Examples / One company, end to end
One company, end to end

One company, one AI gateway – AI in every department

An example company with 250 employees that develops its own products. We follow Anna from her first day to her last and see where the AI helps: at every workplace, at reception and in the contact centre, in HR, IT, purchasing, marketing and sales.

The complete workflow

From the signed contract to the last working day

Fifteen stations in one continuous story. At each one: what the AI does, who decides, which systems are involved, and why it runs on the cloud AI or on the on-premise AI.

Show detailsHide details: From the signed contract to the last working day
JoinWorkMoveLeave
  1. 1
    Join

    The contract is signed

    Cloud AI · names replaced
    The AI does
    • Reads the contract and checks that nothing is missing
    • Asks for missing details
    • Starts every following step on its own
    Who decides

    HR confirms the start date

    HR system

    Why cloud: Reading a contract precisely needs a highly capable model. Names and figures are replaced by pseudonyms first.

  2. 2
    Join

    Accounts and access

    Cloud AI · names replaced
    The AI does
    • Creates the user account and the mailbox
    • Adds the right groups and folders for the role
    Who decides

    IT approves unusual permissions

    User accountsEmail

    Why cloud: Routine work for the highly capable model; names are replaced before anything leaves.

  3. 3
    Join

    Licences

    Cloud AI
    The AI does
    • Assigns the software licences the role needs
    • Looks for unused licences first and re-uses them
    • Only then proposes a purchase
    Who decides

    Purchasing approves new licences

    Licence management

    Why cloud: Only roles and licence counts, nothing confidential.

  4. 4
    Join

    Laptop, phone and number

    Cloud AI
    The AI does
    • Chooses the standard equipment for the role
    • Places the order and tracks the delivery
    • Sets up the phone extension
    Who decides

    The manager approves the order

    Ticket systemSupplier shopPBX

    Why cloud: A routine order, nothing confidential.

  5. 5
    Join

    The first day

    Cloud AI · names replaced
    The AI does
    • Writes the welcome email and the plan for the first week
    • Books the introduction training
    • Answers "how do I …?" questions at any time
    Who decides

    The manager adds a personal note

    TeamsIntranet

    Why cloud: A warm, well-written welcome needs a strong writer.

  6. 6
    Work

    Anna's everyday office work

    Cloud AI · names replaced
    The AI does
    • Drafts replies to her emails
    • Turns notes into a finished presentation
    • Builds Excel tables and evaluations from raw numbers
    • Summarises meetings and lists the to-dos
    • Finds the right document in seconds
    Who decides

    Anna checks, corrects and sends

    EmailPowerPointExcelTeamsDocument storage

    Why cloud: Good emails, slides and tables need the most capable model. Personal data is replaced by pseudonyms.

  7. 7
    Work

    Marketing

    Cloud AI
    The AI does
    • Drafts newsletters, posts and website texts in the company's tone
    • Translates them
    • Evaluates which campaign worked
    Who decides

    Marketing approves before anything is published

    WebsiteNewsletter toolStatistics

    Why cloud: Texts for the public: the strongest writer wins, and nothing is secret.

  8. 8
    Work

    Sales and customer service

    Cloud AI · names replaced
    The AI does
    • Prepares quotes from the price list
    • Updates the customer record after every call
    • Reminds the team of open follow-ups
    Who decides

    Sales approves every quote

    CRMERP

    Why cloud: Convincing quotes need a highly capable model; customer names are replaced.

  9. 9
    Work

    Reception

    Cloud AI · names replaced
    The AI does
    • Answers the main phone number and puts callers through to the right person
    • Registers visitors, tells the host and prepares the badge
    • Books meeting rooms
    • Sorts the incoming post and the general inbox
    Who decides

    Reception handles everything unusual

    PBXVisitor managementCalendarEmail

    Why cloud: A natural conversation on the phone needs a highly capable model.

  10. 10
    Work

    The contact centre

    Cloud AI · names replaced
    The AI does
    • Answers every call at once, day and night
    • Solves standard requests on its own
    • Suggests answers to the agent during a call
    • Writes the call summary and updates the customer record
    • Shows why customers are calling this week
    Who decides

    Agents take over anything complex or emotional

    PBXCRMTicket systemKnowledge base

    Why cloud: Understanding callers and solving their request needs the most capable model.

  11. 11
    Work

    Research and development

    On-premise AI
    The AI does
    • Searches lab notes, test results and earlier studies
    • Compares test series and summarises the findings
    • Drafts reports and patent texts
    Who decides

    The researchers check every result

    Lab notesTest dataPatent drafts

    Why on-premise: Here the content itself is the secret. A formula cannot be hidden behind a pseudonym, so it never leaves the building.

  12. 12
    Work

    IT keeps watch in the background

    On-premise AI
    The AI does
    • Reads the logs of all systems around the clock
    • Tells normal from unusual
    • Explains a problem in plain words and opens a ticket with the likely cause
    Who decides

    IT decides how to fix it

    MonitoringServers & networkTicket system

    Why on-premise: System logs show how the network is built. They cannot be masked, so they stay inside.

  13. 13
    Work

    Assessments and reviews

    Cloud AI · names replaced
    The AI does
    • Collects goals, results and feedback for a review
    • Pre-fills supplier and security questionnaires
    • Summarises the evidence for an audit
    Who decides

    People assess people – the AI only prepares

    HR systemDocuments

    Why cloud: Names are replaced by pseudonyms; the judgement stays with people.

  14. 14
    Move

    Anna changes department

    Cloud AI · names replaced
    The AI does
    • Adjusts permissions, licences and mailing lists to the new role
    • Removes what is no longer needed
    Who decides

    The new manager confirms

    User accountsLicence management

    Why cloud: Routine work; names are replaced.

  15. 15
    Leave

    Anna leaves the company

    Cloud AI · names replaced
    The AI does
    • Locks accounts and access on the last day
    • Returns the licences
    • Hands over the mailbox
    • Requests laptop and phone back, releases the number
    Who decides

    HR and IT confirm

    User accountsLicence managementTicket system

    Why cloud: Routine work; names are replaced.

Station 6 in detail · the normal office day

What changes for Anna at her desk

No new application to learn. The AI sits in the tools she already uses and takes over the first draft of almost everything.

Show detailsHide details: What changes for Anna at her desk
8:30

The inbox

Twelve emails came in overnight. For each one a draft reply is waiting. Anna reads, corrects two, sends.

10:00

The meeting

The AI listens in. Afterwards the summary and the list of to-dos are already in the team channel.

11:30

The Excel table

"Show me sales by region for the last three years." The table and the chart are ready in a minute.

14:00

The presentation

Anna's bullet points become ten clean slides in the company design. She adjusts the wording.

15:30

The search

"Where is the framework contract with supplier X?" The AI finds it and quotes the paragraph.

16:30

The quote

A customer asks for prices. The AI prepares the quote from the price list; Anna approves it.

On-premise or cloud

The strong AI for quality, the on-premise AI for know-how

Anna's company uses two AIs. A simple rule decides which one does the work: personal data can be replaced by pseudonyms, company secrets cannot.

Show detailsHide details: The strong AI for quality, the on-premise AI for know-how

Cloud AI The most capable models, such as Claude

  • Why. The top cloud models are several times more capable than any model that can run on company-owned servers.
  • Where that strength is needed. Emails and letters that must read well. Presentations and reports. Analyses in Excel. Long contracts and documents. Tasks with many steps. Conversations on the phone.
  • How the data is protected. Names, addresses, account and tax numbers are replaced by pseudonyms before anything leaves the office. The AI works inside the EU.
  • In Anna's company. 13 of the 15 stations: office work, HR, sales, marketing, reception, contact centre.

On-premise AI An open model on the company's servers

  • Why. Nothing leaves the building. If needed, the server runs with no internet connection at all.
  • Where that is needed. Wherever the content itself is the secret and no pseudonym can hide it: research results, formulas, product designs, patent drafts, system and security logs.
  • What it can do. Less powerful than the cloud models, but strong enough to search, compare, summarise and draft.
  • In Anna's company. 2 of the 15 stations: research and development, and IT monitoring.
How both work together
The complete overview

Everyone works through the same AI gateway – it connects every system

Ten departments on top, the company's software at the bottom. In between: one AI gateway that checks every step.

Who uses it
Office workplacesEmails, presentations, spreadsheets, meeting notes
ReceptionMain phone number, visitors, rooms, incoming mail
Contact centreAnswers calls, assists agents, writes the summary
Human resourcesOnboarding, role changes, offboarding, reviews
ITAccounts, licences, monitoring, log reading
Research & developmentLab notes, test results, patent drafts
MarketingNewsletters, posts, website texts
Sales and customer serviceQuotations, customer records, calls
Finance and procurementInvoices, orders, licences, suppliers
Executive managementAssessments, summaries, decisions
Ten departmentsoffice, reception,contact centre, HR, IT… Orchestratorruns the taskstep by step 1Request 6Answer AI gatewayWho is asking?What is allowed?Logs every step with MCP gateway AI modelon-premise or in the EU cloudCompany softwareEmail & calendarHR systemCRM & ERPTicket system 2Checked request5Result 3Planned step6Answer 4Allowed step only 5Result Steps 3 to 5 repeat until the task is done. Then the answer goes back.
Ten departmentsoffice, reception, contact centre, HR, IT …
↓↑
Orchestratorruns the task step by step
↓↑
AI gatewayWho is asking? · What is allowed? · Logs every step
↓↑
AI modelon-premise or in the EU cloud
and
Company software
  • Email & calendar
  • HR system
  • CRM & ERP
  • Ticket system
Steps 3 to 5 repeat until the task is done. Then the answer goes back.
The software the company already has
Visitor managementKnowledge baseEmail & calendarWord · Excel · PowerPointTeams & PBXHR systemUser accountsLicence managementTicket systemSupplier shopCRMERP & accountingWebsite & newsletterMonitoring & logs

All 23 areas of a company where AI works today, from reception to the factory floor, and the software behind them: AI and existing software.

Contact

Your AI. Your data. In the EU.

Discuss a use case with us

20 minutes, without obligation: the situation is described, and we say what AI can realistically do, and what it cannot.

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10777 Berlin, Germany