Notes from the inside of real AI infrastructure.
What we ship for customers, what works, what does not, and the patterns we keep seeing across enterprise teams adopting Claude.
What a company AI assistant costs, and what actually sets the price
The price is not in the model. It is set by the bridges to your systems, by who is allowed to see what, and by how many procedures you have written down.
Company data and the bank account: what connecting your account to Claude really means
Your bank statement is the most accurate picture of the company you have, and it ends its life as a spreadsheet export. Here is what changes when you can ask about the movements directly, and who exactly gets to see them.
How many MCP servers does a company actually need
Most companies assume they have to connect everything at once. In practice, two or three well chosen bridges cover most of the daily work, and the rest gets added when people ask for it.
CRM reports on demand: what it takes, and how permissions hold
Standard reports answer a question somebody asked a year ago. Here is what reporting looks like when everyone writes their own question and sees only the rows they are entitled to.
Invoice matching: the check your bookkeeper should not do by hand
Does the supplier invoice agree with what you ordered and with what actually arrived? How Claude runs that check across accounting, stock and approval history, and what it does when the numbers disagree.
A CRM report in a minute: asking your sales numbers inside the CRM
A manager asks in plain language, Claude reaches into the CRM through a bridge that carries their own permissions, and returns the numbers they are allowed to see. Everyone gets their own view. Nobody downloads a spreadsheet.
An AI personal assistant: what it needs to know to save a CEO time
A general assistant can write an email, but it does not know your numbers, your deadlines or your people. The difference between a toy and an assistant that saves you an hour a day is what it is connected to.
Where is my order: an answer from your own systems in seconds
The most repeated support question has the dullest fix: find the order number, open the warehouse, check the carrier, write the mail. Give Claude the same reads your operator has and all four happen at once.
Czech CRM connected to AI: what it means for a sales team
Most Czech companies run a CRM that records well and answers badly. Here is what changes when the same database is opened to Claude with one person’s permissions.
System integration: what it means and the words you will hear
Integration, connector, API, MCP. A short glossary of the terms that come up when you connect company systems to AI.