diff --git a/src/cli/downloader.ts b/src/cli/downloader.ts
index e17fed8..e6c565c 100644
--- a/src/cli/downloader.ts
+++ b/src/cli/downloader.ts
@@ -23,7 +23,6 @@ interface ProcessedSegment {
   start: number;
   end: number;
   intensity: number;
-  integralJump: number;
 }
 
 interface VideoInfo {
@@ -143,7 +142,7 @@ function getIntensity(segment: RawHeatmapSegment): number {
   return segment.intensity ?? segment.heat ?? segment.value ?? 0;
 }
 
-function getTopSegmentsByIntegral(
+function getTopSegmentsByIntensity(
   segments: RawHeatmapSegment[],
   topN: number
 ): ProcessedSegment[] {
@@ -166,19 +165,9 @@ function getTopSegmentsByIntegral(
     return [];
   }
 
-  // Calculate integral for each segment and sort by highest
-  const withIntegral = validSegments.map(seg => {
-    const segmentDuration = seg.end - seg.start;
-    const integralJump = seg.intensity * segmentDuration;
-    return {
-      ...seg,
-      integralJump,
-    };
-  });
-
-  // Sort by integral jump (highest first) and return top N
-  withIntegral.sort((a, b) => b.integralJump - a.integralJump);
-  return withIntegral.slice(0, topN);
+  // Sort by raw intensity (highest first) - this matches visual "bumps" in heatmap
+  validSegments.sort((a, b) => b.intensity - a.intensity);
+  return validSegments.slice(0, topN);
 }
 
 export async function downloadMostWatchedSegment(options: DownloadOptions): Promise<void> {
@@ -208,10 +197,10 @@ export async function downloadMostWatchedSegment(options: DownloadOptions): Prom
   }
 
   console.log(`\nHeatmap data found: ${info.heatmap.length} segments`);
-  console.log(`\nTop ${topN} segments by integral jump:\n`);
+  console.log(`\nTop ${topN} segments by intensity (visual heatmap bumps):\n`);
 
-  // Get top segments
-  const topSegments = getTopSegmentsByIntegral(info.heatmap, topN);
+  // Get top segments by raw intensity
+  const topSegments = getTopSegmentsByIntensity(info.heatmap, topN);
 
   if (topSegments.length === 0) {
     console.log("No valid segments found. Downloading full video...");
@@ -224,7 +213,7 @@ export async function downloadMostWatchedSegment(options: DownloadOptions): Prom
   for (let i = 0; i < topSegments.length; i++) {
     const seg = topSegments[i];
     const duration = seg.end - seg.start;
-    console.log(`${i + 1}. ${formatTime(seg.start)} - ${formatTime(seg.end)} | Duration: ${formatTime(duration)} | Integral: ${seg.integralJump.toFixed(4)}`);
+    console.log(`${i + 1}. ${formatTime(seg.start)} - ${formatTime(seg.end)} | Duration: ${formatTime(duration)} | Intensity: ${(seg.intensity * 100).toFixed(1)}%`);
   }
 
   console.log("");
@@ -239,14 +228,13 @@ export async function downloadMostWatchedSegment(options: DownloadOptions): Prom
   // Save segment info
   const segmentInfoPath = join(outputDir, `${safeTitle}_top_segments.txt`);
   let segmentInfo = `# ${info.title}\n\n`;
-  segmentInfo += `Top ${topN} segments by integral jump:\n\n`;
+  segmentInfo += `Top ${topN} segments by intensity (highest re-watch rate):\n\n`;
 
   for (let i = 0; i < topSegments.length; i++) {
     const seg = topSegments[i];
     const duration = seg.end - seg.start;
     segmentInfo += `${i + 1}. ${formatTime(seg.start)} - ${formatTime(seg.end)}\n`;
     segmentInfo += `   Duration: ${formatTime(duration)}\n`;
-    segmentInfo += `   Integral: ${seg.integralJump.toFixed(4)}\n`;
     segmentInfo += `   Intensity: ${(seg.intensity * 100).toFixed(1)}%\n\n`;
   }