act applies in stages, and the July 2026 amendment changed important dates. Record the provision and system behind each task before scheduling work.
ChatGPT helps choose a product: it shows cards with the price, a photo and reviews, compares offers and sends the customer to the store, where the purchase is completed. OpenAI ended purchases made entirely in the chat on 24 March 2026. So sales depend on whether ChatGPT finds the product, describes it correctly and gives a link. A product data audit costs from €600 net at Syntalith, and feed automation from €3,000.
UCP, the Universal Commerce Protocol, is an open standard from Google and Shopify through which an AI agent finds a store's products, builds a basket and runs the purchase. According to Google, buying through UCP in AI Mode and Gemini today covers eligible products in the US, Canada and Australia, for selected merchants. A store in the EU prepares its product data and measurement now.
Buying a model API does not settle your role in the finished AI system. Map the product, its intended use and the organisations involved before agreeing the implementation scope.
Start AI in team tools by naming the place where the current state of a task applies. When the agreements are in Slack and the deadline in Jira or Asana, you need a rule for moving and approving changes. Ready-made rules handle simple notifications for €0. At Syntalith, an automation that reads the conversation and proposes a change costs from €3,000 net and at 400 changes a month pays back in 5.1 months.
A plain meeting summary often comes from a tool the company already uses, once the licence and settings are checked. You pay separately when approved decisions have to reach the CRM or a project tool as tasks with an owner and a deadline. Such an automation costs from €3,000 net at Syntalith. At 120 meetings a month it pays back in 2.5 months.
Checking a bank account in Poland's VAT payer register often needs neither AI nor an app of your own. Automation makes sense when an employee regularly retypes identifiers, saves confirmations and links them to a case in another system. At Syntalith it costs from €3,000 net. At 600 checks a month at 6 minutes each, it pays back in 1.7 months.
Receiving invoices from KSeF, Poland's national e-invoicing system, can cost nothing: the Ministry of Finance offers the free KSeF 2.0 Taxpayer Application. You pay for the work after receipt: the description, assignment to a project, coding and clearing up gaps. At Syntalith, automating this work costs from €3,000 net. At 1,000 cost invoices a month it pays back in 2 months.
Before you buy automation around an accounting program, separate three tasks: receiving the invoice from KSeF, reading the image of a document and preparing the information the accountant needs. They use different features and licences, and an invoice available in KSeF needs no second reading from an image. At Syntalith an automation costs from €3,000 net, and with 1,000 invoices a month at 3 minutes each it pays back in 2.0 months.
You price the first AI integration with a company system by starting from the document an employee prepares, the interface through which the system will accept the record, and the approval that is binding. At Syntalith an automation of one process costs from €3,000 net. At 600 orders a month of 8 minutes each, it pays back in 1.4 months.
Automating orders from email into inventory software can end with a list of lines to check, or it can cover an agreed import. First check whether the customer can send data in a format the software already accepts. When orders arrive as free text, the automation costs from €3,000 net at Syntalith and pays back in 1.7 months at 600 orders a month.
Simple automations in sales and inventory software, such as an order notification or a scheduled report, are often handled by the vendor's module. You check its price in the vendor's price list and count the setup separately. Your own AI integration makes sense when orders arrive as free text in email. At Syntalith it costs from €3,000 net and pays back in 2 months at 600 orders a month.
An n8n agency is enough when the process fits ready-made connections and the team can handle exceptions in its current tools. An AI development company makes sense when you need a review panel, roles, custom logic or document reading with a model. With 1,200 documents a month, cutting the work from 5 to 3.5 minutes gives back 30 hours, or €1,047 a month, whatever the platform.
Automated cloud cost checks join the provider's cost data with the project register and the current service owners. The report shows old assignments, shared services and costs with no owner, and unclear cases go to people with a question. When the provider's tags lead to current people, its report for €0 is enough. Joining it with the register costs from €3,000 net.
Temperature exception automation links an alert from a data logger to the right shipment by the time the device was assigned, attaches the cargo's temperature requirements and gathers further alerts from the same event. The quality department assesses the deviation and decides about the goods. At Syntalith the automation costs from €3,000 net, and with 300 temperature alerts a month at 12 minutes each it pays back in 2.1 months.
Contract review automation starts the review as far ahead as the company sets: it asks the departments that use the service about their further needs, collects the answers with the contract and shows the coordinator the open questions before the renewal decision is due. At Syntalith the automation costs from €3,000 net, and with 60 contract reviews a month at 60 minutes each it pays back in 2.1 months.
AI automations
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