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    Sample report · AI Adoption Baseline

    See what a baseline hands your leadership team

    Pages from a sample AI Adoption Baseline for Larchmere Cabinetry, a fictional cabinet maker. The company, its people, its tools and every number are invented. The method, the layout and the plain talk are the real thing.

    Pages from the sample report

    ExponaThe short version
    The short version

    Larchmere's people use AI every week. Nobody owns the decision about which tools are OK.

    They use it for real work: dealer emails, builder spec summaries, visit notes, homeowner replies. Most of it runs on their own accounts, and some of it holds information Larchmere would never knowingly hand to an outside company.

    12

    AI tools in use across five departments

    7

    of them on personal accounts or no account at all

    64%

    of people who use AI use their own account for some of it

    0

    written AI policies, and no named owner

    Our recommendation

    Name one owner of AI decisions. Then retire three tools before standardizing three.

    Stop the three free tools holding dealer pricing, builder bid documents and homeowner details; move two jobs onto tools Larchmere already pays for; fix the accounts behind three more; and make the office suite chat, the CRM assistant and the marketing platform's features the supported way to work.

    ExponaFictional sample · Larchmere Cabinetry02 / 13
    Expona03 · What is in use

    What is in use

    Twelve tools. Five run on accounts Larchmere owns. The other seven run on personal accounts or none at all, so Larchmere cannot see what went into them or close them when someone leaves. Tools are described by what they are, not by product name.

    #ToolAccountCall
    T1General chat assistant, personal plansPersonalGovern first
    T2Chat assistant included with the office suiteCompanyStandardize
    T3The CRM's built in assistantCompanyStandardize
    T4Free document chat websiteNo accountRetire
    T5Standalone meeting notes botPersonalConsolidate
    T6The office suite's meeting recapCompanyConsolidate
    T7Writing assistant extension, free planPersonalRetire
    T8Image generatorPersonalGovern first
    T9The marketing platform's AI featuresCompanyStandardize
    T10Dealer health score add onCompanyGovern first
    T11Phone transcription appPersonalConsolidate
    T12Free translation websiteNo accountRetire
    ExponaFictional sample · Larchmere Cabinetry06 / 13
    Expona04 · Department by department

    Department by department

    Scored 1 to 5 on six dimensions, from session notes, the inventory and the form. No total, on purpose. Darker is stronger.

    DepartmentUse fitAccount controlData careTool overlapConfidenceOwnership
    Sales Operations333332
    Dealer Sales422231
    Builder and Multifamily Sales421342
    Marketing Operations433243
    Customer Service421311
    The riskiest pattern. Builder and Multifamily: high confidence, data care of 1. The team that is best at using AI is also sending builder bid documents to a free site.
    ExponaFictional sample · Larchmere Cabinetry07 / 13
    Expona07 · Coordination strategy

    Retire first, then the rest

    Everything we keep has to survive the retire list. Three standards, not twelve.

    Retire
    3

    free tools holding pricing, bid documents and homeowner details

    Consolidate
    3

    two jobs moved onto tools Larchmere already pays for

    Govern first
    3

    fix the account before anyone uses it more

    Standardize
    3

    the supported way to work, each with an owner

    Retire · the first one

    The free document chat website. Builder bid documents go into a site that keeps what it is given, and two builders' terms forbid it outright. Gone by 31 July, owned by Marcus Ferrante.

    ExponaFictional sample · Larchmere Cabinetry10 / 13

    The full sample

    Get all 13 pages by email

    Every finding, the twelve tools and their calls, the department grid, how people feel in their own words, the gaps, every coordination call with an owner and a date, the thirty, sixty, ninety plan and the decision line leads.

    One email with the PDF. No newsletter unless you ask for one.

    The companion sample

    Larchmere took three of these leads into Line Mapping a month later. See what came back.

    Sample Line Mapping report

    Questions

    About this sample

    Is Larchmere Cabinetry a real company?+

    No. Larchmere is invented, and so is every tool, name and number in the sample. We built it to show the shape of a finished baseline without putting a client's inventory on a public page. A real baseline reads the same way with your own departments in it.

    What is in the full AI Adoption Baseline?+

    Thirteen pages: the short version for the leadership team, the full inventory of all twelve tools and whose accounts they run on, a department by department scorecard, how people feel in their own words, the coordination strategy, and the retire, consolidate, govern and standardize calls with an owner and a date on each one.

    What do the department scores mean?+

    Six dimensions, each scored one to five from the session notes, the inventory and the form. Darker is stronger. There is no total on purpose: a department can be good at using AI and bad at keeping it on company accounts, and averaging the two would hide exactly the thing worth seeing.

    Do you publish the scoring weights?+

    No. The six dimensions we score on are on the Approach page and in every report we write, so you can always see why something scored the way it did. The weights behind them stay ours.

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