diff --git a/server-rs/src/routes/stats.rs b/server-rs/src/routes/stats.rs
index 206d373..43d8a46 100644
--- a/server-rs/src/routes/stats.rs
+++ b/server-rs/src/routes/stats.rs
@@ -8,6 +8,7 @@ use crate::consts::{AREA_PRICE_HISTORY_POINTS_LIMIT, PRICE_HISTORY_POINTS_LIMIT}
 use crate::data::area_crime_averages::AreaCrimeAverages;
 use crate::data::crime_by_year::CrimeByYearData;
 use crate::data::{FeatureStats, PostcodePoiMetrics, PropertyData};
+use crate::features::has_integer_bins;
 use crate::utils::{postcode_outcode, postcode_sector};
 
 use super::hexagon_stats::{
@@ -146,6 +147,10 @@ enum FeatureAccum {
         num_bins: usize,
         global_min: f32,
         global_max: f32,
+        /// Integer-count feature: values are u16-quantized so a genuine integer N
+        /// can decode to N-epsilon; round to the nearest integer before binning so
+        /// the lit bar lands under its own axis label instead of one bucket left.
+        integer_bins: bool,
     },
     /// Enum: count occurrences per variant index.
     Enum { value_counts: Vec<u64> },
@@ -202,6 +207,7 @@ pub fn compute_feature_stats(
                     num_bins,
                     global_min: global_hist.min,
                     global_max: global_hist.max,
+                    integer_bins: has_integer_bins(feature_name),
                 }
             }
         })
@@ -244,6 +250,7 @@ pub fn compute_feature_stats(
                     p99,
                     middle_width,
                     num_bins,
+                    integer_bins,
                     ..
                 } => {
                     let value = data.get_feature(row, fi);
@@ -257,12 +264,15 @@ pub fn compute_feature_stats(
                         }
                         *sum += value as f64;
 
-                        let bin = if value < *p1 {
+                        // Snap quantization noise (N decodes to N-epsilon) to the true
+                        // integer so the bin matches the axis label and the mean readout.
+                        let bin_value = if *integer_bins { value.round() } else { value };
+                        let bin = if bin_value < *p1 {
                             0
-                        } else if value >= *p99 {
+                        } else if bin_value >= *p99 {
                             *num_bins - 1
                         } else if *middle_width > 0.0 {
-                            let middle_bin = ((value - *p1) / *middle_width) as usize;
+                            let middle_bin = ((bin_value - *p1) / *middle_width) as usize;
                             (1 + middle_bin).min(*num_bins - 2)
                         } else {
                             *num_bins / 2
@@ -570,6 +580,9 @@ pub fn compute_poi_feature_stats(
         } else {
             0.0
         };
+        // POI count features are u16-quantized integer counts (see the numeric
+        // path); distance features are fractional and left untouched.
+        let integer_bins = has_integer_bins(name);
 
         let mut count = 0usize;
         let mut min_value = f32::INFINITY;
@@ -591,12 +604,13 @@ pub fn compute_poi_feature_stats(
             }
             sum += value as f64;
 
-            let bin = if value < p1 {
+            let bin_value = if integer_bins { value.round() } else { value };
+            let bin = if bin_value < p1 {
                 0
-            } else if value >= p99 {
+            } else if bin_value >= p99 {
                 num_bins - 1
             } else if middle_width > 0.0 {
-                let middle_bin = ((value - p1) / middle_width) as usize;
+                let middle_bin = ((bin_value - p1) / middle_width) as usize;
                 (1 + middle_bin).min(num_bins - 2)
             } else {
                 num_bins / 2
@@ -732,4 +746,57 @@ mod tests {
         let (outcode, sector, out) = area_crime_averages_for(None, &avgs, false, &HashSet::new());
         assert!(outcode.is_none() && sector.is_none() && out.is_empty());
     }
+
+    #[test]
+    fn integer_count_bar_aligns_with_label_despite_quant_noise() {
+        // A genuine catchment count of 2 is u16-quantized over the feature's
+        // [0, 11] data range, so it decodes to ~1.99995 (just below 2). The
+        // per-area histogram must snap it to 2 before binning, so the lit bar
+        // sits under label "2" instead of flooring into the "1" bucket while the
+        // value readout separately rounds to "2.0".
+        let name = "Good+ secondary school catchments";
+        assert!(has_integer_bins(name), "test feature must use integer bins");
+
+        let qmin = 0.0f32;
+        let qrange = 11.0f32;
+        let dequant_a = qrange / crate::consts::QUANT_SCALE;
+        // Encode integer 2 exactly as the loader does (round-to-nearest u16).
+        let raw = ((2.0 - qmin) / qrange * crate::consts::QUANT_SCALE).round() as u16;
+        let data = PropertyData::numeric_for_tests(vec![raw], 1, vec![dequant_a], vec![qmin]);
+        let decoded = data.get_feature(0, 0);
+        assert!(
+            (1.99..2.0).contains(&decoded),
+            "expected N-epsilon, got {decoded}"
+        );
+
+        // Global histogram: integer bins over p1=0..p99=7, one unit-wide bin per
+        // value. 9 bins = [<0], 0,1,2,3,4,5,6, [>=7]; bin index 3 carries label "2".
+        let feature_stats = vec![FeatureStats {
+            slider_min: 0.0,
+            slider_max: 11.0,
+            histogram: crate::data::Histogram {
+                min: 0.0,
+                max: 11.0,
+                p1: 0.0,
+                p99: 7.0,
+                counts: vec![0; 9],
+            },
+        }];
+
+        let (numeric, _) = compute_feature_stats(
+            &[0],
+            &data,
+            &[name.to_string()],
+            &FxHashMap::default(),
+            &feature_stats,
+            false,
+            &HashSet::new(),
+        );
+        assert_eq!(numeric.len(), 1);
+        let counts = &numeric[0].histogram.counts;
+        assert_eq!(counts[3], 1, "value 2 must bin under its own label \"2\"");
+        assert_eq!(counts[2], 0, "value 2 must not floor into the \"1\" bucket");
+        // The mean readout is left on the raw decoded value (unchanged by the fix).
+        assert!(numeric[0].mean < 2.0);
+    }
 }