Use cases

A different service, a different window

The connection is a question in an assistant that supports MCP. The chat is a question on your address. The figures below are examples, not a real company's data.

Connection

You ask in your own assistant

Someone who already has an assistant stays in that window. They do not open a new address. The examples below are made up.

Contract

“When can Glass Supplier terminate our contract, and what is the contractual penalty?”

“The contract can be terminated with 60 days' notice. If a payment is more than 21 days late, the penalty is CZK 15,000.”

60 days' notice, penalty CZK 15,000.

Contract_Glass.pdf · clause 7

Overdue invoices

“How many invoices from Benes Print are overdue, and for what amount?”

FV-2026-044 for CZK 31,200 and FV-2026-051 for CZK 17,400, both overdue.

2 invoices, CZK 48,600 together.

Pohoda · received invoices

Orders

“Which orders from this week still have no delivery note?”

View open_orders, status without a delivery note, this week.

8 orders.

PostgreSQL · view open_orders

Email

“When did customer Horak last write to us about service?”

The last message was on Monday, subject Service for line 2.

On Monday, subject Service for line 2.

Email · service mailbox

Chat

You ask at ai.vasefirma.cz

The team signs in at your address. They do not need their own Claude or ChatGPT subscription. The examples below are made up.

Returns

“What is the process when a customer returns goods within 14 days?”

“We accept the return, record the number, and within 14 days we refund the money or exchange the goods. We email the customer a confirmation.”

Accept it, record the return number, and within 14 days refund the money or exchange the goods.

Returns_policy.docx · item 3

Plan

“How many users are on the Pro plan, and what is the storage limit?”

“Pro plan: up to 25 users and 200 GB of shared storage.”

25 users, 200 GB.

Plan_spec.pdf · Pro plan

Customers

“How many Pro-plan customers did not renew this year?”

View active_customers, status not renewed, year 2026.

37 customers.

PostgreSQL · view active_customers

Margin

“Which item had the highest margin over the last 90 days?”

Service retainer, margin 62%, period 90 days.

Service retainer, margin 62%.

Accounting · items over 90 days

Next step

Which service do you want to start with?

The connection for people who already have an assistant on MCP. The chat on your address for a team that does not want personal subscriptions.

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