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Blog · field notes

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.

Infographic showing the data flow from an e-shop order through an MCP bridge into the Pohoda accounting system.
Connect your data

Pohoda connected to your e-shop: orders, stock and invoicing in one place

Every order from your e-shop ends up copied by hand into Pohoda. An MCP server removes that step entirely.

ClaudeMCPPohodae-commerce
July 2026 · 7 min readRead →
Editorial infographic showing three business systems connected through an MCP bridge to Claude at the centre.
Explainer

MCP server: what it is and three real-world examples

An MCP server is a small bridge between Claude and a system your company already uses. We explain the concept through three practical examples: invoicing, CRM, and company documents.

ClaudeMCPexplainer
July 2026 · 7 min readRead →
Schematic infographic showing data flow between Azure DevOps boards and Claude through an MCP server with a lock icon representing user permissions.
MCP server

MCP server and Azure DevOps: sprint status and builds directly in Claude

A development team stops switching between Azure DevOps and their chat window when Claude can ask about pipeline status or open work items itself. An MCP server is the bridge that makes it possible, without sharing credentials.

ClaudeMCPAzure DevOpsDevOps
July 2026 · 7 min readRead →
Schematic infographic: left side shows a stylised company data hub (CRM, mail, documents), centre shows an MCP bridge with a Claude orb and identity lock, right side shows an assistant panel with completed rows highlighted in green.
AI Infrastructure

A personal AI assistant that knows your company

A personal AI assistant is useful. One that sees your orders, emails and CRM without sending your data to a third-party server is a different matter entirely.

ClaudeMCPinfrastructuresecurity
July 2026 · 7 min readRead →
Schematic infographic showing a direct data flow from a CRM system through an identity-scoped MCP bridge into a completed sales report.
Sales and CRM

CRM reporting without exports

A sales report shouldn't come from copying columns out of your CRM into a spreadsheet. When Claude talks directly to your CRM, the overview is ready before the coffee finishes brewing.

ClaudeMCPCRMreporting
July 2026 · 7 min readRead →
Schematic infographic showing data flow from a project order through an MCP bridge with Claude into an issued invoice in an accounting system.
Automated Invoicing

Automated invoicing: how to set it up without coding and what it saves

A company issues dozens of invoices a month. When Claude knows your projects, your price list and your accounting system, it prepares most of them on its own.

ClaudeMCPInvoicing
July 2026 · 7 min readRead →
Schematic infographic showing five isolated company systems on the left, an MCP bridge with an identity lock in the center, and a Claude orb on the right, connected by a luminous data flow.
Data Infrastructure

Company data and AI: where to start so it actually works

Most companies have data scattered across five systems and an AI assistant that sees none of it. This article explains what to connect first and why the order matters.

ClaudeMCPData Integration
July 2026 · 7 min readRead →
Schematic infographic: left a stylised sales rep chat bubble, centre an MCP bridge with Claude orb and identity lock, right a Pohoda invoice panel with a confirmed line item glowing green.
Invoicing

Automatic invoice generation: connecting Pohoda to Claude

Invoices can be issued without manual re-keying. Connect Pohoda to Claude via an MCP server and the document creates itself from a sales rep's plain-text request.

ClaudeMCPPohodainvoicing
July 2026 · 7 min readRead →
Schematic infographic: left a stylised ledger as data source, centre an MCP bridge with Claude orb and identity lock, right a receivables panel with the most recent row glowing green.
Accounting

AI for accounting: what Claude can actually do with your Pohoda data

Your accounting software is full of data. Your AI has no access to it. Connecting Pohoda to Claude via an MCP server means you can just ask about invoices, due dates, and cash flow in plain language.

ClaudeMCPPohodaAccounting
July 2026 · 7 min readRead →
Infographic showing data flowing from projects, CRM and accounting through an MCP bridge into a single manager summary.
Company overview

What's happening in the company: a summary without meetings or reports

Instead of a weekly round of status meetings, the manager asks one question and gets a summary from projects, CRM and finances at once. Claude reads data, not people.

ClaudeMCPmanagement
July 2026 · 7 min readRead →