diff --git a/control_plane/app.py b/control_plane/app.py
index 2e1762f..ab22259 100644
--- a/control_plane/app.py
+++ b/control_plane/app.py
@@ -344,7 +344,9 @@ async def get_run_record(
         rec = gov.get_run(run_id)
         if rec is None:
             return JSONResponse({"error": "not found"}, status_code=404)
-        return JSONResponse(run_to_dict(rec))
+        body = run_to_dict(rec)
+        body["policy_stats"] = gov.get_policy_stats(principal.tenant_id, run_id)
+        return JSONResponse(body)
 
     @app.get("/v1/run-records")
     async def list_run_records(
diff --git a/control_plane/store.py b/control_plane/store.py
index e1df3b1..fbe4886 100644
--- a/control_plane/store.py
+++ b/control_plane/store.py
@@ -97,6 +97,13 @@
   applied_at REAL NOT NULL,
   PRIMARY KEY (tenant_id, idempotency_key)
 );
+CREATE TABLE IF NOT EXISTS run_policy_stats (
+  tenant_id TEXT NOT NULL,
+  run_id TEXT NOT NULL,
+  policy TEXT NOT NULL,
+  stats_json TEXT NOT NULL DEFAULT '{}',
+  PRIMARY KEY (tenant_id, run_id, policy)
+);
 CREATE TABLE IF NOT EXISTS run_state (
   tenant_id TEXT NOT NULL,
   run_id TEXT NOT NULL,
@@ -751,6 +758,8 @@ def _apply_step(self, tenant_id: str, run_id: str, ev: dict) -> None:
         }
         window.append(step_entry)
         window = window[-RUN_STATE_WINDOW:]
+        if isinstance(ev.get("compaction"), dict):
+            self._add_policy_stats(tenant_id, run_id, "context_compaction", ev["compaction"])
         step_count = (row["step_count"] if row else 0) + 1
         velocity = _velocity_from_window(window)
         self._db.execute(
@@ -762,6 +771,36 @@ def _apply_step(self, tenant_id: str, run_id: str, ev: dict) -> None:
             (tenant_id, run_id, step_count, json.dumps(window), velocity, ev.get("ts")),
         )
 
+    def _add_policy_stats(self, tenant_id: str, run_id: str, policy: str, delta: dict) -> None:
+        """Fold one call's numeric metrics into the run's per-policy aggregate (contract §5).
+
+        Stored as JSON so a policy can report new metrics without a schema change. Every
+        numeric key is summed and ``calls`` counts contributions. Runs inside the batch
+        transaction after the idempotency check, so a deduped replay cannot double count.
+        """
+        row = self._db.execute(
+            "SELECT stats_json FROM run_policy_stats WHERE tenant_id=? AND run_id=? AND policy=?",
+            (tenant_id, run_id, policy),
+        ).fetchone()
+        stats = json.loads(row["stats_json"]) if row else {}
+        for k, v in delta.items():
+            if isinstance(v, (int, float)) and not isinstance(v, bool):
+                stats[k] = stats.get(k, 0) + v
+        stats["calls"] = stats.get("calls", 0) + 1
+        self._db.execute(
+            "INSERT INTO run_policy_stats(tenant_id, run_id, policy, stats_json) VALUES (?,?,?,?) "
+            "ON CONFLICT(tenant_id, run_id, policy) DO UPDATE SET stats_json=excluded.stats_json",
+            (tenant_id, run_id, policy, json.dumps(stats)),
+        )
+
+    def get_policy_stats(self, tenant_id: str, run_id: str) -> dict[str, dict]:
+        """``{policy: {metric: value}}`` aggregated over the run."""
+        rows = self._db.execute(
+            "SELECT policy, stats_json FROM run_policy_stats WHERE tenant_id=? AND run_id=?",
+            (tenant_id, run_id),
+        )
+        return {r["policy"]: json.loads(r["stats_json"]) for r in rows}
+
     def precheck(
         self,
         tenant_id: str,
diff --git a/docs/api-contract.md b/docs/api-contract.md
index a8caa04..66d6169 100644
--- a/docs/api-contract.md
+++ b/docs/api-contract.md
@@ -123,7 +123,8 @@ Mirrors the `envelopes:batch` shape. All ledger writes go through here.
   "boundary_id": "researcher.chat", "cost_micros": 10500, "cum_spent_micros": 10500,
   "tool_signature": null, "result_hash": null,
   "usage": { "input": 1000, "output": 500 },
-  "tags": { "provider": "anthropic", "model": "claude-sonnet-4-6" } }
+  "tags": { "provider": "anthropic", "model": "claude-sonnet-4-6" },
+  "compaction": { "tokens_before": 12000, "tokens_after": 8000, "tokens_saved": 4000 } }  // optional (0.2.2)
 
 // halt_mark / halt_clear
 { "kind": "halt_mark",  "reason": "step_cap: 20 steps", "detector": "step_cap" }
@@ -145,6 +146,11 @@ Mirrors the `envelopes:batch` shape. All ledger writes go through here.
 - `spent_add` → upsert every `target` in `ledger_spent`.
 - `step` → upsert the `(tenant_id, run_id)` row in `run_state` (`step_count`, bounded
   `window_json` ring, velocity inputs, `last_ts`).
+  If the step carries the optional `compaction` object, also sum its numeric fields
+  (plus a `calls` count) into `run_policy_stats.stats_json` for policy `context_compaction`,
+  keyed `(tenant_id, run_id, policy)`, in the same transaction. `runs` is not touched.
+  Exposed as `policy_stats` on `GET /v1/run-records/{run_id}`. Deduped
+  replays never reach this, so they do not double count. Values are chars/4 estimates.
 - `halt_mark` / `halt_clear` → `ledger_halt` (+ flip `runs.status` when the run row
   exists).
 - Zero-cost crossings emit **only** a `step` — no `spent_add` with `delta_micros: 0`.
@@ -285,6 +291,10 @@ forward-only.
   **unchanged**. Opening a 0.1 DB just adds the new tables/column and bumps
   `user_version` to 2 — **no data loss, no break.**
 
+### v2.1 — 0.2.2 (additive, auto-applied)
+- `run_policy_stats (tenant_id, run_id, policy, stats_json)` — new table, PK
+  `(tenant_id, run_id, policy)`. `user_version` stays 2.
+
 ### v3 — 0.3.0 (destructive, ships after `tokenops <next>` — issue #11)
 - Fold `run_registrations` identity columns into `runs`; `DROP TABLE run_registrations`.
 - Make `runs` identity columns write-once; `steps` / `cost_micros` derived only.
diff --git a/tests/test_ledger_events.py b/tests/test_ledger_events.py
index 6217c04..d2d1d84 100644
--- a/tests/test_ledger_events.py
+++ b/tests/test_ledger_events.py
@@ -155,3 +155,64 @@ def test_bad_durability_header_is_400(make_client):
         headers={"Durability": "whenever"},
     )
     assert r.status_code == 400
+
+
+def _compacted_step(seq: int, saved: int, *, run_id: str = "run_1") -> dict:
+    ev = _step(seq, seq * 10_500, run_id=run_id)
+    ev["compaction"] = {
+        "tokens_before": saved + 8_000,
+        "tokens_after": 8_000,
+        "tokens_saved": saved,
+    }
+    return ev
+
+
+def _stats(c, run_id: str = "run_1") -> dict:
+    return c.app.state.store.get_policy_stats("local", run_id)
+
+
+def test_compaction_is_aggregated_per_run_and_policy(make_client):
+    c = make_client()
+    c.post(
+        "/v1/ledger/events:batch",
+        json={"events": [_compacted_step(1, 4_000), _step(2, 21_000), _compacted_step(3, 1_000)]},
+    )
+    assert _stats(c)["context_compaction"] == {
+        "tokens_before": 12_000 + 9_000,
+        "tokens_after": 16_000,
+        "tokens_saved": 5_000,
+        "calls": 2,
+    }
+
+
+def test_replayed_compacted_step_does_not_double_count(make_client):
+    c = make_client()
+    ev = _compacted_step(1, 4_000)
+    c.post("/v1/ledger/events:batch", json={"events": [ev]})
+    r = c.post("/v1/ledger/events:batch", json={"events": [ev]})
+    assert r.json()["deduped"] == 1
+    assert _stats(c)["context_compaction"]["tokens_saved"] == 4_000
+
+
+def test_compaction_survives_run_state_ring_eviction(make_client):
+    c = make_client()
+    n = 70  # > RUN_STATE_WINDOW
+    c.post(
+        "/v1/ledger/events:batch",
+        json={"events": [_compacted_step(i, 100) for i in range(1, n + 1)]},
+    )
+    assert _stats(c)["context_compaction"]["tokens_saved"] == 100 * n
+
+
+def test_run_record_read_exposes_policy_stats_and_needs_no_runs_row(make_client):
+    c = make_client()
+    c.put("/v1/run-records", json={"run_id": "run_1", "agent": "researcher"})
+    c.post("/v1/ledger/events:batch", json={"events": [_compacted_step(1, 4_000)]})
+    body = c.get("/v1/run-records/run_1").json()
+    assert body["policy_stats"]["context_compaction"]["tokens_saved"] == 4_000
+
+
+def test_steps_without_compaction_write_no_stats(make_client):
+    c = make_client()
+    c.post("/v1/ledger/events:batch", json={"events": [_step(1, 10_500)]})
+    assert _stats(c) == {}
diff --git a/ui/run_detail.py b/ui/run_detail.py
index 5f0cfa9..e3855b7 100644
--- a/ui/run_detail.py
+++ b/ui/run_detail.py
@@ -44,6 +44,14 @@ def render_run_detail(store: Store, run: RunRecord) -> None:
     c3.metric("Duration (s)", _duration(run))
     c4.metric("Governance", mode)
 
+    compaction = store.get_policy_stats("local", run.run_id).get("context_compaction")
+    if compaction:
+        st.metric(
+            "Tokens saved by compaction (est.)",
+            f"{int(compaction.get('tokens_saved', 0)):,}",
+            help=f"{int(compaction.get('calls', 0))} compacted call(s); chars/4 estimate.",
+        )
+
     with st.expander("Run metadata", expanded=False):
         st.json(
             {
diff --git a/ui/views/admin.py b/ui/views/admin.py
index c8c0f8c..98a7308 100644
--- a/ui/views/admin.py
+++ b/ui/views/admin.py
@@ -33,7 +33,7 @@
     "tool_output_cap": '{"cap_tokens": 8000}',
     "progress_guard": '{"window": 6, "repeats": 3, "max_corrections": 2}',
     "cost_guard": '{"threshold": 0.8, "mode": "minimize"}',
-    "context_compaction": '{"ctx_max": 100000, "has_hook": false}',
+    "context_compaction": '{"ctx_max": 100000}',
     "output_runaway": '{"repeats": 4, "max_retries": 2}',
 }