# Density Labs — The AI Diagnose: get your stuck AI pilot to production

95% of mid-market AI pilots never reach production. The gap is the plan, not the technology. The AI Diagnose is a fixed-scope, two-week assessment — $2,500, one decision-ready deliverable.

Density Labs landing page (/density-labs/).
  Copy: re-pointed to the DEN-53 re-baseline / DEN-6 plan rev2 positioning.
  Source of truth: DEN-86 "Re-pointed landing copy" document (CMO-locked),
  implemented under DEN-87. The AI Diagnose is the front door; cross-border
  execution (Invisible Distance) is the supporting moat, NOT the headline.

  Primary CTA points CROSS-DOMAIN to the live densitylabs.io intake form
  (built in DEN-66/DEN-68): https://densitylabs.io/get-started/diagnostic/#apply
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  still blocked) — do NOT re-add it as a primary or secondary CTA here.

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    <div class="breadcrumb">
      <a href="/">Federico Ramallo</a> <span aria-hidden="true">/</span> <span>Density Labs</span>
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    <div class="hero-eyebrow"><span>AI delivery · The AI Diagnose</span></div>

    <h1>95% of mid-market AI pilots never reach production. <em>It's the plan, not the technology.</em></h1>

    <p class="hero-lede">
      Your model works in the notebook — it still isn't in front of customers. The gap is
      almost never the model. It's data readiness, integration risk, and a roadmap that was
      never built for production. The AI Diagnose tells you exactly where you stand and what
      to build first.
    </p>

    <div class="hero-meta">
      <a class="btn-primary diagnose-cta"
         href=""
         aria-label="Book your AI Diagnose — a $2,500, two-week assessment on densitylabs.io">
        Book your AI Diagnose →
      </a>
      <span class="hero-meta-aside">$2,500 fixed · two weeks · one deliverable</span>
    </div>

    <p class="hero-trust-strip">
      Density Labs · distributed engineering since 2016 · 96% client retention
    </p>
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    <p class="icp-eyebrow">Who it's for</p>
    <p class="icp-copy">
      For <strong>mid-market US companies, $50M–$500M ARR, with an AI roadmap stuck in
      pilot.</strong> If you've got a model that works in a demo but can't get to production —
      or a board asking why the AI line item still hasn't shipped — start here.
    </p>
  </div>
</section>

<section class="diagnose-section">
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    <div class="diagnose-eyebrow">The entry point</div>
    <h2>What the <em>AI Diagnose</em> is.</h2>
    <p class="diagnose-lede">
      A fixed-scope, two-week engagement that ends in <strong>one decision-ready
      deliverable</strong>:
    </p>
    <ul class="diagnose-list">
      <li><strong>Three scored pillars</strong> — data readiness, AI-fit, integration risk</li>
      <li>A clear <strong>verdict</strong> (e.g. &ldquo;Go, with conditions&rdquo;)</li>
      <li>A <strong>readiness scorecard</strong></li>
      <li>A <strong>prioritized production roadmap</strong></li>
      <li>The <strong>recommended first build</strong></li>
      <li><strong>The honest read</strong> — what's actually in your way</li>
    </ul>
    <p class="diagnose-price"><strong>$2,500 fixed.</strong> Two weeks. One deliverable.</p>
    <p class="diagnose-sample">
      <a href="/get-started/diagnostic/sample/">Read a redacted sample →</a>
    </p>
    <div class="diagnose-cta-wrap">
      <a class="btn-primary diagnose-cta"
         href=""
         aria-label="Book your AI Diagnose on densitylabs.io">
        Book your AI Diagnose →
      </a>
    </div>
  </div>
</section>

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    <h2>The roadmap is only worth what the team behind it can <em>actually execute</em>.</h2>
    <div class="article-prose">
      <p>
        Density Labs has run <strong>distributed, cross-border engineering since 2016, with
        96% client retention.</strong> Our <em>Invisible Distance</em> operating model is the
        system underneath that number — it's why our teams ship like they're in the room.
      </p>
      <p>
        It's also why the roadmap the Diagnose hands you is one we can actually execute, not a
        slide deck. <em>The Invisible Distance</em> — Federico Ramallo's book on what holds a
        distributed engineering team together when the work is hard and the timezones are
        spread — is the thesis. The 96% retention since 2016 is the proof.
      </p>
      <p>
        AI engineering doesn't lower the bar for distributed work. It raises it. Evals,
        retrieval, model behavior, ops: every layer has more degrees of freedom than the last
        generation of software. The teams that ship it are the teams that already had the
        system.
      </p>
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    <h2>After the <em>Diagnose</em>.</h2>
    <p class="how-intro">
      The Diagnose is the front door. When you're ready to build, it converts straight into
      delivery — your Diagnose roadmap becomes the build plan. No restart, no re-scoping.
    </p>
    <div class="how-grid">
      <article class="how-card">
        <div class="how-card-eyebrow">Engagement</div>
        <h3>AI Engineer</h3>
        <div class="how-card-price">$9.5K <span>/ month</span></div>
        <p class="how-card-body">
          One senior AI engineer, embedded with your team. Owns AI features end-to-end:
          model selection, retrieval, evals, the production work that decides whether AI
          ships or just demos. Reports into your tech lead, writes in your codebase, joins
          your standup.
        </p>
        <p class="how-card-bestfit">
          <strong>Best fit:</strong> a single AI surface that needs a real owner. RAG,
          agent workflows, copilots, fine-tuning, eval pipelines.
        </p>
      </article>

      <article class="how-card">
        <div class="how-card-eyebrow">Engagement</div>
        <h3>AI Squad</h3>
        <div class="how-card-price">$32K <span>/ month</span></div>
        <p class="how-card-body">
          A full cross-functional AI delivery pod: tech lead, AI engineers, and a product
          engineer who keeps the front-of-house shipping. Same embedding model as the solo
          engineer: your roadmap, your repo, your standup, at squad density.
        </p>
        <p class="how-card-bestfit">
          <strong>Best fit:</strong> an AI initiative that has stopped being one feature
          and started being a product line. Or a team with the demand but not the headcount
          to take it on alone.
        </p>
      </article>
    </div>
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<section class="proof-section">
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    <h2>What we've <em>shipped</em>.</h2>

    
    
    <p class="proof-lede">
      Detailed case studies below. We'll walk you through the closest analog to your
      situation as part of the Diagnose.
    </p>
    <ul class="proof-card-grid">
      
      <li class="proof-card">
        <div class="proof-card-eyebrow">Case study</div>
        <h3 class="proof-card-title"><a href=""></a></h3>
        
        <ul class="proof-card-metrics">
          
          <li><strong></strong><span></span></li>
          
        </ul>
        
      </li>
      
    </ul>
    <p class="proof-cta">
      <a href="/density-labs/case-studies/">Read all case studies →</a>
    </p>
    
    <p class="proof-lede">
      Detailed case studies populate as recent engagements clear permission. In the
      meantime, the Diagnose surfaces the closest analog to your situation directly.
    </p>
    <p class="proof-pattern">
      Pattern of work today: mid-market US companies, $50M–$500M ARR, with AI roadmaps
      stuck in pilot. Embedded AI engineers and AI squads on roadmaps the in-house team is
      already running. Average engagement length, more than two years.
    </p>
    <ul class="proof-capability-grid" aria-label="Capability areas we ship">
      <li class="proof-capability-card">
        <strong>Internal RAG copilots</strong>
        <span>Retrieval, eval coverage, and ops wired in from day one, not bolted on after the demo.</span>
      </li>
      <li class="proof-capability-card">
        <strong>Agent-based ops workflows</strong>
        <span>Replacing brittle internal tooling with reasoning loops that hold up under production load.</span>
      </li>
      <li class="proof-capability-card">
        <strong>Eval harnesses</strong>
        <span>Turning &ldquo;ship and hope&rdquo; AI features into instrumented systems that catch regressions before users do.</span>
      </li>
    </ul>
    
  </div>
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<section class="closing-cta">
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    <h2>Find out where your AI roadmap actually stands.</h2>
    <p class="closing-cta-lede">
      Two weeks. One decision-ready deliverable. A clear verdict on what to build first.
    </p>
    <div class="closing-cta-wrap">
      <a class="btn-primary diagnose-cta"
         href=""
         aria-label="Book your AI Diagnose on densitylabs.io">
        Book your AI Diagnose →
      </a>
      <span class="hero-meta-aside">$2,500 fixed · two weeks · one deliverable</span>
    </div>
  </div>
</section>

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