# Density Labs — The AI Engineering Partner

AI Engineering Partner for mid market US companies ($50M to $500M ARR). Senior AI engineers embedded in 7 to 10 days. Production code in 90 days. 96% retention over a decade.

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      <div class="hero-eyebrow">The AI Engineering Partner for mid market</div>
      <h1>Ship AI to <span class="accent">production</span>. With engineers who've <span class="strike">talked about it</span> done it before.</h1>
      <p class="lede"><strong>We embed senior engineers from LATAM into your team</strong> using <a href="/method" class="suttle-link">The Density Method</a>, the operating system behind a decade of partnerships</p>
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        <a href="" class="btn-primary">Book a 30 min call</a>
        
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        <div class="hero-stat-num">96%</div>
        <div class="hero-stat-label">Client retention<br/>Industry avg around 75%</div>
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        <div class="hero-stat-num">10+</div>
        <div class="hero-stat-label">Years partnered<br/></div>
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        <div class="hero-stat-num">90</div>
        <div class="hero-stat-label">Days to ship<br/>our own AI product</div>
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        <div class="hero-stat-num">7 to 10</div>
        <div class="hero-stat-label">Days to deliver<br/>vetted candidates</div>
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      <span class="trust-label">Trusted by engineering teams at</span>
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        <span>Ooma</span>
        <span class="trust-sep">·</span>
        <span>Remine</span>
        <span class="trust-sep">·</span>
        <span class="trust-quiet">multiple telecom and SaaS partners since 2016</span>
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        <img src="" alt="Federico Ramallo, founder of Density Labs" class="founder-photo" />
        <div class="founder-photo-caption">Buenos Aires · Guadalajara · The Americas</div>
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      <div class="founder-content">
        <div class="section-eyebrow">From the founder</div>
        <h2><a href="https://ramallo.io" target="_blank" rel="noopener" class="suttle-link">Federico Ramallo</a>. <span class="accent">A decade running cross border teams.</span></h2>
        <p class="founder-lede">Founder of Density Labs since 2016. Author of <em><a href="https://ramallo.io/books/the-invisible-distance/" target="_blank" rel="noopener" class="suttle-link">The Invisible Distance</a></em>, the operating system for engineering leaders running distributed teams. Host of <a href="https://prevetted.fm" target="_blank" rel="noopener" class="suttle-link">The PreVetted Podcast</a>, 150 plus conversations with VPs of Engineering, CTOs, and operators on what actually works.</p>
        <p class="founder-body">Density is not a generic staff aug shop trying to ride the AI wave. It is the working practice behind a decade of partnerships with mid market US companies, refined into a method that ships AI to production in 90 days. The book and the podcast are the long form. The firm is the proof.</p>
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        <div class="newsletter-band-label">Field notes</div>
        <h3 class="newsletter-band-headline">A short monthly note on what's <em>actually shipping</em> in production AI.</h3>
        <p class="newsletter-band-promise">Written for engineering leaders. No filler, no upsells.</p>
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        <div class="market-eyebrow">The reality</div>
        <h2 class="reality-h2">95% of AI pilots in mid market companies <span class="accent">never make it to production.</span></h2>
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          <div class="reality-stat-num">$300K</div>
          <p class="reality-stat-text"><strong>All in cost</strong> of a senior US AI engineer hire. Six months to fill the role. Most mid market teams can't absorb this.</p>
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        <p class="reality-source">MIT NANDA, 2025. Vendor led projects ship at 2x the rate of internal led.</p>
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        <p class="reality-pullquote">The reason isn't the technology. <em>It's the team.</em></p>
        <p>Most engineering teams have ideas. Most have budget. What they don't have are senior engineers who've actually shipped LLM applications, RAG systems, or AI agents into real production environments.</p>
        <p>Hiring them in the US takes 6 months and costs $300K all in. Hiring them through generic staff augmentation gets you bodies, not builders. Most providers solve a capacity problem with people who've never been in the room when an AI project actually landed.</p>
        <p class="reality-close">We do something different.</p>
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    <div class="stats-eyebrow">By the numbers</div>
    <h2 class="stats-title">A decade of <span style="color: var(--red);">embedded delivery</span>.</h2>
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      <div class="section-eyebrow">The Density Method</div>
      <h2 class="section-h2">Four phases. <span class="accent">Ninety days to production.</span></h2>
      <p class="section-sub" style="margin: 16px auto 0;">A structured engagement framework refined across 12+ active client relationships and a decade of embedded delivery.</p>
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        <div class="phase-number">1</div>
        <div class="phase-name">Diagnose</div>
        <div class="phase-duration">Week 0 · 2 weeks</div>
        <p class="phase-desc">$2,500 fixed. We map your AI roadmap against your team's actual capability. You leave with a written diagnostic.</p>
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        <div class="phase-number">2</div>
        <div class="phase-name">Match</div>
        <div class="phase-duration">7 to 10 days</div>
        <p class="phase-desc">We accept 2% of engineers who apply. From that pool we shortlist 2 to 3 per role, matched on context fit, not just skill. You decide.</p>
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        <div class="phase-number">3</div>
        <div class="phase-name">Embed</div>
        <div class="phase-duration">90 days · structured</div>
        <p class="phase-desc">A structured 30/60/90 framework refined over 4 years. 100% success rate over the last 6 years. <a href="#embed">See the framework</a>.</p>
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        <div class="phase-number">4</div>
        <div class="phase-name">Retain</div>
        <div class="phase-duration">Years, not months</div>
        <p class="phase-desc">Some have been on the same team for over a decade. A 4 year engineer is not 4x more productive than a 1 year engineer. They are 10x or 50x. Density compounds.</p>
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      <div class="section-eyebrow">Phase 03 · Deep dive</div>
      <h2 class="section-h2">The 30/60/90 <span class="accent">framework</span>.</h2>
      <p class="section-sub" style="margin: 16px auto 0;">Every engineer we place follows the same structured embed across the first 90 days. It took us 4 years to perfect this process.</p>
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        <div class="embed-success-num">100%</div>
        <div class="embed-success-label">success rate over the last 6 years. Zero forced replacements.</div>
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        <div class="day-range">Days 0 to 30</div>
        <div class="day-title">Orientation + context.</div>
        <p class="day-body">Codebase walkthrough. Team introductions. Expectations doc signed by both sides. Access to our internal AI playbook from day one.</p>
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        <div class="day-range">Days 30 to 60</div>
        <div class="day-title">Contribution + feedback.</div>
        <p class="day-body">First production commits. Weekly 1:1 with a Density tech lead, separate from the client's standups. Written check ins to surface friction early.</p>
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        <div class="day-range">Days 60 to 90</div>
        <div class="day-title">Integration + ownership.</div>
        <p class="day-body">Engineer takes ownership of a feature or surface. Becomes a peer in design discussions. The shape of the engagement past day 90.</p>
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        <h4>The AI playbook</h4>
        <p>Every engineer we place gets access to our internal playbook covering RAG architectures, agent patterns, MLOps best practices, evals, and the production patterns we've seen work and fail across 12+ engagements. Institutional knowledge that compounds.</p>
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        <h4>The weekly check in</h4>
        <p>Once a week during the first 90 days, a Density tech lead has a 30 minute private conversation with the engineer. Separate from your team. The goal is to surface friction your team doesn't see and resolve it before it becomes attrition.</p>
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      <h4>Why we don't disappear after placement</h4>
      <p>Most providers treat placement as the deal closing. We treat it as the deal starting. The first 90 days are when bad placements show up, and most providers are not paying attention. We are. It is how we maintain our 100% success rate.</p>
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      <div class="section-eyebrow" style="justify-content: center; display: inline-flex;">Our thesis</div>
      <h2 class="section-h2">Distance is geography. <span class="accent">Density is design.</span></h2>
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        <div class="thesis-side-label">The condition</div>
        <div class="thesis-side-value">Distance</div>
        <p class="thesis-side-desc">Geography, time zones, language, culture, legal jurisdiction. The condition cannot be eliminated. Most providers treat it as the problem.</p>
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        <div class="thesis-side-label">The output</div>
        <div class="thesis-side-value">Density</div>
        <p class="thesis-side-desc">Shared context, accumulated trust, implicit communication, integrated judgment. Density is what you build to make distance irrelevant.</p>
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      <p>Most providers manage distance. We design for density. <strong>That is the entire difference.</strong></p>
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      <p>We coined a term for what compounds when an engineer stays: <strong>operational density</strong>. Four dimensions that accumulate over years, and can't be shortcut.</p>
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        <div class="density-label">01 · Context density</div>
        <p>How much of your domain, codebase, and culture lives inside the engineer's working knowledge.</p>
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        <div class="density-label">02 · Trust density</div>
        <p>How many small bets you and the engineer have run together that paid off.</p>
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        <div class="density-label">03 · Cadence density</div>
        <p>How tight the feedback loops between async collaborating teams have become.</p>
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        <div class="density-label">04 · Stake density</div>
        <p>How much each side has invested in the relationship beyond the contract.</p>
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    <aside class="thesis-callout">
      <div class="thesis-callout-label">Case in point</div>
      <p><strong>October 20, 2025.</strong> AWS went dark for 16 hours. A DNS issue that should have taken one. Amazon had laid off the senior engineers who'd seen it before, betting AI could replace them. Cost: billions, across 2,000 businesses including Snapchat, Fortnite, banking apps, and ChatGPT itself.</p>
      <p>Tribal knowledge is not a soft skill. It is the difference between a 1 hour incident and a 16 hour one. <a href="/blog/why-the-aws-outage-took-16-hours/">Read the full breakdown →</a></p>
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<section class="proof" id="proof">
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        <div class="section-eyebrow">Proof, not promises</div>
        <h2>We built our own AI product. <span class="accent">In 90 days.</span></h2>
        <p><strong>Prevetted.ai</strong> is our own production AI product, built by Density engineers in 90 days. RAG architecture, autonomous research agent, recommendation engine, the same kind of system we build for clients, running on our own infrastructure.</p>
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          <li>Live, in production, with real users matching with engineers</li>
          <li>RAG over 100+ podcast episodes for context aware matching</li>
          <li>Built to handle the agentic workflows we ship for clients</li>
          <li>Open architecture, we'll walk you through it on a call</li>
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        <a href="https://prevetted.ai" target="_blank" class="btn-primary">Try Prevetted.ai →</a>
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          <div class="mock-url">prevetted.ai/match</div>
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        <div class="mock-query">$ find_match: "RAG engineer · Spanish speaking · vector DBs · 4yr+"</div>
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          <div class="mock-result-title">Match: Sebastián M., 97% fit</div>
          <div class="mock-result-desc">5y at Density · pgvector + LangChain · shipped 3 production RAG systems · São Paulo (UTC-3)</div>
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          <div class="mock-result-title">Match: Carolina A., 91% fit</div>
          <div class="mock-result-desc">3y at Density · Pinecone + custom evals · Guadalajara (UTC-6)</div>
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          <div class="mock-result-title">Match: Diego R., 84% fit</div>
          <div class="mock-result-desc">2y at Density · ML Ops · Buenos Aires (UTC-3)</div>
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<section class="case-studies" id="case-studies">
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      <div class="verified-badge"><span class="check">✓</span> Verified by Clutch</div>
      <h2 class="section-h2">A decade of <span class="accent">shipping with mid market teams</span>.</h2>
      <p class="section-sub" style="margin: 16px auto 0;">Three real engagements. Independently verified. The work is the proof.</p>
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    <div class="case-grid">
      <a href="case-studies.html#ooma-design" class="case-card">
        <div class="case-card-top">
          <span class="case-tag">Telecom · VoIP</span>
          <span class="case-rating"><span class="star">★</span> 5.0</span>
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        <h3>UI/UX Design Services for VoIP Communications</h3>
        <p class="case-quote">"The quality of the staff Density Labs provides is very high. Valuable contributors to projects, team initiatives, and culture."</p>
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          <div>
            <div class="case-author">Kevin Dyck</div>
            <div class="case-role">Manager, Product &amp; UX Design</div>
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          <div class="case-period">2022, Ongoing</div>
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      </a>

      <a href="case-studies.html#telecom-staff aug" class="case-card">
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          <span class="case-tag">Telecommunications</span>
          <span class="case-rating"><span class="star">★</span> 4.0</span>
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        <h3>Dev &amp; QA Staff Augmentation for Telecommunications Co</h3>
        <p class="case-quote">"Density Labs' high quality engineers make them stand out from other providers. Resources have worked with us for many years."</p>
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            <div class="case-author">VP of Web Applications</div>
            <div class="case-role">San Francisco, CA</div>
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          <div class="case-period">2016, Ongoing</div>
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      </a>

      <a href="case-studies.html#remine" class="case-card">
        <div class="case-card-top">
          <span class="case-tag">PropTech · SaaS</span>
          <span class="case-rating"><span class="star">★</span> 5.0</span>
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        <h3>Engineering Resources for Real Estate SaaS Company</h3>
        <p class="case-quote">"Their willingness to work with us is impressive. There was never a situation where we felt trapped with the talent or structure."</p>
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            <div class="case-author">Executive, Remine</div>
            <div class="case-role">Vienna, VA</div>
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          <div class="case-period">2020, Ongoing</div>
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    <div class="case-cta-row">
      <a href="case-studies/" class="btn-secondary">Read how Remine kept the same engineers since 2020 →</a>
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<section class="comparison">
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      <div class="section-eyebrow">How we're different</div>
      <h2 class="section-h2">Three options. <span class="accent">One that fits.</span></h2>
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    <div class="compare-table">
      <div class="compare-row head">
        <div class="compare-cell label">&nbsp;</div>
        <div class="compare-cell">Big consultancies</div>
        <div class="compare-cell">Generic staff aug</div>
        <div class="compare-cell density">Density Labs</div>
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      <div class="compare-row">
        <div class="compare-cell label">Time to ship</div>
        <div class="compare-cell">9 to 18 months</div>
        <div class="compare-cell">Often unscoped</div>
        <div class="compare-cell density">90 days to production</div>
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      <div class="compare-row">
        <div class="compare-cell label">Engineer tenure</div>
        <div class="compare-cell">Rotation common</div>
        <div class="compare-cell">9 month average</div>
        <div class="compare-cell density">Years (10+ at Ooma)</div>
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        <div class="compare-cell label">Embed framework</div>
        <div class="compare-cell">Generic onboarding</div>
        <div class="compare-cell">None</div>
        <div class="compare-cell density">Structured 30/60/90</div>
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      <div class="compare-row">
        <div class="compare-cell label">Replacement guarantee</div>
        <div class="compare-cell">Per contract</div>
        <div class="compare-cell">30 to 60 days typical</div>
        <div class="compare-cell density">120 days</div>
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      <div class="compare-row">
        <div class="compare-cell label">Internal AI playbook</div>
        <div class="compare-cell">Proprietary, kept internal</div>
        <div class="compare-cell">Engineers self teach</div>
        <div class="compare-cell density">Shared with placed engineers</div>
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      <div class="compare-row">
        <div class="compare-cell label">Skin in the game</div>
        <div class="compare-cell">No skin in the game</div>
        <div class="compare-cell">Process over outcomes</div>
        <div class="compare-cell density">We built our own AI product. We know.</div>
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    <div class="comparison-cta">
      <a href="/get-started/diagnostic/">The AI Diagnostic is where most teams start →</a>
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<section class="pricing" id="pricing">
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      <div class="section-eyebrow">Pricing</div>
      <h2 class="section-h2">Three ways to <span class="accent">work with us</span>.</h2>
      <p class="section-sub" style="margin: 16px auto 0;">From a low commitment Roadmap to a full embedded squad. All include the 90 day framework and 120 day replacement guarantee.</p>
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    <div class="pricing-grid">
      
      <div class="price-card featured">
        <div class="price-badge"></div>
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        <div class="price-amount"><span class="accent">$</span><span style="font-size: 18px; color: var(--ink-muted);"></span></div>
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          <li></li>
          
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        <a href="" class="price-cta "> →</a>
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    <p class="pricing-microcopy">Each starts with a quick fit check. We confirm we can help before you pay anything.</p>
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<section class="final-cta" id="contact">
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    <h2>Start with the <span class="accent">AI Diagnose</span>.</h2>
    <p>$2,500. Two weeks. A written plan you can act on. Yours to keep. No obligation to continue.</p>
    <a href="/get-started/diagnostic/" class="btn-primary">Start the Roadmap</a>
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