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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: CRM contact cards and an invoice flow through a blue bridge carrying Claude into a triangular grid of new customers, where those who bought a second time glow green.
Sales · Connected data

CRM reports on new customers: who comes back for a second purchase

Winning a customer costs money, keeping one costs less. When Claude can see both your CRM and your invoicing, it tells you within a minute which of last year's new customers came back and which ones a salesperson should call this week.

ClaudeMCPCRM
October 2026 · 7 min readRead →
Infographic: a CRM task board split into columns by person flows through a blue MCP bridge with Claude and a lock into a workload panel of horizontal bars, the top bar glowing green.
HR · Team workload

CRM team workload reports: who has too much on their plate and who could take on more

Open tasks, active deals and waiting clients are already split by person in your CRM. A shared skill in Claude turns them into a workload overview every Monday, with the permissions of whoever asks.

ClaudeMCPTeam workload
October 2026 · 7 min readRead →
Infographic: CRM customer cards flow through a blue MCP bridge with Claude and an identity lock into a bar chart where the five tallest bars glow green.
Management · Reporting

CRM reports on revenue concentration: how much of your turnover hangs on five names

Most smaller companies sense that a few buyers carry a large share of revenue, but nobody has the exact figure to hand. When Claude reads straight from your CRM and accounting, you get the answer in one sentence, with no export.

ClaudeMCPCRM reporting
October 2026 · 6 min readRead →
Infographic: a returned parcel, an envelope and a customer card feed through a blue bridge with Claude into a bar chart report whose tallest bar glows green.
Operations · Returns

CRM reports on product returns: why your products come back, and from whom

Returns are logged in the e-shop, the reasons sit in email and the customers live in the CRM. Claude, connected to all three through MCP servers, tells you which product and which kind of customer cost you the most work.

ClaudeMCPReturns
October 2026 · 7 min readRead →
Infographic: customer cards and an invoice on the left travel through a blue bridge with Claude and an identity lock, arriving on the right as a ranked list with opportunities highlighted in green.
Sales · Cross-sell

CRM reports on cross-selling: which customers to offer what they don't buy from you yet

Most regular customers buy one or two things from you and never hear about the rest of the range. Claude connected to your CRM and invoicing shows you in one sentence who is missing what, and who to call first.

ClaudeMCPSales
October 2026 · 7 min readRead →
Infographic: a network of existing customers with lines leading to new customers, a blue bridge with Claude and a lock, and on the right a report whose top row is highlighted in green.
Marketing · Skills library

CRM referral reports: which customers bring you new ones

Referrals are often the cheapest business you get and the one nobody tracks. One shared skill in your skills library, and every month Claude shows you where new customers came from and who deserves a thank-you.

ClaudeMCPReferrals
October 2026 · 7 min readRead →
Infographic: a CRM customer card and an accounting invoice sheet flow through a blue bridge with Claude and an identity lock into a bar chart of customers, with late payers highlighted in amber.
Finance · Receivables

CRM reports on payment behavior: who pays late and what to do about it

You already know who pays on time and who keeps you waiting. It sits in your CRM and in Pohoda. Claude joins the two on one question and shows which customers need tighter terms before the bank balance runs short.

ClaudeMCPReceivables
October 2026 · 7 min readRead →
Infographic: a stack of deal cards with discount tags on the left, a blue bridge with an amber Claude dot and a lock in the middle, and a ledger panel with a green summary row on the right.
Finance · Connected data

CRM reports on discounts: what the discounts nobody adds up are costing you

Every discount in the CRM has a reason, but few people know how much margin they took away in total. When Claude can see both the CRM and invoicing in Pohoda, one question answers it instead of an afternoon of spreadsheets.

ClaudeMCPDiscounts
October 2026 · 7 min readRead →
Infographic: two ledger cards on the left, a blue bridge with Claude and an identity lock in the middle, and twelve monthly bars with a seasonal curve and green-lit peaks on the right.
Management · CRM reporting

CRM reports on seasonality: when your company sells most and when to prepare for the slowdown

Most smaller companies feel their seasonality but have never measured it. Claude connected to the CRM and the accounting system shows which months carry revenue and when to plan stock, staff and campaigns.

ClaudeMCPSeasonality
October 2026 · 7 min readRead →
Infographic: on the left a list of promised dates from the CRM, in the middle a blue bridge with Claude and an identity lock, on the right warehouse shelves and a morning report with one row flagged as a risk.
Operations · Skills library

CRM reports on delivery deadlines: which customer promises will slip

The promised date sits in the CRM, the real state of production and stock sits somewhere else. A shared skill in the skills library compares them every morning and shows where a delay is coming, before the customer calls.

ClaudeMCPOperations
October 2026 · 7 min readRead →