diff --git a/daw-backend/src/audio/engine.rs b/daw-backend/src/audio/engine.rs
index 2dc85c0..622b211 100644
--- a/daw-backend/src/audio/engine.rs
+++ b/daw-backend/src/audio/engine.rs
@@ -1306,10 +1306,10 @@ impl Engine {
                 self.current_bpm = bpm as f64;
             }
 
-            Command::ApplyBpmChange(bpm, fps, midi_durations) => {
-                self.current_bpm = bpm;
+            Command::ApplyBpmChange(from_bpm, to_bpm, fps, midi_durations) => {
+                self.current_bpm = to_bpm;
                 self.current_fps = fps;
-                self.project.apply_bpm_change(bpm, fps, &midi_durations);
+                self.project.apply_bpm_change(from_bpm, to_bpm, fps, &midi_durations);
                 self.refresh_clip_snapshot();
             }
 
@@ -2181,13 +2181,16 @@ impl Engine {
                     if let Some(graph_node) = graph.get_graph_node_mut(node_idx) {
                         // Downcast to AutomationInputNode using as_any_mut
                         if let Some(auto_node) = graph_node.node.as_any_mut().downcast_mut::<AutomationInputNode>() {
-                            let keyframe = AutomationKeyframe {
+                            let mut keyframe = AutomationKeyframe {
                                 time,
+                                time_beats: 0.0,
+                                time_frames: 0.0,
                                 value,
                                 interpolation,
                                 ease_out,
                                 ease_in,
                             };
+                            keyframe.sync_from_seconds(self.current_bpm, self.current_fps);
                             auto_node.add_keyframe(keyframe);
                         } else {
                             eprintln!("Node {} is not an AutomationInputNode", node_id);
@@ -3632,6 +3635,12 @@ impl EngineController {
         let _ = self.command_tx.push(Command::AutomationSetName(track_id, node_id, name));
     }
 
+    /// Set the min/max output range of an AutomationInput node (param ids 0 = min, 1 = max)
+    pub fn automation_set_range(&mut self, track_id: TrackId, node_id: u32, min: f32, max: f32) {
+        self.graph_set_parameter(track_id, node_id, 0, min);
+        self.graph_set_parameter(track_id, node_id, 1, max);
+    }
+
     /// Start recording on a track
     pub fn start_recording(&mut self, track_id: TrackId, start_time: f64) {
         let _ = self.command_tx.push(Command::StartRecording(track_id, start_time));
@@ -3692,10 +3701,12 @@ impl EngineController {
         let _ = self.command_tx.push(Command::SetTempo(bpm, time_signature));
     }
 
-    /// After a BPM change: update MIDI clip durations and sync all clip beats/frames.
+    /// After a BPM change: update MIDI clip durations, sync clip beats/frames, and rescale
+    /// automation keyframe times to preserve beat positions.
+    /// `from_bpm` is the BPM before the change; `to_bpm` is the new BPM.
     /// Call this after move_clip() has been called for all affected clips.
-    pub fn apply_bpm_change(&mut self, bpm: f64, fps: f64, midi_durations: Vec<(crate::audio::MidiClipId, f64)>) {
-        let _ = self.command_tx.push(Command::ApplyBpmChange(bpm, fps, midi_durations));
+    pub fn apply_bpm_change(&mut self, from_bpm: f64, to_bpm: f64, fps: f64, midi_durations: Vec<(crate::audio::MidiClipId, f64)>) {
+        let _ = self.command_tx.push(Command::ApplyBpmChange(from_bpm, to_bpm, fps, midi_durations));
     }
 
     // Node graph operations
diff --git a/daw-backend/src/audio/node_graph/graph.rs b/daw-backend/src/audio/node_graph/graph.rs
index d1be311..9f9f9c6 100644
--- a/daw-backend/src/audio/node_graph/graph.rs
+++ b/daw-backend/src/audio/node_graph/graph.rs
@@ -737,6 +737,18 @@ impl AudioGraph {
         self.graph.node_indices()
     }
 
+    /// BPM changed: rescale all AutomationInput keyframe times to preserve beat positions.
+    /// `from_bpm` is the BPM before the change (used to bootstrap beats if not yet populated).
+    /// `to_bpm` is the new BPM (used to re-derive seconds from beats).
+    pub fn apply_beats_to_automation_keyframes(&mut self, from_bpm: f64, to_bpm: f64, fps: f64) {
+        use super::nodes::AutomationInputNode;
+        for node in self.graph.node_weights_mut() {
+            if let Some(auto_node) = node.node.as_any_mut().downcast_mut::<AutomationInputNode>() {
+                auto_node.apply_beats_to_keyframes(from_bpm, to_bpm, fps);
+            }
+        }
+    }
+
     /// Reallocate a node's output buffers to match its current port list.
     ///
     /// Must be called after `SubtrackInputsNode::update_subtracks` changes the port count,
@@ -1358,6 +1370,8 @@ impl AudioGraph {
                             for kf in &serialized_node.automation_keyframes {
                                 auto_node.add_keyframe(AutomationKeyframe {
                                     time: kf.time,
+                                    time_beats: 0.0,
+                                    time_frames: 0.0,
                                     value: kf.value,
                                     interpolation: match kf.interpolation.as_str() {
                                         "bezier" => InterpolationType::Bezier,
diff --git a/daw-backend/src/audio/node_graph/nodes/automation_input.rs b/daw-backend/src/audio/node_graph/nodes/automation_input.rs
index 44142b5..0dc9d43 100644
--- a/daw-backend/src/audio/node_graph/nodes/automation_input.rs
+++ b/daw-backend/src/audio/node_graph/nodes/automation_input.rs
@@ -18,6 +18,12 @@ pub enum InterpolationType {
 pub struct AutomationKeyframe {
     /// Time in seconds (absolute project time)
     pub time: f64,
+    /// Time in beats (derived; canonical in Measures mode)
+    #[serde(default)]
+    pub time_beats: f64,
+    /// Time in frames (derived; canonical in Frames mode)
+    #[serde(default)]
+    pub time_frames: f64,
     /// CV output value
     pub value: f32,
     /// Interpolation type to next keyframe
@@ -32,12 +38,32 @@ impl AutomationKeyframe {
     pub fn new(time: f64, value: f32) -> Self {
         Self {
             time,
+            time_beats: 0.0,
+            time_frames: 0.0,
             value,
             interpolation: InterpolationType::Linear,
             ease_out: (0.58, 1.0),
             ease_in: (0.42, 0.0),
         }
     }
+
+    /// Populate beats/frames from the current seconds value.
+    pub fn sync_from_seconds(&mut self, bpm: f64, fps: f64) {
+        self.time_beats = self.time * bpm / 60.0;
+        self.time_frames = self.time * fps;
+    }
+
+    /// BPM changed; beats are canonical → recompute seconds and frames.
+    pub fn apply_beats(&mut self, bpm: f64, fps: f64) {
+        self.time = self.time_beats * 60.0 / bpm;
+        self.time_frames = self.time * fps;
+    }
+
+    /// FPS changed; frames are canonical → recompute seconds and beats.
+    pub fn apply_frames(&mut self, fps: f64, bpm: f64) {
+        self.time = self.time_frames / fps;
+        self.time_beats = self.time * bpm / 60.0;
+    }
 }
 
 /// Automation Input Node - outputs CV signal controlled by timeline curves
@@ -143,6 +169,24 @@ impl AutomationInputNode {
         self.keyframes.clear();
     }
 
+    /// Populate beats/frames on all keyframes from their current seconds values.
+    pub fn sync_keyframes_from_seconds(&mut self, bpm: f64, fps: f64) {
+        for kf in &mut self.keyframes {
+            kf.sync_from_seconds(bpm, fps);
+        }
+    }
+
+    /// BPM changed: for each keyframe, bootstrap beats from seconds (using `from_bpm`) if not yet
+    /// set, then re-derive seconds and frames from beats using `to_bpm`.
+    pub fn apply_beats_to_keyframes(&mut self, from_bpm: f64, to_bpm: f64, fps: f64) {
+        for kf in &mut self.keyframes {
+            if kf.time_beats == 0.0 && kf.time.abs() > 1e-9 {
+                kf.sync_from_seconds(from_bpm, fps);
+            }
+            kf.apply_beats(to_bpm, fps);
+        }
+    }
+
     /// Evaluate curve at a specific time
     fn evaluate_at_time(&self, time: f64) -> f32 {
         if self.keyframes.is_empty() {
diff --git a/daw-backend/src/audio/project.rs b/daw-backend/src/audio/project.rs
index d46d4f5..967b34e 100644
--- a/daw-backend/src/audio/project.rs
+++ b/daw-backend/src/audio/project.rs
@@ -216,19 +216,25 @@ impl Project {
         self.tracks.iter().map(|(&id, node)| (id, node))
     }
 
-    /// After a BPM change, update MIDI clip durations then sync all clip beats/frames from seconds.
+    /// After a BPM change, update MIDI clip durations, sync clip beats/frames, and rescale
+    /// automation keyframe times to preserve beat positions.
     ///
+    /// `from_bpm` is the BPM before the change (used to bootstrap beats on legacy data).
+    /// `to_bpm` is the new BPM.
     /// `midi_durations` maps each MidiClipId to its new content duration in seconds.
     /// Call this after the seconds positions have already been updated (e.g. via MoveClip).
-    pub fn apply_bpm_change(&mut self, bpm: f64, fps: f64, midi_durations: &[(crate::audio::midi::MidiClipId, f64)]) {
+    pub fn apply_bpm_change(&mut self, from_bpm: f64, to_bpm: f64, fps: f64, midi_durations: &[(crate::audio::midi::MidiClipId, f64)]) {
         for (_, track) in self.tracks.iter_mut() {
             match track {
                 crate::audio::track::TrackNode::Audio(t) => {
                     for clip in &mut t.clips {
-                        clip.sync_from_seconds(bpm, fps);
+                        clip.sync_from_seconds(to_bpm, fps);
                     }
                 }
                 crate::audio::track::TrackNode::Midi(t) => {
+                    // Rescale automation keyframe times in this track's graph
+                    t.instrument_graph.apply_beats_to_automation_keyframes(from_bpm, to_bpm, fps);
+
                     // Update content durations first so internal_end is correct before sync
                     for instance in &mut t.clip_instances {
                         if let Some(&new_dur) = midi_durations.iter()
@@ -242,7 +248,7 @@ impl Project {
                                 instance.external_duration = instance.external_duration * new_dur / old_internal_dur;
                             }
                         }
-                        instance.sync_from_seconds(bpm, fps);
+                        instance.sync_from_seconds(to_bpm, fps);
                     }
                     // Update pool clip durations
                     for &(clip_id, new_dur) in midi_durations {
diff --git a/daw-backend/src/command/types.rs b/daw-backend/src/command/types.rs
index ecc71fc..8b9aba0 100644
--- a/daw-backend/src/command/types.rs
+++ b/daw-backend/src/command/types.rs
@@ -144,9 +144,10 @@ pub enum Command {
     SetMetronomeEnabled(bool),
     /// Set project tempo and time signature (bpm, (numerator, denominator))
     SetTempo(f32, (u32, u32)),
-    /// After a BPM change: update MIDI clip durations and sync all clip beats/frames from seconds.
-    /// (bpm, fps, midi_durations: Vec<(clip_id, new_duration_seconds)>)
-    ApplyBpmChange(f64, f64, Vec<(MidiClipId, f64)>),
+    /// After a BPM change: update MIDI clip durations, sync clip beats/frames, and rescale
+    /// automation keyframe times to preserve beat positions.
+    /// (from_bpm, to_bpm, fps, midi_durations: Vec<(clip_id, new_duration_seconds)>)
+    ApplyBpmChange(f64, f64, f64, Vec<(MidiClipId, f64)>),
 
     // Node graph commands
     /// Add a node to a track's instrument graph (track_id, node_type, position_x, position_y)
diff --git a/lightningbeam-ui/lightningbeam-core/src/actions/change_bpm.rs b/lightningbeam-ui/lightningbeam-core/src/actions/change_bpm.rs
index 0d7c89d..549fa00 100644
--- a/lightningbeam-ui/lightningbeam-core/src/actions/change_bpm.rs
+++ b/lightningbeam-ui/lightningbeam-core/src/actions/change_bpm.rs
@@ -290,12 +290,13 @@ impl Action for ChangeBpmAction {
             }
         }
 
-        // Sync beat/frame representations and rescale MIDI clip durations in the backend
+        // Sync beat/frame representations, rescale MIDI clip durations, and rescale
+        // automation keyframe times in the backend
         let fps = document.framerate;
         let midi_durations: Vec<(u32, f64)> = self.midi_snapshots.iter()
             .map(|s| (s.midi_clip_id, s.new_clip_duration))
             .collect();
-        controller.apply_bpm_change(self.new_bpm, fps, midi_durations);
+        controller.apply_bpm_change(self.old_bpm, self.new_bpm, fps, midi_durations);
 
         Ok(())
     }
@@ -337,12 +338,13 @@ impl Action for ChangeBpmAction {
             }
         }
 
-        // Sync beat/frame representations and restore MIDI clip durations in the backend
+        // Sync beat/frame representations, restore MIDI clip durations, and restore
+        // automation keyframe times in the backend
         let fps = document.framerate;
         let midi_durations: Vec<(u32, f64)> = self.midi_snapshots.iter()
             .map(|s| (s.midi_clip_id, s.old_clip_duration))
             .collect();
-        controller.apply_bpm_change(self.old_bpm, fps, midi_durations);
+        controller.apply_bpm_change(self.new_bpm, self.old_bpm, fps, midi_durations);
 
         Ok(())
     }
diff --git a/lightningbeam-ui/lightningbeam-editor/src/panes/timeline.rs b/lightningbeam-ui/lightningbeam-editor/src/panes/timeline.rs
index 80ed7c4..0aab067 100644
--- a/lightningbeam-ui/lightningbeam-editor/src/panes/timeline.rs
+++ b/lightningbeam-ui/lightningbeam-editor/src/panes/timeline.rs
@@ -215,6 +215,8 @@ pub struct TimelinePane {
     automation_cache_generation: u64,
     /// Last seen graph_topology_generation; used to detect node additions/removals
     automation_topology_generation: u64,
+    /// Last seen BPM; automation keyframe times rescale on BPM change, so clear cache when it differs
+    automation_cache_bpm: f64,
     /// Cached metronome icon texture (loaded on first use)
     metronome_icon: Option<egui::TextureHandle>,
     /// Count-in pre-roll state: set when count-in is active, cleared when recording fires
@@ -378,6 +380,7 @@ enum AutomationLaneAction {
     AddKeyframe { layer_id: uuid::Uuid, node_id: u32, time: f64, value: f32 },
     MoveKeyframe { layer_id: uuid::Uuid, node_id: u32, old_time: f64, new_time: f64, new_value: f32, interpolation: String, ease_out: (f32, f32), ease_in: (f32, f32) },
     DeleteKeyframe { layer_id: uuid::Uuid, node_id: u32, time: f64 },
+    SetRange { layer_id: uuid::Uuid, node_id: u32, min: f32, max: f32 },
 }
 
 /// Paint a soft drop shadow around a rect using gradient meshes (bottom + right + corner).
@@ -700,6 +703,7 @@ impl TimelinePane {
             pending_automation_actions: Vec::new(),
             automation_cache_generation: u64::MAX,
             automation_topology_generation: u64::MAX,
+            automation_cache_bpm: f64::NAN,
             metronome_icon: None,
             pending_recording_start: None,
             renaming_layer: None,
@@ -1836,6 +1840,7 @@ impl TimelinePane {
         layer_to_track_map: &std::collections::HashMap<uuid::Uuid, daw_backend::TrackId>,
         track_levels: &std::collections::HashMap<daw_backend::TrackId, f32>,
         input_level: f32,
+        playback_time: f64,
     ) {
         // Background for header column
         let header_style = theme.style(".timeline-header", ui.ctx());
@@ -2146,7 +2151,11 @@ impl TimelinePane {
                     Some((nid, kfs)) if kfs.len() == 1 && (kfs[0].time - 0.0).abs() < 0.001 => {
                         (Some(*nid), Some(kfs[0].value as f64), false)
                     }
-                    Some((nid, _)) => (Some(*nid), None, true),
+                    Some((nid, kfs)) => {
+                        // Multiple keyframes — slider is read-only; show the curve value at playback pos
+                        let v = crate::curve_editor::evaluate_curve(kfs, playback_time);
+                        (Some(*nid), Some(v as f64), true)
+                    }
                 };
 
             let current_volume = volume_auto_value.unwrap_or_else(|| layer_for_controls.volume());
@@ -2292,6 +2301,16 @@ impl TimelinePane {
 
                 if let Some(node_id) = volume_auto_node_id {
                     // Route through automation: update the t=0 keyframe
+                    // Ensure range is 0–2 so the curve editor shows the correct y-axis
+                    let needs_range_update = self.automation_cache.get(&layer_id)
+                        .and_then(|lanes| lanes.iter().find(|l| l.node_id == node_id))
+                        .map(|l| (l.value_min - 0.0).abs() > 0.01 || (l.value_max - 2.0).abs() > 0.01)
+                        .unwrap_or(true);
+                    if needs_range_update {
+                        self.pending_automation_actions.push(AutomationLaneAction::SetRange {
+                            layer_id, node_id, min: 0.0, max: 2.0,
+                        });
+                    }
                     self.pending_automation_actions.push(AutomationLaneAction::AddKeyframe {
                         layer_id,
                         node_id,
@@ -2301,6 +2320,8 @@ impl TimelinePane {
                     // Optimistic cache update so slider feels immediate
                     if let Some(lanes) = self.automation_cache.get_mut(&layer_id) {
                         if let Some(lane) = lanes.iter_mut().find(|l| l.node_id == node_id) {
+                            lane.value_min = 0.0;
+                            lane.value_max = 2.0;
                             if let Some(kf) = lane.keyframes.iter_mut().find(|k| k.time < 0.001) {
                                 kf.value = new_volume;
                             }
@@ -5211,6 +5232,17 @@ impl PaneRenderer for TimelinePane {
                         for (clip_id, events) in action.new_midi_events() {
                             shared.midi_event_cache.insert(clip_id, events.clone());
                         }
+                        // Optimistically rescale automation keyframe times in the cache.
+                        // The backend rescales asynchronously via ApplyBpmChange; this keeps
+                        // the cache consistent without waiting for the engine to round-trip.
+                        let scale = start_bpm / new_bpm;
+                        for lanes in self.automation_cache.values_mut() {
+                            for lane in lanes.iter_mut() {
+                                for kf in lane.keyframes.iter_mut() {
+                                    kf.time *= scale;
+                                }
+                            }
+                        }
                         shared.pending_actions.push(Box::new(action));
                     }
                 }
@@ -5354,7 +5386,7 @@ impl PaneRenderer for TimelinePane {
 
         // Render layer header column with clipping
         ui.set_clip_rect(layer_headers_rect.intersect(original_clip_rect));
-        self.render_layer_headers(ui, layer_headers_rect, shared.theme, shared.active_layer_id, shared.focus, &mut shared.pending_actions, document, &context_layers, shared.layer_to_track_map, shared.track_levels, shared.input_level);
+        self.render_layer_headers(ui, layer_headers_rect, shared.theme, shared.active_layer_id, shared.focus, &mut shared.pending_actions, document, &context_layers, shared.layer_to_track_map, shared.track_levels, shared.input_level, *shared.playback_time);
 
         // Render time ruler (clip to ruler rect)
         ui.set_clip_rect(ruler_rect.intersect(original_clip_rect));
@@ -5428,6 +5460,18 @@ impl PaneRenderer for TimelinePane {
                                 }
                             }
                         }
+                        AutomationLaneAction::SetRange { layer_id, node_id, min, max } => {
+                            if let Some(&track_id) = shared.layer_to_track_map.get(&layer_id) {
+                                controller.automation_set_range(track_id, node_id, min, max);
+                                // Optimistic cache update
+                                if let Some(lanes) = self.automation_cache.get_mut(&layer_id) {
+                                    if let Some(lane) = lanes.iter_mut().find(|l| l.node_id == node_id) {
+                                        lane.value_min = min;
+                                        lane.value_max = max;
+                                    }
+                                }
+                            }
+                        }
                     }
                 }
             }
@@ -5439,6 +5483,14 @@ impl PaneRenderer for TimelinePane {
             self.automation_cache.clear();
         }
 
+        // Invalidate automation cache when BPM changes (but not during a live drag —
+        // during drag the backend hasn't rescaled yet so re-querying would give stale data).
+        let bpm_committed = self.bpm_drag_start.is_none();
+        if bpm_committed && (document.bpm - self.automation_cache_bpm).abs() > 1e-9 {
+            self.automation_cache_bpm = document.bpm;
+            self.automation_cache.clear();
+        }
+
         // Refresh automation cache for expanded layers.
         // Clears all caches when the project is reloaded (project_generation) or when the node
         // graph topology changes (graph_topology_generation — bumped by the node graph pane on