diff --git a/packages/dashboard/index.html b/packages/dashboard/index.html
index 62fb3c0..86dca05 100644
--- a/packages/dashboard/index.html
+++ b/packages/dashboard/index.html
@@ -3239,6 +3239,7 @@ function renderSignals(filterSig) {
   }
   var signalIcon = { buy_now:'🔴', wait:'🟡', hold:'🟢', monitor:'🔵' };
   var signalLabel = { buy_now:'Buy Now', wait:'Wait', hold:'Hold', monitor:'Monitor' };
+  var demoBadgeHtml = '<span title="Demo data — inserted as sample data, not real market intelligence." style="font-size:0.6rem;padding:1px 5px;border-radius:3px;background:#f0e4ff;color:#7c3aed;font-weight:700;margin-left:4px;vertical-align:middle">Demo Data</span>';
   container.innerHTML = data.map(function(r) {
     var reasons = [];
     try { reasons = JSON.parse(r.reasons || '[]'); } catch(e) {}
@@ -3256,7 +3257,7 @@ function renderSignals(filterSig) {
       + '<div style="display:flex;align-items:flex-start;gap:0.25rem;margin-bottom:0.5rem">'
       + imgHtml
       + '<div style="flex:1;min-width:0">'
-      + '<div style="font-weight:700;font-size:0.82rem;white-space:nowrap;overflow:hidden;text-overflow:ellipsis">' + esc(productName) + '</div>'
+      + '<div style="font-weight:700;font-size:0.82rem;white-space:nowrap;overflow:hidden;text-overflow:ellipsis">' + esc(productName) + (r.is_demo ? demoBadgeHtml : '') + '</div>'
       + '<div style="font-size:0.7rem;color:var(--text-dim)">' + esc(r.form_factor || '') + (r.speed_gbps ? ' · ' + r.speed_gbps + 'G' : '') + (r.vendor_name ? ' · ' + esc(r.vendor_name) : '') + '</div>'
       + '</div>'
       + '</div>'
@@ -3303,7 +3304,7 @@ function renderAbcTable(filterCls) {
     var abcEl = '<span class="abc-' + (r.abc_class || 'c').toLowerCase() + '">' + (r.abc_class || '—') + '</span>';
     return '<tr style="border-bottom:1px solid var(--border)">'
       + '<td style="padding:7px 6px">' + abcEl + '</td>'
-      + '<td style="padding:7px 6px"><div style="font-weight:600">' + esc(r.standard_name || r.part_number || '—') + '</div><div style="font-size:0.68rem;color:var(--text-dim)">' + esc(r.vendor_name || '') + '</div></td>'
+      + '<td style="padding:7px 6px"><div style="font-weight:600">' + esc(r.standard_name || r.part_number || '—') + (r.is_demo ? '<span title="Demo data — sample entry, not real market data." style="font-size:0.6rem;padding:1px 5px;border-radius:3px;background:#f0e4ff;color:#7c3aed;font-weight:700;margin-left:4px;vertical-align:middle">Demo</span>' : '') + '</div><div style="font-size:0.68rem;color:var(--text-dim)">' + esc(r.vendor_name || '') + '</div></td>'
       + '<td style="padding:7px 6px;font-family:var(--mono);font-size:0.75rem">' + esc(r.form_factor || '—') + '</td>'
       + '<td style="padding:7px 6px;text-align:right;font-family:var(--mono)">' + (r.demand_score ? parseFloat(r.demand_score).toFixed(0) : '—') + '</td>'
       + '<td style="padding:7px 6px;text-align:right;font-family:var(--mono)">' + (r.compat_count || 0) + '</td>'
@@ -3349,7 +3350,7 @@ async function loadProcMarketIntel() {
         + '<span title="' + esc(typeDesc[item.intel_type] || item.intel_type || '') + '" style="font-size:1.2rem;cursor:default">' + (typeIcon[item.intel_type] || '📊') + '</span>'
         + '<div style="flex:1">'
         + '<span class="intel-badge ' + badgeClass + '" title="' + esc(sigDesc[sig] || sig) + '">' + (sigLabel[sig] || sig) + '</span>'
-        + '<div style="font-weight:700;font-size:0.82rem;line-height:1.3;margin-top:0.2rem">' + esc(item.title) + '</div>'
+        + '<div style="font-weight:700;font-size:0.82rem;line-height:1.3;margin-top:0.2rem">' + esc(item.title) + (item.is_demo ? '<span title="Demo data — sample entry, not real market intelligence." style="font-size:0.6rem;padding:1px 5px;border-radius:3px;background:#f0e4ff;color:#7c3aed;font-weight:700;margin-left:4px;vertical-align:middle">Demo Data</span>' : '') + '</div>'
         + '</div></div>'
         + '<div style="font-size:0.75rem;color:var(--text-dim);margin-bottom:0.6rem;line-height:1.5">' + esc(item.summary || '') + '</div>'
         + (techs ? '<div style="display:flex;gap:0.3rem;flex-wrap:wrap;margin-bottom:0.5rem">' + techs + '</div>' : '')
@@ -3402,7 +3403,7 @@ async function loadProcLifecycle() {
         + '<span title="' + esc(typeDesc[item.event_type] || item.event_type || '') + '" style="font-size:1.2rem;cursor:default">' + (typeIcon[item.event_type] || '📌') + '</span>'
         + '<div style="flex:1">'
         + (item.buy_signal ? '<span class="intel-badge intel-' + item.buy_signal.replace('_now','').replace('_','') + '" title="' + esc(sigDesc[item.buy_signal] || item.buy_signal) + '">' + (sigLabel[item.buy_signal] || item.buy_signal) + '</span>' : '')
-        + '<div style="font-weight:700;font-size:0.82rem;line-height:1.3;margin-top:0.2rem">' + esc(item.title) + '</div>'
+        + '<div style="font-weight:700;font-size:0.82rem;line-height:1.3;margin-top:0.2rem">' + esc(item.title) + (item.is_demo ? '<span title="Demo data — sample entry, not a real lifecycle event." style="font-size:0.6rem;padding:1px 5px;border-radius:3px;background:#f0e4ff;color:#7c3aed;font-weight:700;margin-left:4px;vertical-align:middle">Demo Data</span>' : '') + '</div>'
         + '</div></div>'
         + (item.description ? '<div style="font-size:0.75rem;color:var(--text-dim);margin-bottom:0.5rem;line-height:1.5">' + esc(item.description.substring(0, 200)) + (item.description.length > 200 ? '…' : '') + '</div>' : '')
         + '<div style="display:flex;justify-content:space-between;font-size:0.68rem;color:var(--text-dim)">'