# What an AI Diagnostic Actually Includes

Line by line: the workflow inventory, ROI and TCO ranking, data readiness check, 90 day build plan, and honest go or no-go that a two week AI diagnostic delivers.

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      <a href="/">Density Labs</a> <span>/</span> <a href="/ai-readiness-assessment/">AI Readiness Assessment</a> <span>/</span> What it includes
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    <h1>What an AI diagnostic <em>actually includes</em>.</h1>
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      <p style="color: var(--ink-soft); font-size: 15px; line-height: 1.7; margin-bottom: 24px;">"Diagnostic" and "assessment" get used loosely enough that the word tells you nothing about what arrives. Here is the actual contents, so you can compare it against anyone else's.</p>

      <h2 style="font-size: 22px; margin-bottom: 12px;">The five deliverables</h2>
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        <tr><th>Deliverable</th><th>What it is</th><th>Why it matters</th></tr>
        <tr><td>Workflow inventory</td><td>Every candidate workflow we found, described in the language your team uses, with volume and who touches it.</td><td>Most teams have eight to fifteen candidates and are arguing about two. The inventory usually reorders the list.</td></tr>
        <tr><td>ROI and TCO ranking</td><td>Each workflow ranked by return, with the running cost stated: inference, maintenance, and the human review that does not go away.</td><td>Return alone picks flashy projects. Return net of total cost picks the ones that survive a year.</td></tr>
        <tr><td>Data readiness check</td><td>For the top candidates: where the data actually lives, who can grant access, how consistent it is, and what would have to change.</td><td>This is the failure that kills pilots quietly. It is cheap to check and expensive to discover mid build.</td></tr>
        <tr><td>90 day build plan</td><td>Sequenced work for the top one to three, with the integration point named: which existing screen changes, and for whom.</td><td>A plan that does not name the screen is a plan for a dashboard nobody opens.</td></tr>
        <tr><td>A go or no-go</td><td>A written recommendation, including do not build this where that is the honest answer.</td><td>An assessment that always says build is a sales document, not a diagnostic.</td></tr>
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      <h2 style="font-size: 22px; margin-bottom: 12px;">How the two weeks are spent</h2>
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        <tr><th></th><th>What happens</th><th>Your time</th></tr>
        <tr><td>Days 1 to 3</td><td>Interviews with the people doing the work, not only the people sponsoring it.</td><td>Three to five conversations, 45 minutes each</td></tr>
        <tr><td>Days 4 to 7</td><td>Data access, sampling the real sources, and a technical read of the systems involved.</td><td>One person to grant access and answer questions</td></tr>
        <tr><td>Days 8 to 11</td><td>Ranking, costing, and drafting the build plan for the top candidates.</td><td>None</td></tr>
        <tr><td>Days 12 to 14</td><td>Written plan delivered and walked through live.</td><td>One 90 minute session</td></tr>
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      <h2 style="font-size: 22px; margin-bottom: 12px;">What it is not</h2>
      <p style="color: var(--ink-soft); font-size: 15px; line-height: 1.7; margin-bottom: 24px;">It is not a market scan, a maturity model, or a transformation narrative. It does not benchmark you against your industry. Those are strategy consulting deliverables and there are firms that do them well. This answers a narrower question: which specific thing should you build first, what will it return, and should you build it at all.</p>
      <p style="color: var(--ink-soft); font-size: 15px; line-height: 1.7; margin-bottom: 24px;">It is also not run by analysts. The person in the interviews is a senior engineer who would build the thing, which is why the plan comes with an integration point rather than a recommendation to identify integration points.</p>

      <h2 style="font-size: 22px; margin-bottom: 12px;">Who it is for</h2>
      <p style="color: var(--ink-soft); font-size: 15px; line-height: 1.7; margin-bottom: 24px;">Mid market companies with one to three concrete workflows in mind and a real deadline. If you have fifty thousand employees and are rethinking your operating model, buy strategy consulting instead. If you have a customer support queue, a claims process, or a sales handoff that obviously wants automating and you need to know which one and whether it pays, this is the shape that fits.</p>

      <p style="color: var(--ink-soft); font-size: 15px; line-height: 1.7;">
        Related reading: <a href="/why-ai-pilots-fail/">why 95% of AI pilots never reach production</a> ·
        <a href="/ai-pilot-vs-in-house-team/">in house vs an outside team</a> ·
        <a href="/ai-readiness-assessment-vs-ai-consulting/">assessment vs strategy consulting</a>
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