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<a class="nav-logo" href="https://www.landvex.com/">&larr; Landvex</a>
<a class="btn btn-outline" href="/contact/">Contact &rarr;</a>
</nav>
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<a href="https://www.landvex.com/">Landvex</a>
<span class="sep">/</span>
<a href="/use-cases/">Use Cases</a>
<span class="sep">/</span>
<a href="/use-cases/road-inspection/">Road Inspection</a>
<span class="sep">/</span>
<span style="color:#aaa;">France</span>
</div>
<!-- HERO -->
<section class="hero">
<div class="hero-eyebrow">Road Inspection — France</div>
<h1>Road Inspection in France</h1>
<p class="hero-sub">France's route nationale and departementale networks face growing maintenance pressure, with departmental road authorities managing extensive inventories on constrained budgets. Landvex provides CEREMA, DIRs, and conseils departementaux with field-verified road condition intelligence to support evidence-based prioritisation.</p>
<div class="hero-ctas">
<a class="btn btn-lg" href="/pilot/">Request a pilot &rarr;</a>
<a class="btn btn-outline btn-lg" href="/contact/">Contact Landvex</a>
</div>
</section>
<!-- USE CASE CARDS -->
<section style="background:var(--surface);">
<div class="container">
<div class="section-label">Capabilities</div>
<h2 class="section-title">Road Inspection in France — what Landvex delivers</h2>
<p class="section-sub">Every engagement is anchored to a specific decision. Select a capability to discuss how Landvex applies it to your context.</p>
<div class="use-case-grid">
<a class="use-case-card" href="/contact/" style="display:block;text-decoration:none;">
<span class="uc-icon" style="font-size:22px;display:block;margin-bottom:16px;color:#5599ff;">&#965050</span>
<h3>IQRN/IQROA Condition Pre-Screening</h3>
<p>Field observations structured to support IQRN and IQROA assessment workflows. Identify priority sections before formal survey deployment, enabling targeted use of CEREMA and DIR survey resources.</p>
<div style="margin-top:14px;font-size:13px;font-weight:700;color:#0066ff;">Learn more &rarr;</div>
</a>
<a class="use-case-card" href="/contact/" style="display:block;text-decoration:none;">
<span class="uc-icon" style="font-size:22px;display:block;margin-bottom:16px;color:#5599ff;">&#9632;</span>
<h3>Route Departementale Network Surveys</h3>
<p>Systematic road condition assessment across departmental road networks. Support conseils departementaux in prioritising limited DOB maintenance budgets with field-verified evidence.</p>
<div style="margin-top:14px;font-size:13px;font-weight:700;color:#0066ff;">Learn more &rarr;</div>
</a>
<a class="use-case-card" href="/contact/" style="display:block;text-decoration:none;">
<span class="uc-icon" style="font-size:22px;display:block;margin-bottom:16px;color:#5599ff;">&#9670;</span>
<h3>Road Marking and Safety Audit Support</h3>
<p>Assessment of route marking, glissicometrie indicators, signage, and roadside hazard conditions. Evidence-based input for DIR safety audit programmes and departmental road safety plans.</p>
<div style="margin-top:14px;font-size:13px;font-weight:700;color:#0066ff;">Learn more &rarr;</div>
</a></div>
</div>
</section>
<!-- COMPARISON TABLE -->
<section>
<div class="container">
<div class="section-label">Comparison</div>
<h2 class="section-title">Landvex vs traditional road inspection methods</h2>
<p class="section-sub">How field-verified continuous intelligence compares to conventional survey and inspection approaches.</p>
<table class="comparison-table">
<thead>
<tr>
<th>Dimension</th>
<th>Traditional approach</th>
<th>Landvex</th>
</tr>
</thead>
<tbody>
<tr>
<td style="padding:14px 16px;font-size:14px;font-weight:600;color:#aaa;border-bottom:1px solid rgba(0,0,0,0.07);">IQRN/IQROA supplement</td>
<td style="padding:14px 16px;font-size:14px;color:#999;border-bottom:1px solid rgba(0,0,0,0.07);">Survey cycle only</td>
<td style="padding:14px 16px;font-size:14px;color:#5599ff;font-weight:600;border-bottom:1px solid rgba(0,0,0,0.07);">On-demand between surveys</td>
</tr>
<tr>
<td style="padding:14px 16px;font-size:14px;font-weight:600;color:#aaa;border-bottom:1px solid rgba(0,0,0,0.07);">Deployment lead time</td>
<td style="padding:14px 16px;font-size:14px;color:#999;border-bottom:1px solid rgba(0,0,0,0.07);">Months — survey planning</td>
<td style="padding:14px 16px;font-size:14px;color:#5599ff;font-weight:600;border-bottom:1px solid rgba(0,0,0,0.07);">2472 hours</td>
</tr>
<tr>
<td style="padding:14px 16px;font-size:14px;font-weight:600;color:#aaa;border-bottom:1px solid rgba(0,0,0,0.07);">Network coverage</td>
<td style="padding:14px 16px;font-size:14px;color:#999;border-bottom:1px solid rgba(0,0,0,0.07);">RN and selected RD only</td>
<td style="padding:14px 16px;font-size:14px;color:#5599ff;font-weight:600;border-bottom:1px solid rgba(0,0,0,0.07);">Any French road</td>
</tr>
<tr>
<td style="padding:14px 16px;font-size:14px;font-weight:600;color:#aaa;border-bottom:1px solid rgba(0,0,0,0.07);">Deliverable format</td>
<td style="padding:14px 16px;font-size:14px;color:#999;border-bottom:1px solid rgba(0,0,0,0.07);">Survey table, PDF</td>
<td style="padding:14px 16px;font-size:14px;color:#5599ff;font-weight:600;border-bottom:1px solid rgba(0,0,0,0.07);">Structured data, GIS-ready</td>
</tr>
<tr>
<td style="padding:14px 16px;font-size:14px;font-weight:600;color:#aaa;border-bottom:1px solid rgba(0,0,0,0.07);">Contractor verification</td>
<td style="padding:14px 16px;font-size:14px;color:#999;border-bottom:1px solid rgba(0,0,0,0.07);">Manual</td>
<td style="padding:14px 16px;font-size:14px;color:#5599ff;font-weight:600;border-bottom:1px solid rgba(0,0,0,0.07);">AI-assisted remote</td>
</tr>
<tr>
<td style="padding:14px 16px;font-size:14px;font-weight:600;color:#aaa;border-bottom:1px solid rgba(0,0,0,0.07);">Contradiction analysis</td>
<td style="padding:14px 16px;font-size:14px;color:#999;border-bottom:1px solid rgba(0,0,0,0.07);">Not standard</td>
<td style="padding:14px 16px;font-size:14px;color:#5599ff;font-weight:600;border-bottom:1px solid rgba(0,0,0,0.07);">Automated AI cross-reference</td>
</tr>
</tbody>
</table>
</div>
</section>
<!-- KEY DECISIONS -->
<section class="decisions-bg">
<div class="container">
<div class="section-label">Decision support</div>
<h2 class="section-title">Decisions Landvex informs in France</h2>
<p class="section-sub">Every Landvex engagement is anchored to one or more of these decisions. We start with your question before designing the intelligence mission.</p>
<div class="decisions-grid">
<div class="decision-chip">
<span class="chip-dot"></span>
<span>DIR maintenance prioritisation</span>
</div>
<div class="decision-chip">
<span class="chip-dot"></span>
<span>Conseil departemental DOB budget allocation</span>
</div>
<div class="decision-chip">
<span class="chip-dot"></span>
<span>Safety audit programme pre-screening</span>
</div>
<div class="decision-chip">
<span class="chip-dot"></span>
<span>Contractor works acceptance</span>
</div>
<div class="decision-chip">
<span class="chip-dot"></span>
<span>PDMI input and evidence</span>
</div></div>
</div>
</section>
<!-- CONTRADICTION ENGINE -->
<section class="contradiction-bg">
<div class="container" style="max-width:900px;">
<div style="text-align:center;margin-bottom:56px;">
<div class="section-label" style="color:rgba(0,0,0,.75);">Contradiction Engine</div>
<h2 class="section-title" style="color: #1d1d1f;">Most systems confirm what you already believe.<br>Landvex finds what doesn&rsquo;t add up.</h2>
<p class="section-sub" style="color:rgba(0,0,0,.75);margin:0 auto;max-width:600px;">The most actionable intelligence is contradiction. Landvex actively searches for conflicts between official narratives and observed field reality — and quantifies the confidence gap.</p>
</div>
<div class="contradiction-box">
<div class="conflict-header">
<span class="conflict-flag">&#9888;</span>
<div>
<div class="conflict-title">Narrative Conflict Detected &mdash; RD 906 — Hautes-Alpes</div>
<div class="conflict-desc">IQROA score C suggests standard departmental maintenance interval. Field observation identifies deterioration consistent with D-score conditions on two of the four monitored sections.</div>
</div>
</div>
<div class="conflict-grid">
<div class="conflict-side conflict-official">
<div class="conflict-side-label">Official narrative</div>
<ul><li style='color:rgba(0,0,0,.75);font-size:.875rem;padding:4px 0;'>&#100003 IQROA survey: 20 months ago, score C</li>
<li style='color:rgba(0,0,0,.75);font-size:.875rem;padding:4px 0;'>&#100003 Departmental maintenance programme: within schedule</li>
<li style='color:rgba(0,0,0,.75);font-size:.875rem;padding:4px 0;'>&#100003 No emergency repair orders active</li></ul>
</div>
<div class="conflict-side conflict-observed">
<div class="conflict-side-label">Observed reality</div>
<ul><li style='color:rgba(0,0,0,.75);font-size:.875rem;padding:4px 0;'>&#100007 Longitudinal cracking on 4.2km inconsistent with C-score parameters</li>
<li style='color:rgba(0,0,0,.75);font-size:.875rem;padding:4px 0;'>&#100007 Pothole density on 1.8km exceeds D-score threshold</li>
<li style='color:rgba(0,0,0,.75);font-size:.875rem;padding:4px 0;'>&#100007 Drainage failures at 11 culverts outside maintenance programme</li>
<li style='color:rgba(0,0,0,.75);font-size:.875rem;padding:4px 0;'>&#100007 Road marking fading below minimum retroreflectivity on 28km</li></ul>
</div>
</div>
<div class="conflict-footer">
<span class="conflict-footer-label">Confidence in official narrative</span>
<span class="conflict-confidence">25%</span>
</div>
</div>
<div style="display:grid;grid-template-columns:repeat(3,1fr);gap:20px;margin-top:16px;">
<div style="text-align:center;padding:24px;">
<div style="font-size:1.5rem;margin-bottom:10px;color:#5599ff;">&#128269;</div>
<h4 style="color: #1d1d1f;font-weight:700;margin-bottom:6px;">Show me what I am missing</h4>
<p style="color:rgba(0,0,0,.75);font-size:.8125rem;">Blind spots absent from official data and internal reports</p>
</div>
<div style="text-align:center;padding:24px;">
<div style="font-size:1.5rem;margin-bottom:10px;color:#5599ff;">&#9878;</div>
<h4 style="color: #1d1d1f;font-weight:700;margin-bottom:6px;">AI Red Team</h4>
<p style="color:rgba(0,0,0,.75);font-size:.8125rem;">Every conclusion is challenged by a second model before delivery</p>
</div>
<div style="text-align:center;padding:24px;">
<div style="font-size:1.5rem;margin-bottom:10px;color:#5599ff;">&#128208;</div>
<h4 style="color: #1d1d1f;font-weight:700;margin-bottom:6px;">Which assumptions are wrong?</h4>
<p style="color:rgba(0,0,0,.75);font-size:.8125rem;">Identify where your thesis conflicts with observed reality</p>
</div>
</div>
</div>
</section>
<!-- CTA -->
<section class="cta-section">
<div class="container">
<div class="cta-box">
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<h2>Request a pilot for Road Inspection in France</h2>
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<p class="lv-disclaimer" style="margin:32px auto 0;">Intelligence outputs are indicative and advisory only. Based on field observations — not investment, financial, or legal advice. Landvex AB accepts no liability for decisions made based on these outputs. <a href="/methodology/">Methodology &rarr;</a></p>
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