aistack
Book consultation →
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 data flow from a CRM through an MCP bridge into the Pohoda accounting system: payment terms travel automatically without a human intermediary.
Connect your data

Payment terms straight from the CRM, no questions asked

Your accountant no longer waits on the sales team. Claude looks up the agreed terms itself, in the CRM where they already live.

ClaudeMCPCRMinvoicing
July 2026 · 7 min readRead →
Infographic showing the data flow from a PDF invoice through an identity-scoped MCP bridge into an accounting system: stylised document on the left, a luminous blue conduit with a Claude orb and lock badge in the centre, and accounting records with the latest entry highlighted in green on the right.
Finance & Accounting

Invoices that file themselves

Manually retyping received invoices into your accounting system is work that someone at every small company does every month. They don't have to.

ClaudeMCPAccounting
July 2026 · 7 min readRead →
Data-flow diagram: product spec card on the left, MCP bridge in the centre with identity lock, five output formats on the right (web, catalogue, email, social, meta), top row glowing green as completed action.
Skills library

A new product described in five minutes, not five days

Every new product in your e-shop means copy for the website, catalogue, social media and newsletter. We show how Claude takes one technical spec card and assembles all formats at once, straight into the systems the e-shop already uses.

ClaudeMCPSkills libraryMarketingE-shop
July 2026 · 7 min readRead →
Infographic showing data flowing from project tools and CRM through an MCP bridge into a manager summary, no meeting required.
Running the business

The meeting that never happened

Every week, hours of people sit in a meeting whose only purpose is to find out where things stand. Claude finds out on its own: from your systems, in two minutes, no calendar invite needed.

ClaudeMCPmanagement
July 2026 · 7 min readRead →
Schematic editorial infographic showing data flowing from a warehouse inventory system through an MCP bridge into a sales quote, rendered in AI stack brand colors on a dark background.
Sales & Inventory

A quote without waiting for the warehouse

A sales rep asks about stock availability and Claude answers directly from the warehouse system, no phone call, no email, no waiting. How connecting inventory data to your sales team gets every quote out at the right moment.

ClaudeMCPinventorysales
July 2026 · 7 min readRead →
Infographic showing data flowing from a CRM panel through an MCP bridge into a ready contract draft: CRM panel on the left, blue identity-locked conduit in the centre, document with a green-highlighted signature line on the right.
Sales & CRM

Contract ready to sign before the customer puts down the phone

A sales rep closes a call and Claude immediately drafts a contract from CRM data, no waiting for legal or a template buried in email.

ClaudeMCPCRMsales
July 2026 · 7 min readRead →
Schematic infographic: left a stylised payroll ledger, centre an MCP bridge with Claude orb and identity lock, right an HR panel with a freshly completed answer highlighted in green.
HR & payroll

Payroll calculations without waiting for IT or the accountant

An HR manager asks Claude about the impact of a contract change and gets an answer in thirty seconds, not three days. The data stays where it belongs.

ClaudeMCPHR
July 2026 · 7 min readRead →
Schematic infographic: left a stylised Pohoda accounting panel, centre an MCP bridge with a lock badge and Claude orb, right a summary table with the answer row highlighted in green.
Finance & data

Pohoda talks to Claude: financial overview without a single export

Most Czech business owners spend hours every week pulling reports from Pohoda into Excel. Here is how Claude reaches directly into Pohoda and answers before you have opened a new tab.

ClaudeMCPPohodafinance
July 2026 · 7 min readRead →
Infographic showing data flowing from a warehouse system through an MCP bridge to an alert for the responsible team member.
Inventory

A stock alert before the first cancellation arrives

Most businesses find out something is missing only when the customer calls. Claude monitors stock levels continuously and notifies the right person while there is still time to act.

ClaudeMCPInventoryE-commerce
June 2026 · 7 min readRead →
Schematic infographic diagram showing data flowing from five stylised data sources through an MCP identity bridge into a single reporting panel.
Reporting

A report from five systems at once: no exports needed

Every Friday, someone on the team spends two hours pulling data from the CRM, accounting, and warehouse into one spreadsheet. Claude does it in five minutes and answers follow-up questions immediately.

ClaudeMCPReporting
June 2026 · 7 min readRead →