diff --git a/whitepaper/outreach/artemis.md b/whitepaper/outreach/artemis.md
index 63b31e64f..286c95fac 100644
--- a/whitepaper/outreach/artemis.md
+++ b/whitepaper/outreach/artemis.md
@@ -3,7 +3,7 @@
 **Project:** ActiveMQ Artemis
 **Disclosure date:** 2026-03-27
 **Severity:** HIGH
-**Speedup:** 25×
+**Speedup:** 382× measured · 25× per-defect scenario
 **Status:** PATCHED
 
 ---
diff --git a/whitepaper/outreach/doris.md b/whitepaper/outreach/doris.md
index 9dcca9d65..6638ce82b 100644
--- a/whitepaper/outreach/doris.md
+++ b/whitepaper/outreach/doris.md
@@ -3,7 +3,7 @@
 **Project:** Apache Doris
 **Disclosure date:** 2026-03-27
 **Severity:** MEDIUM
-**Speedup:** 2.5×
+**Speedup:** 372× measured · 2.5× per-defect scenario
 **Status:** PATCHED
 
 ---
diff --git a/whitepaper/outreach/gin.md b/whitepaper/outreach/gin.md
index 767c4af3e..9519caa2b 100644
--- a/whitepaper/outreach/gin.md
+++ b/whitepaper/outreach/gin.md
@@ -3,7 +3,7 @@
 **Project:** Gin (Go HTTP framework)
 **Disclosure date:** 2026-03-27
 **Severity:** HIGH
-**Speedup:** 8×
+**Speedup:** 368× measured · 8× per-defect scenario
 **Status:** PATCHED
 
 ---
diff --git a/whitepaper/outreach/gstreamer.md b/whitepaper/outreach/gstreamer.md
index cd496f832..23a61daa7 100644
--- a/whitepaper/outreach/gstreamer.md
+++ b/whitepaper/outreach/gstreamer.md
@@ -3,7 +3,7 @@
 **Project:** GStreamer
 **Disclosure date:** 2026-03-27
 **Severity:** HIGH
-**Speedup:** 35×
+**Speedup:** 391× measured · 35× per-defect scenario
 **Status:** PATCHED
 
 ---
diff --git a/whitepaper/outreach/igraph.md b/whitepaper/outreach/igraph.md
index bf9851ea4..ed8a1bfa7 100644
--- a/whitepaper/outreach/igraph.md
+++ b/whitepaper/outreach/igraph.md
@@ -3,7 +3,7 @@
 **Project:** python-igraph
 **Disclosure date:** 2026-03-27
 **Severity:** MEDIUM
-**Speedup:** 47×
+**Speedup:** 533× measured · 47× per-defect scenario
 **Status:** PATCHED
 
 ---
diff --git a/whitepaper/outreach/kylin.md b/whitepaper/outreach/kylin.md
index 26dfe72eb..e14a68495 100644
--- a/whitepaper/outreach/kylin.md
+++ b/whitepaper/outreach/kylin.md
@@ -3,7 +3,7 @@
 **Project:** Apache Kylin (OLAP on Hadoop)
 **Disclosure date:** 2026-03-27
 **Severity:** MEDIUM
-**Speedup:** 21.7×
+**Speedup:** 382× measured · 21.7× per-defect scenario
 **Status:** PATCHED
 
 ---
diff --git a/whitepaper/outreach/nifi.md b/whitepaper/outreach/nifi.md
index 29e8a9a43..26528d88f 100644
--- a/whitepaper/outreach/nifi.md
+++ b/whitepaper/outreach/nifi.md
@@ -3,7 +3,7 @@
 **Project:** Apache NiFi
 **Disclosure date:** 2026-03-27
 **Severity:** HIGH
-**Speedup:** 16.7×
+**Speedup:** 433× measured · 16.7× per-defect scenario
 **Status:** PATCHED
 
 ---
diff --git a/whitepaper/outreach/open3d.md b/whitepaper/outreach/open3d.md
index b004835a6..71f2ef380 100644
--- a/whitepaper/outreach/open3d.md
+++ b/whitepaper/outreach/open3d.md
@@ -3,7 +3,7 @@
 **Project:** Open3D
 **Disclosure date:** 2026-03-27
 **Severity:** HIGH
-**Speedup:** 37.8× (open3d-0001), 4× (open3d-0002)
+**Speedup:** 397× measured · 37.8× (open3d-0001), 4× (open3d-0002) per-defect scenario
 **Status:** PATCHED
 
 ---
diff --git a/whitepaper/outreach/opencv.md b/whitepaper/outreach/opencv.md
index e69f4ed15..7a393390d 100644
--- a/whitepaper/outreach/opencv.md
+++ b/whitepaper/outreach/opencv.md
@@ -3,7 +3,7 @@
 **Project:** OpenCV
 **Disclosure date:** 2026-03-27
 **Severity:** HIGH
-**Speedup:** 8.5× (opencv-0001), 3.5× (opencv-0002)
+**Speedup:** 368× measured · 8.5× (opencv-0001), 3.5× (opencv-0002) per-defect scenario
 **Status:** PATCHED
 
 ---
diff --git a/whitepaper/outreach/ros2.md b/whitepaper/outreach/ros2.md
index ee5033834..ecda4a905 100644
--- a/whitepaper/outreach/ros2.md
+++ b/whitepaper/outreach/ros2.md
@@ -3,7 +3,7 @@
 **Project:** ROS2 (Robot Operating System 2)
 **Disclosure date:** 2026-03-27
 **Severity:** MEDIUM
-**Speedup:** 5× (worst case)
+**Speedup:** 406× measured · 5× (worst case) per-defect scenario
 **Status:** PATCHED
 
 ---
diff --git a/whitepaper/outreach/starrocks.md b/whitepaper/outreach/starrocks.md
index 8e89fb4a3..1ad3dea3c 100644
--- a/whitepaper/outreach/starrocks.md
+++ b/whitepaper/outreach/starrocks.md
@@ -3,7 +3,7 @@
 **Project:** StarRocks
 **Disclosure date:** 2026-03-27
 **Severity:** MEDIUM
-**Speedup:** 3.5×
+**Speedup:** 401× measured · 3.5× per-defect scenario
 **Status:** PATCHED
 
 ---
diff --git a/whitepaper/outreach/trino.md b/whitepaper/outreach/trino.md
index 590bcb592..409086f3a 100644
--- a/whitepaper/outreach/trino.md
+++ b/whitepaper/outreach/trino.md
@@ -3,7 +3,7 @@
 **Project:** Trino
 **Disclosure date:** 2026-03-27
 **Severity:** MEDIUM
-**Speedup:** 3.2×
+**Speedup:** 364× measured · 3.2× per-defect scenario
 **Status:** PATCHED
 
 ---
diff --git a/whitepaper/outreach/victoria-metrics.md b/whitepaper/outreach/victoria-metrics.md
index c13ecd74b..b0883de83 100644
--- a/whitepaper/outreach/victoria-metrics.md
+++ b/whitepaper/outreach/victoria-metrics.md
@@ -3,7 +3,7 @@
 **Project:** VictoriaMetrics (time-series database)
 **Disclosure date:** 2026-03-27
 **Severity:** HIGH
-**Speedup:** 20×
+**Speedup:** 368× measured · 20× per-defect scenario
 **Status:** PATCHED
 
 ---