AI change management: get Claude actually used

    |10 min read
    Joachim Sahlin, CEO & AI Advisor

    Joachim Sahlin

    CEO & AI Advisor

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    Painterly meeting room with a long wooden table, open notebooks and a lantern under a pinboard of notes, illustrating AI change management in a company

    The licences are bought and sit unused, and the problem is not the tool, since Claude does the same job for everyone as it does for the four people already using it. Nobody decided what it should be used for. You paid for twenty Claude seats in February, and by July four people log in more than once a week while the rest have forgotten the password.

    AI change management, meaning the work of getting people to change a habit, is what is missing between the licence purchase and the day twenty people use Claude in their normal job. Adoption is still thin across Europe, since 20 per cent of EU enterprises with ten or more employees used AI technologies in 2025, up from 13.5 per cent the year before.1 The distance between a company that bought AI and an employee who uses it every day is the subject of this article.

    Why do Claude licences sit unused in European companies?

    Habit is the resistance, not the technology, because a sales rep who has written quotes the same way for nine years does not switch method after one email about a new licence. Anthropic asked more than 500 technical leaders what holds them back, and integration came first at 46 per cent, data quality second at 42 and change management third at 39.2 The third barrier belongs to you.

    Company size explains part of the gap as well, since 17 per cent of small EU enterprises used AI in 2025 against about 30 per cent of medium-sized ones.1 A company of 40 people sits right at that break point, while 55 per cent of large enterprises already use AI.

    What is AI change management in a company of 40 people?

    Four decisions are enough, and they fit on one page: who decides, which three tasks you start with, who answers questions and which number you follow. None of them needs a project office, since the page takes under thirty minutes to write.

    Training alone does not do it, because we have run two-hour workshops where everyone was in the room and three weeks later four of twenty wrote in Claude every day. What separated them was that those four had a manager who asked about the result at the Monday meeting. The other sixteen never got the question.

    AI change management starts in the management team

    Management needs to decide one thing before anything else happens, namely which three tasks will be done with Claude and who answers for each one. The decision fits in three lines, and at a services company with 30 staff the first line read as follows. "Every customer email over ten lines is drafted in Claude first." That line works because it names a task everyone recognises and leaves the wording with the writer. A person still reads each draft before sending.

    A company with employee representatives has one step before that meeting. EU rules on informing and consulting employees apply from 50 staff per undertaking or 20 per establishment, and they cover decisions likely to change how work is organised.3 Tell staff in advance whether usage will be measured per person or only as an average, because that detail is where trust is won or lost. The order is consult, inform and then start.

    Four barriers, and the number behind each one

    The barriers look different depending on who you ask, so the table puts a number and a countermeasure on each.24

    BarrierNumberWhat you do instead
    Systems do not connect46 per cent of technical leadersStart in Claude without a connection and paste the file in by hand
    Data access and quality42 per centPick a task where the material already sits in one document
    No change management39 per centName three tasks and one owner per task
    Lack of expertise71 per cent of EU firms that considered AI but did not adopt itTwo hours of training on your own documents

    The order matters, because the 39 per cent barrier is the only one you can remove yourselves within a week without IT doing anything. Connecting systems costs money, while a decision on three tasks costs twenty minutes.

    Which three roles should start using Claude first?

    At a consultancy with 15 people the sales rep spent five to ten hours a week on quote drafts, and with Claude the draft is ready after thirty seconds. The price list came out wrong in the first two drafts, so someone still reads the text before it goes to a customer.

    Claude for quotes

    The quote draft starts in the meeting notes, and the sales rep pastes in one fixed prompt with them. "Here are my meeting notes, suggest three services, a price range and a headline under ten words." The draft is rarely finished, so the rep rewrites the price range by hand in about half the cases before the quote goes out.

    Claude for customer service

    Customer service starts with the ten questions that come back every week, and each one gets an approved answer saved in a shared Project, meaning a workspace in Claude the whole team reads from. Three of ten answers were wrong in the first week because the returns policy sat in an old version, so a person still reads each reply first.

    RoleThe task you start withWhat you measure
    SalesQuote draft from meeting notesMinutes per draft
    Customer serviceAnswers to the ten most common questionsMinutes per case
    FinanceSummary of the month's supplier invoicesMinutes per run

    Three weeks are enough to see whether a setup holds, because someone who has not opened Claude in twenty-one days will not start in week four either. The format we run for that is satori-sprint, five one-hour sessions for three to eight people at €400 per user.

    What do you do with people who refuse to use Claude?

    Resistance is rarely about technology, since the person calling Claude pointless usually does not know what happens to their job if the machine gets good. A manager answers that with one sentence that names what will not happen, for example that no role will be cut in 2026 because of Claude. An eight-person customer service team got an order to use Claude, and two people opened the app in the first week. Two weeks later none of the eight used it for real, because no manager ever followed the order up.

    The same company then let two volunteers show their own drafts over coffee, and within three weeks six of eight wrote their replies in Claude every day. Someone still reads every draft before it reaches a customer. The order gave zero users after two weeks, while volunteering gave six after three.

    Which three numbers show whether Claude is used?

    Measurement needs three numbers and nothing more, because a sheet with twelve indicators becomes a task of its own that nobody finds time for after week two. The Analytics view in Claude Team and Enterprise shows weekly active users, seat use and spend to Owners.5

    NumberWhere it livesFloor to aim forWhat you do when it is low
    Weekly active membersAnalytics view in Claude60 per cent of the core team after 30 daysTalk to anyone inactive for 30 days who was not on leave
    Seat useAnalytics view in ClaudeEvery paid seat opened in the monthMove the seat to someone who asked for it
    Tasks being solvedAsk three people at the Monday meetingThree named tasksRewrite the line in the decision

    The number that moves first is weekly activity, because someone who has found a task that fits comes back several times a week while someone still searching opens Claude once and closes it. When it sits low, change the task and not the person, since the same rep who ignores meeting summaries often writes quote drafts every day.

    What does it cost to get usage going?

    The price depends on how much you do yourselves, and three levels cover most companies between 15 and 50 people.

    LevelPriceWhat you getFits when
    satori-workshop, 2 hours€280 per user, at least 8 usersA start on three tasks, the same dayYou already have an internal owner
    satori-sprint€400 per user, 3 to 8 peopleFive one-hour sessions over five weeksThe habit has to stick, not just the start
    satori-launch€560 per user, at least 8 users, so €4,480 at minimumTwo-hour webinar, a full-day workshop on site and up to five skills, meaning saved ways of working, plus accounts and permissionsYou want the whole setup done once
    satori-claude€490 setup, then €14 per user per month plus the licence at €24 or €110One invoice in euros and ongoing supportSomeone else should run the licences

    All satori. prices in the table are fixed and exclude VAT.

    Pick satori-sprint at €400 per user when you already have the licences and need the habit to settle for three to eight people over five weeks. A sprint for eight costs €3,200, while twenty Standard licences at €24 a month cost €5,760 a year whether anyone logs in or not. Once more than 56 per cent of the seats sit unused, the licence waste exceeds the sprint price.

    The short version

    Unused licences are a decision problem more than a tool problem, and the decision sits with management rather than IT. Three named tasks, one owner and one weekly number close most of the gap within a month. Someone still reads every draft.

    Open the Analytics view in Claude and write down three numbers: seats assigned, weekly active members and the difference between them. Remove anyone who was on leave during those seven days before you read the difference, and the job takes under twenty minutes. You then have a list of three numbers that shows how many licences sit unused.


    Sources

    Footnotes

    1. Eurostat (2025). 20% of EU enterprises use AI technologies. https://ec.europa.eu/eurostat/web/products-eurostat-news/w/ddn-20251211-2 ↩ ↩2

    2. Anthropic (2025). How enterprises are building AI agents in 2026. https://claude.com/blog/how-enterprises-are-building-ai-agents-in-2026 ↩ ↩2

    3. EUR-Lex (2025). EU general rules on employee information and consultation. https://eur-lex.europa.eu/EN/legal-content/summary/eu-general-rules-on-employee-information-and-consultation.html ↩

    4. Eurostat (2026). Use of artificial intelligence in enterprises. Statistics Explained. https://ec.europa.eu/eurostat/statistics-explained/index.php?title=Use_of_artificial_intelligence_in_enterprises ↩

    5. Anthropic (2026). View usage analytics for Team and Enterprise plans. Claude Help Center. https://support.claude.com/en/articles/12883420-view-usage-analytics-for-team-and-enterprise-plans ↩

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