diff --git a/backend/app/api/metrics.py b/backend/app/api/metrics.py
new file mode 100644
index 00000000..921b0bf1
--- /dev/null
+++ b/backend/app/api/metrics.py
@@ -0,0 +1,306 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+from datetime import datetime, timedelta
+from typing import Literal
+
+from fastapi import APIRouter, Depends, Query
+from sqlalchemy import case, func
+from sqlmodel import Session, col, select
+
+from app.api.deps import require_admin_auth
+from app.core.auth import AuthContext
+from app.db.session import get_session
+from app.models.activity_events import ActivityEvent
+from app.models.agents import Agent
+from app.models.tasks import Task
+from app.schemas.metrics import (
+    DashboardKpis,
+    DashboardMetrics,
+    DashboardRangeSeries,
+    DashboardSeriesPoint,
+    DashboardSeriesSet,
+    DashboardWipPoint,
+    DashboardWipRangeSeries,
+    DashboardWipSeriesSet,
+)
+
+router = APIRouter(prefix="/metrics", tags=["metrics"])
+
+OFFLINE_AFTER = timedelta(minutes=10)
+ERROR_EVENT_PATTERN = "%failed"
+
+
+@dataclass(frozen=True)
+class RangeSpec:
+    key: Literal["24h", "7d"]
+    start: datetime
+    end: datetime
+    bucket: Literal["hour", "day"]
+
+
+def _resolve_range(range_key: Literal["24h", "7d"]) -> RangeSpec:
+    now = datetime.utcnow()
+    if range_key == "7d":
+        return RangeSpec(
+            key="7d",
+            start=now - timedelta(days=7),
+            end=now,
+            bucket="day",
+        )
+    return RangeSpec(
+        key="24h",
+        start=now - timedelta(hours=24),
+        end=now,
+        bucket="hour",
+    )
+
+
+def _comparison_range(range_key: Literal["24h", "7d"]) -> RangeSpec:
+    return _resolve_range("7d" if range_key == "24h" else "24h")
+
+
+def _bucket_start(value: datetime, bucket: Literal["hour", "day"]) -> datetime:
+    if bucket == "day":
+        return value.replace(hour=0, minute=0, second=0, microsecond=0)
+    return value.replace(minute=0, second=0, microsecond=0)
+
+
+def _build_buckets(range_spec: RangeSpec) -> list[datetime]:
+    cursor = _bucket_start(range_spec.start, range_spec.bucket)
+    step = timedelta(days=1) if range_spec.bucket == "day" else timedelta(hours=1)
+    buckets: list[datetime] = []
+    while cursor <= range_spec.end:
+        buckets.append(cursor)
+        cursor += step
+    return buckets
+
+
+def _series_from_mapping(
+    range_spec: RangeSpec, mapping: dict[datetime, float]
+) -> DashboardRangeSeries:
+    points = [
+        DashboardSeriesPoint(period=bucket, value=float(mapping.get(bucket, 0)))
+        for bucket in _build_buckets(range_spec)
+    ]
+    return DashboardRangeSeries(
+        range=range_spec.key,
+        bucket=range_spec.bucket,
+        points=points,
+    )
+
+
+def _wip_series_from_mapping(
+    range_spec: RangeSpec, mapping: dict[datetime, dict[str, int]]
+) -> DashboardWipRangeSeries:
+    points: list[DashboardWipPoint] = []
+    for bucket in _build_buckets(range_spec):
+        values = mapping.get(bucket, {})
+        points.append(
+            DashboardWipPoint(
+                period=bucket,
+                inbox=values.get("inbox", 0),
+                in_progress=values.get("in_progress", 0),
+                review=values.get("review", 0),
+            )
+        )
+    return DashboardWipRangeSeries(
+        range=range_spec.key,
+        bucket=range_spec.bucket,
+        points=points,
+    )
+
+
+def _query_throughput(session: Session, range_spec: RangeSpec) -> DashboardRangeSeries:
+    bucket_col = func.date_trunc(range_spec.bucket, Task.updated_at).label("bucket")
+    statement = (
+        select(bucket_col, func.count(Task.id))
+        .where(col(Task.status) == "review")
+        .where(col(Task.updated_at) >= range_spec.start)
+        .where(col(Task.updated_at) <= range_spec.end)
+        .group_by(bucket_col)
+        .order_by(bucket_col)
+    )
+    results = session.exec(statement).all()
+    mapping = {row[0]: float(row[1]) for row in results}
+    return _series_from_mapping(range_spec, mapping)
+
+
+def _query_cycle_time(session: Session, range_spec: RangeSpec) -> DashboardRangeSeries:
+    bucket_col = func.date_trunc(range_spec.bucket, Task.updated_at).label("bucket")
+    duration_hours = func.extract(
+        "epoch", Task.updated_at - Task.in_progress_at
+    ) / 3600.0
+    statement = (
+        select(bucket_col, func.avg(duration_hours))
+        .where(col(Task.status) == "review")
+        .where(col(Task.in_progress_at).is_not(None))
+        .where(col(Task.updated_at) >= range_spec.start)
+        .where(col(Task.updated_at) <= range_spec.end)
+        .group_by(bucket_col)
+        .order_by(bucket_col)
+    )
+    results = session.exec(statement).all()
+    mapping = {row[0]: float(row[1] or 0) for row in results}
+    return _series_from_mapping(range_spec, mapping)
+
+
+def _query_error_rate(session: Session, range_spec: RangeSpec) -> DashboardRangeSeries:
+    bucket_col = func.date_trunc(range_spec.bucket, ActivityEvent.created_at).label(
+        "bucket"
+    )
+    error_case = case(
+        (
+            col(ActivityEvent.event_type).like(ERROR_EVENT_PATTERN),
+            1,
+        ),
+        else_=0,
+    )
+    statement = (
+        select(bucket_col, func.sum(error_case), func.count(ActivityEvent.id))
+        .where(col(ActivityEvent.created_at) >= range_spec.start)
+        .where(col(ActivityEvent.created_at) <= range_spec.end)
+        .group_by(bucket_col)
+        .order_by(bucket_col)
+    )
+    results = session.exec(statement).all()
+    mapping: dict[datetime, float] = {}
+    for bucket, errors, total in results:
+        total_count = float(total or 0)
+        error_count = float(errors or 0)
+        rate = (error_count / total_count) * 100 if total_count > 0 else 0.0
+        mapping[bucket] = rate
+    return _series_from_mapping(range_spec, mapping)
+
+
+def _query_wip(session: Session, range_spec: RangeSpec) -> DashboardWipRangeSeries:
+    bucket_col = func.date_trunc(range_spec.bucket, Task.updated_at).label("bucket")
+    inbox_case = case((col(Task.status) == "inbox", 1), else_=0)
+    progress_case = case((col(Task.status) == "in_progress", 1), else_=0)
+    review_case = case((col(Task.status) == "review", 1), else_=0)
+    statement = (
+        select(
+            bucket_col,
+            func.sum(inbox_case),
+            func.sum(progress_case),
+            func.sum(review_case),
+        )
+        .where(col(Task.updated_at) >= range_spec.start)
+        .where(col(Task.updated_at) <= range_spec.end)
+        .group_by(bucket_col)
+        .order_by(bucket_col)
+    )
+    results = session.exec(statement).all()
+    mapping: dict[datetime, dict[str, int]] = {}
+    for bucket, inbox, in_progress, review in results:
+        mapping[bucket] = {
+            "inbox": int(inbox or 0),
+            "in_progress": int(in_progress or 0),
+            "review": int(review or 0),
+        }
+    return _wip_series_from_mapping(range_spec, mapping)
+
+
+def _median_cycle_time_7d(session: Session) -> float | None:
+    now = datetime.utcnow()
+    start = now - timedelta(days=7)
+    duration_hours = func.extract(
+        "epoch", Task.updated_at - Task.in_progress_at
+    ) / 3600.0
+    statement = (
+        select(func.percentile_cont(0.5).within_group(duration_hours))
+        .where(col(Task.status) == "review")
+        .where(col(Task.in_progress_at).is_not(None))
+        .where(col(Task.updated_at) >= start)
+        .where(col(Task.updated_at) <= now)
+    )
+    value = session.exec(statement).one_or_none()
+    if value is None:
+        return None
+    if isinstance(value, tuple):
+        value = value[0]
+    if value is None:
+        return None
+    return float(value)
+
+
+def _error_rate_kpi(session: Session, range_spec: RangeSpec) -> float:
+    error_case = case(
+        (
+            col(ActivityEvent.event_type).like(ERROR_EVENT_PATTERN),
+            1,
+        ),
+        else_=0,
+    )
+    statement = (
+        select(func.sum(error_case), func.count(ActivityEvent.id))
+        .where(col(ActivityEvent.created_at) >= range_spec.start)
+        .where(col(ActivityEvent.created_at) <= range_spec.end)
+    )
+    result = session.exec(statement).one_or_none()
+    if result is None:
+        return 0.0
+    errors, total = result
+    total_count = float(total or 0)
+    error_count = float(errors or 0)
+    return (error_count / total_count) * 100 if total_count > 0 else 0.0
+
+
+def _active_agents(session: Session) -> int:
+    threshold = datetime.utcnow() - OFFLINE_AFTER
+    statement = select(func.count(Agent.id)).where(
+        col(Agent.last_seen_at).is_not(None),
+        col(Agent.last_seen_at) >= threshold,
+    )
+    result = session.exec(statement).one()
+    return int(result)
+
+
+def _tasks_in_progress(session: Session) -> int:
+    statement = select(func.count(Task.id)).where(col(Task.status) == "in_progress")
+    result = session.exec(statement).one()
+    return int(result)
+
+
+@router.get("/dashboard", response_model=DashboardMetrics)
+def dashboard_metrics(
+    range: Literal["24h", "7d"] = Query(default="24h"),
+    session: Session = Depends(get_session),
+    auth: AuthContext = Depends(require_admin_auth),
+) -> DashboardMetrics:
+    primary = _resolve_range(range)
+    comparison = _comparison_range(range)
+
+    throughput = DashboardSeriesSet(
+        primary=_query_throughput(session, primary),
+        comparison=_query_throughput(session, comparison),
+    )
+    cycle_time = DashboardSeriesSet(
+        primary=_query_cycle_time(session, primary),
+        comparison=_query_cycle_time(session, comparison),
+    )
+    error_rate = DashboardSeriesSet(
+        primary=_query_error_rate(session, primary),
+        comparison=_query_error_rate(session, comparison),
+    )
+    wip = DashboardWipSeriesSet(
+        primary=_query_wip(session, primary),
+        comparison=_query_wip(session, comparison),
+    )
+
+    kpis = DashboardKpis(
+        active_agents=_active_agents(session),
+        tasks_in_progress=_tasks_in_progress(session),
+        error_rate_pct=_error_rate_kpi(session, primary),
+        median_cycle_time_hours_7d=_median_cycle_time_7d(session),
+    )
+
+    return DashboardMetrics(
+        range=primary.key,
+        generated_at=datetime.utcnow(),
+        kpis=kpis,
+        throughput=throughput,
+        cycle_time=cycle_time,
+        error_rate=error_rate,
+        wip=wip,
+    )
diff --git a/backend/app/main.py b/backend/app/main.py
index 26368542..52eb1642 100644
--- a/backend/app/main.py
+++ b/backend/app/main.py
@@ -8,6 +8,7 @@ from app.api.agents import router as agents_router
 from app.api.auth import router as auth_router
 from app.api.boards import router as boards_router
 from app.api.gateway import router as gateway_router
+from app.api.metrics import router as metrics_router
 from app.api.tasks import router as tasks_router
 from app.api.users import router as users_router
 from app.core.config import settings
@@ -54,6 +55,7 @@ api_v1.include_router(auth_router)
 api_v1.include_router(agents_router)
 api_v1.include_router(activity_router)
 api_v1.include_router(gateway_router)
+api_v1.include_router(metrics_router)
 api_v1.include_router(boards_router)
 api_v1.include_router(tasks_router)
 api_v1.include_router(users_router)
diff --git a/backend/app/schemas/__init__.py b/backend/app/schemas/__init__.py
index 9a7a3ffe..41dab5f0 100644
--- a/backend/app/schemas/__init__.py
+++ b/backend/app/schemas/__init__.py
@@ -1,6 +1,7 @@
 from app.schemas.activity_events import ActivityEventRead
 from app.schemas.agents import AgentCreate, AgentRead, AgentUpdate
 from app.schemas.boards import BoardCreate, BoardRead, BoardUpdate
+from app.schemas.metrics import DashboardMetrics
 from app.schemas.tasks import TaskCreate, TaskRead, TaskUpdate
 from app.schemas.users import UserCreate, UserRead, UserUpdate
 
@@ -12,6 +13,7 @@ __all__ = [
     "BoardCreate",
     "BoardRead",
     "BoardUpdate",
+    "DashboardMetrics",
     "TaskCreate",
     "TaskRead",
     "TaskUpdate",
diff --git a/backend/app/schemas/metrics.py b/backend/app/schemas/metrics.py
new file mode 100644
index 00000000..04a79d1f
--- /dev/null
+++ b/backend/app/schemas/metrics.py
@@ -0,0 +1,57 @@
+from __future__ import annotations
+
+from datetime import datetime
+from typing import Literal
+
+from sqlmodel import SQLModel
+
+
+class DashboardSeriesPoint(SQLModel):
+    period: datetime
+    value: float
+
+
+class DashboardWipPoint(SQLModel):
+    period: datetime
+    inbox: int
+    in_progress: int
+    review: int
+
+
+class DashboardRangeSeries(SQLModel):
+    range: Literal["24h", "7d"]
+    bucket: Literal["hour", "day"]
+    points: list[DashboardSeriesPoint]
+
+
+class DashboardWipRangeSeries(SQLModel):
+    range: Literal["24h", "7d"]
+    bucket: Literal["hour", "day"]
+    points: list[DashboardWipPoint]
+
+
+class DashboardSeriesSet(SQLModel):
+    primary: DashboardRangeSeries
+    comparison: DashboardRangeSeries
+
+
+class DashboardWipSeriesSet(SQLModel):
+    primary: DashboardWipRangeSeries
+    comparison: DashboardWipRangeSeries
+
+
+class DashboardKpis(SQLModel):
+    active_agents: int
+    tasks_in_progress: int
+    error_rate_pct: float
+    median_cycle_time_hours_7d: float | None
+
+
+class DashboardMetrics(SQLModel):
+    range: Literal["24h", "7d"]
+    generated_at: datetime
+    kpis: DashboardKpis
+    throughput: DashboardSeriesSet
+    cycle_time: DashboardSeriesSet
+    error_rate: DashboardSeriesSet
+    wip: DashboardWipSeriesSet
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
index 1d939865..e50fa237 100644
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
@@ -19,7 +19,8 @@
         "cmdk": "^1.1.1",
         "next": "16.1.6",
         "react": "19.2.3",
-        "react-dom": "19.2.3"
+        "react-dom": "19.2.3",
+        "recharts": "^3.7.0"
       },
       "devDependencies": {
         "@types/node": "^20",
@@ -2684,6 +2685,42 @@
       "integrity": "sha512-HPwpGIzkl28mWyZqG52jiqDJ12waP11Pa1lGoiyUkIEuMLBP0oeK/C89esbXrxsky5we7dfd8U58nm0SgAWpVw==",
       "license": "MIT"
     },
+    "node_modules/@reduxjs/toolkit": {
+      "version": "2.11.2",
+      "resolved": "https://registry.npmjs.org/@reduxjs/toolkit/-/toolkit-2.11.2.tgz",
+      "integrity": "sha512-Kd6kAHTA6/nUpp8mySPqj3en3dm0tdMIgbttnQ1xFMVpufoj+ADi8pXLBsd4xzTRHQa7t/Jv8W5UnCuW4kuWMQ==",
+      "license": "MIT",
+      "dependencies": {
+        "@standard-schema/spec": "^1.0.0",
+        "@standard-schema/utils": "^0.3.0",
+        "immer": "^11.0.0",
+        "redux": "^5.0.1",
+        "redux-thunk": "^3.1.0",
+        "reselect": "^5.1.0"
+      },
+      "peerDependencies": {
+        "react": "^16.9.0 || ^17.0.0 || ^18 || ^19",
+        "react-redux": "^7.2.1 || ^8.1.3 || ^9.0.0"
+      },
+      "peerDependenciesMeta": {
+        "react": {
+          "optional": true
+        },
+        "react-redux": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@reduxjs/toolkit/node_modules/immer": {
+      "version": "11.1.3",
+      "resolved": "https://registry.npmjs.org/immer/-/immer-11.1.3.tgz",
+      "integrity": "sha512-6jQTc5z0KJFtr1UgFpIL3N9XSC3saRaI9PwWtzM2pSqkNGtiNkYY2OSwkOGDK2XcTRcLb1pi/aNkKZz0nxVH4Q==",
+      "license": "MIT",
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/immer"
+      }
+    },
     "node_modules/@rtsao/scc": {
       "version": "1.1.0",
       "resolved": "https://registry.npmjs.org/@rtsao/scc/-/scc-1.1.0.tgz",
@@ -2900,6 +2937,18 @@
       "integrity": "sha512-1bnPQqSxSuc3Ii6MhBysoWCg58j97aUjuCSZrGSmDxNqtytIi0k8utUenAwTZN4V5mXXYGsVUI9zeBqy+jBOSQ==",
       "license": "MIT"
     },
+    "node_modules/@standard-schema/spec": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/@standard-schema/spec/-/spec-1.1.0.tgz",
+      "integrity": "sha512-l2aFy5jALhniG5HgqrD6jXLi/rUWrKvqN/qJx6yoJsgKhblVd+iqqU4RCXavm/jPityDo5TCvKMnpjKnOriy0w==",
+      "license": "MIT"
+    },
+    "node_modules/@standard-schema/utils": {
+      "version": "0.3.0",
+      "resolved": "https://registry.npmjs.org/@standard-schema/utils/-/utils-0.3.0.tgz",
+      "integrity": "sha512-e7Mew686owMaPJVNNLs55PUvgz371nKgwsc4vxE49zsODpJEnxgxRo2y/OKrqueavXgZNMDVj3DdHFlaSAeU8g==",
+      "license": "MIT"
+    },
     "node_modules/@swc/helpers": {
       "version": "0.5.15",
       "resolved": "https://registry.npmjs.org/@swc/helpers/-/helpers-0.5.15.tgz",
@@ -2979,6 +3028,69 @@
         "tslib": "^2.4.0"
       }
     },
+    "node_modules/@types/d3-array": {
+      "version": "3.2.2",
+      "resolved": "https://registry.npmjs.org/@types/d3-array/-/d3-array-3.2.2.tgz",
+      "integrity": "sha512-hOLWVbm7uRza0BYXpIIW5pxfrKe0W+D5lrFiAEYR+pb6w3N2SwSMaJbXdUfSEv+dT4MfHBLtn5js0LAWaO6otw==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-color": {
+      "version": "3.1.3",
+      "resolved": "https://registry.npmjs.org/@types/d3-color/-/d3-color-3.1.3.tgz",
+      "integrity": "sha512-iO90scth9WAbmgv7ogoq57O9YpKmFBbmoEoCHDB2xMBY0+/KVrqAaCDyCE16dUspeOvIxFFRI+0sEtqDqy2b4A==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-ease": {
+      "version": "3.0.2",
+      "resolved": "https://registry.npmjs.org/@types/d3-ease/-/d3-ease-3.0.2.tgz",
+      "integrity": "sha512-NcV1JjO5oDzoK26oMzbILE6HW7uVXOHLQvHshBUW4UMdZGfiY6v5BeQwh9a9tCzv+CeefZQHJt5SRgK154RtiA==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-interpolate": {
+      "version": "3.0.4",
+      "resolved": "https://registry.npmjs.org/@types/d3-interpolate/-/d3-interpolate-3.0.4.tgz",
+      "integrity": "sha512-mgLPETlrpVV1YRJIglr4Ez47g7Yxjl1lj7YKsiMCb27VJH9W8NVM6Bb9d8kkpG/uAQS5AmbA48q2IAolKKo1MA==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/d3-color": "*"
+      }
+    },
+    "node_modules/@types/d3-path": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/@types/d3-path/-/d3-path-3.1.1.tgz",
+      "integrity": "sha512-VMZBYyQvbGmWyWVea0EHs/BwLgxc+MKi1zLDCONksozI4YJMcTt8ZEuIR4Sb1MMTE8MMW49v0IwI5+b7RmfWlg==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-scale": {
+      "version": "4.0.9",
+      "resolved": "https://registry.npmjs.org/@types/d3-scale/-/d3-scale-4.0.9.tgz",
+      "integrity": "sha512-dLmtwB8zkAeO/juAMfnV+sItKjlsw2lKdZVVy6LRr0cBmegxSABiLEpGVmSJJ8O08i4+sGR6qQtb6WtuwJdvVw==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/d3-time": "*"
+      }
+    },
+    "node_modules/@types/d3-shape": {
+      "version": "3.1.8",
+      "resolved": "https://registry.npmjs.org/@types/d3-shape/-/d3-shape-3.1.8.tgz",
+      "integrity": "sha512-lae0iWfcDeR7qt7rA88BNiqdvPS5pFVPpo5OfjElwNaT2yyekbM0C9vK+yqBqEmHr6lDkRnYNoTBYlAgJa7a4w==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/d3-path": "*"
+      }
+    },
+    "node_modules/@types/d3-time": {
+      "version": "3.0.4",
+      "resolved": "https://registry.npmjs.org/@types/d3-time/-/d3-time-3.0.4.tgz",
+      "integrity": "sha512-yuzZug1nkAAaBlBBikKZTgzCeA+k1uy4ZFwWANOfKw5z5LRhV0gNA7gNkKm7HoK+HRN0wX3EkxGk0fpbWhmB7g==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-timer": {
+      "version": "3.0.2",
+      "resolved": "https://registry.npmjs.org/@types/d3-timer/-/d3-timer-3.0.2.tgz",
+      "integrity": "sha512-Ps3T8E8dZDam6fUyNiMkekK3XUsaUEik+idO9/YjPtfj2qruF8tFBXS7XhtE4iIXBLxhmLjP3SXpLhVf21I9Lw==",
+      "license": "MIT"
+    },
     "node_modules/@types/estree": {
       "version": "1.0.8",
       "resolved": "https://registry.npmjs.org/@types/estree/-/estree-1.0.8.tgz",
@@ -3047,6 +3159,12 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/@types/use-sync-external-store": {
+      "version": "0.0.6",
+      "resolved": "https://registry.npmjs.org/@types/use-sync-external-store/-/use-sync-external-store-0.0.6.tgz",
+      "integrity": "sha512-zFDAD+tlpf2r4asuHEj0XH6pY6i0g5NeAHPn+15wk3BV6JA69eERFXC1gyGThDkVa1zCyKr5jox1+2LbV/AMLg==",
+      "license": "MIT"
+    },
     "node_modules/@typescript-eslint/eslint-plugin": {
       "version": "8.54.0",
       "resolved": "https://registry.npmjs.org/@typescript-eslint/eslint-plugin/-/eslint-plugin-8.54.0.tgz",
@@ -4265,7 +4383,6 @@
       "version": "2.1.1",
       "resolved": "https://registry.npmjs.org/clsx/-/clsx-2.1.1.tgz",
       "integrity": "sha512-eYm0QWBtUrBWZWG0d386OGAw16Z995PiOVo2B7bjWSbHedGl5e0ZWaq65kOGgUSNesEIDkB9ISbTg/JK9dhCZA==",
-      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">=6"
@@ -4373,6 +4490,127 @@
       "devOptional": true,
       "license": "MIT"
     },
+    "node_modules/d3-array": {
+      "version": "3.2.4",
+      "resolved": "https://registry.npmjs.org/d3-array/-/d3-array-3.2.4.tgz",
+      "integrity": "sha512-tdQAmyA18i4J7wprpYq8ClcxZy3SC31QMeByyCFyRt7BVHdREQZ5lpzoe5mFEYZUWe+oq8HBvk9JjpibyEV4Jg==",
+      "license": "ISC",
+      "dependencies": {
+        "internmap": "1 - 2"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-color": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/d3-color/-/d3-color-3.1.0.tgz",
+      "integrity": "sha512-zg/chbXyeBtMQ1LbD/WSoW2DpC3I0mpmPdW+ynRTj/x2DAWYrIY7qeZIHidozwV24m4iavr15lNwIwLxRmOxhA==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-ease": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/d3-ease/-/d3-ease-3.0.1.tgz",
+      "integrity": "sha512-wR/XK3D3XcLIZwpbvQwQ5fK+8Ykds1ip7A2Txe0yxncXSdq1L9skcG7blcedkOX+ZcgxGAmLX1FrRGbADwzi0w==",
+      "license": "BSD-3-Clause",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-format": {
+      "version": "3.1.2",
+      "resolved": "https://registry.npmjs.org/d3-format/-/d3-format-3.1.2.tgz",
+      "integrity": "sha512-AJDdYOdnyRDV5b6ArilzCPPwc1ejkHcoyFarqlPqT7zRYjhavcT3uSrqcMvsgh2CgoPbK3RCwyHaVyxYcP2Arg==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-interpolate": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/d3-interpolate/-/d3-interpolate-3.0.1.tgz",
+      "integrity": "sha512-3bYs1rOD33uo8aqJfKP3JWPAibgw8Zm2+L9vBKEHJ2Rg+viTR7o5Mmv5mZcieN+FRYaAOWX5SJATX6k1PWz72g==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-color": "1 - 3"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-path": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/d3-path/-/d3-path-3.1.0.tgz",
+      "integrity": "sha512-p3KP5HCf/bvjBSSKuXid6Zqijx7wIfNW+J/maPs+iwR35at5JCbLUT0LzF1cnjbCHWhqzQTIN2Jpe8pRebIEFQ==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-scale": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/d3-scale/-/d3-scale-4.0.2.tgz",
+      "integrity": "sha512-GZW464g1SH7ag3Y7hXjf8RoUuAFIqklOAq3MRl4OaWabTFJY9PN/E1YklhXLh+OQ3fM9yS2nOkCoS+WLZ6kvxQ==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-array": "2.10.0 - 3",
+        "d3-format": "1 - 3",
+        "d3-interpolate": "1.2.0 - 3",
+        "d3-time": "2.1.1 - 3",
+        "d3-time-format": "2 - 4"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-shape": {
+      "version": "3.2.0",
+      "resolved": "https://registry.npmjs.org/d3-shape/-/d3-shape-3.2.0.tgz",
+      "integrity": "sha512-SaLBuwGm3MOViRq2ABk3eLoxwZELpH6zhl3FbAoJ7Vm1gofKx6El1Ib5z23NUEhF9AsGl7y+dzLe5Cw2AArGTA==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-path": "^3.1.0"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-time": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/d3-time/-/d3-time-3.1.0.tgz",
+      "integrity": "sha512-VqKjzBLejbSMT4IgbmVgDjpkYrNWUYJnbCGo874u7MMKIWsILRX+OpX/gTk8MqjpT1A/c6HY2dCA77ZN0lkQ2Q==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-array": "2 - 3"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-time-format": {
+      "version": "4.1.0",
+      "resolved": "https://registry.npmjs.org/d3-time-format/-/d3-time-format-4.1.0.tgz",
+      "integrity": "sha512-dJxPBlzC7NugB2PDLwo9Q8JiTR3M3e4/XANkreKSUxF8vvXKqm1Yfq4Q5dl8budlunRVlUUaDUgFt7eA8D6NLg==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-time": "1 - 3"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-timer": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/d3-timer/-/d3-timer-3.0.1.tgz",
+      "integrity": "sha512-ndfJ/JxxMd3nw31uyKoY2naivF+r29V+Lc0svZxe1JvvIRmi8hUsrMvdOwgS1o6uBHmiz91geQ0ylPP0aj1VUA==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
     "node_modules/damerau-levenshtein": {
       "version": "1.0.8",
       "resolved": "https://registry.npmjs.org/damerau-levenshtein/-/damerau-levenshtein-1.0.8.tgz",
@@ -4452,6 +4690,12 @@
         }
       }
     },
+    "node_modules/decimal.js-light": {
+      "version": "2.5.1",
+      "resolved": "https://registry.npmjs.org/decimal.js-light/-/decimal.js-light-2.5.1.tgz",
+      "integrity": "sha512-qIMFpTMZmny+MMIitAB6D7iVPEorVw6YQRWkvarTkT4tBeSLLiHzcwj6q0MmYSFCiVpiqPJTJEYIrpcPzVEIvg==",
+      "license": "MIT"
+    },
     "node_modules/deep-is": {
       "version": "0.1.4",
       "resolved": "https://registry.npmjs.org/deep-is/-/deep-is-0.1.4.tgz",
@@ -4780,6 +5024,16 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/es-toolkit": {
+      "version": "1.44.0",
+      "resolved": "https://registry.npmjs.org/es-toolkit/-/es-toolkit-1.44.0.tgz",
+      "integrity": "sha512-6penXeZalaV88MM3cGkFZZfOoLGWshWWfdy0tWw/RlVVyhvMaWSBTOvXNeiW3e5FwdS5ePW0LGEu17zT139ktg==",
+      "license": "MIT",
+      "workspaces": [
+        "docs",
+        "benchmarks"
+      ]
+    },
     "node_modules/esbuild": {
       "version": "0.27.2",
       "resolved": "https://registry.npmjs.org/esbuild/-/esbuild-0.27.2.tgz",
@@ -5269,6 +5523,12 @@
         "node": ">=0.10.0"
       }
     },
+    "node_modules/eventemitter3": {
+      "version": "5.0.4",
+      "resolved": "https://registry.npmjs.org/eventemitter3/-/eventemitter3-5.0.4.tgz",
+      "integrity": "sha512-mlsTRyGaPBjPedk6Bvw+aqbsXDtoAyAzm5MO7JgU+yVRyMQ5O8bD4Kcci7BS85f93veegeCPkL8R4GLClnjLFw==",
+      "license": "MIT"
+    },
     "node_modules/execa": {
       "version": "9.6.1",
       "resolved": "https://registry.npmjs.org/execa/-/execa-9.6.1.tgz",
@@ -5938,6 +6198,16 @@
         "node": ">= 4"
       }
     },
+    "node_modules/immer": {
+      "version": "10.2.0",
+      "resolved": "https://registry.npmjs.org/immer/-/immer-10.2.0.tgz",
+      "integrity": "sha512-d/+XTN3zfODyjr89gM3mPq1WNX2B8pYsu7eORitdwyA2sBubnTl3laYlBk4sXY5FUa5qTZGBDPJICVbvqzjlbw==",
+      "license": "MIT",
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/immer"
+      }
+    },
     "node_modules/import-fresh": {
       "version": "3.3.1",
       "resolved": "https://registry.npmjs.org/import-fresh/-/import-fresh-3.3.1.tgz",
@@ -5980,6 +6250,15 @@
         "node": ">= 0.4"
       }
     },
+    "node_modules/internmap": {
+      "version": "2.0.3",
+      "resolved": "https://registry.npmjs.org/internmap/-/internmap-2.0.3.tgz",
+      "integrity": "sha512-5Hh7Y1wQbvY5ooGgPbDaL5iYLAPzMTUrjMulskHLH6wnv/A+1q5rgEaiuqEjB+oxGXIVZs1FF+R/KPN3ZSQYYg==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
     "node_modules/is-array-buffer": {
       "version": "3.0.5",
       "resolved": "https://registry.npmjs.org/is-array-buffer/-/is-array-buffer-3.0.5.tgz",
@@ -7792,9 +8071,31 @@
       "version": "16.13.1",
       "resolved": "https://registry.npmjs.org/react-is/-/react-is-16.13.1.tgz",
       "integrity": "sha512-24e6ynE2H+OKt4kqsOvNd8kBpV65zoxbA4BVsEOB3ARVWQki/DHzaUoC5KuON/BiccDaCCTZBuOcfZs70kR8bQ==",
-      "dev": true,
       "license": "MIT"
     },
+    "node_modules/react-redux": {
+      "version": "9.2.0",
+      "resolved": "https://registry.npmjs.org/react-redux/-/react-redux-9.2.0.tgz",
+      "integrity": "sha512-ROY9fvHhwOD9ySfrF0wmvu//bKCQ6AeZZq1nJNtbDC+kk5DuSuNX/n6YWYF/SYy7bSba4D4FSz8DJeKY/S/r+g==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/use-sync-external-store": "^0.0.6",
+        "use-sync-external-store": "^1.4.0"
+      },
+      "peerDependencies": {
+        "@types/react": "^18.2.25 || ^19",
+        "react": "^18.0 || ^19",
+        "redux": "^5.0.0"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        },
+        "redux": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/react-remove-scroll": {
       "version": "2.7.2",
       "resolved": "https://registry.npmjs.org/react-remove-scroll/-/react-remove-scroll-2.7.2.tgz",
@@ -7887,6 +8188,51 @@
         "node": ">=8.10.0"
       }
     },
+    "node_modules/recharts": {
+      "version": "3.7.0",
+      "resolved": "https://registry.npmjs.org/recharts/-/recharts-3.7.0.tgz",
+      "integrity": "sha512-l2VCsy3XXeraxIID9fx23eCb6iCBsxUQDnE8tWm6DFdszVAO7WVY/ChAD9wVit01y6B2PMupYiMmQwhgPHc9Ew==",
+      "license": "MIT",
+      "workspaces": [
+        "www"
+      ],
+      "dependencies": {
+        "@reduxjs/toolkit": "1.x.x || 2.x.x",
+        "clsx": "^2.1.1",
+        "decimal.js-light": "^2.5.1",
+        "es-toolkit": "^1.39.3",
+        "eventemitter3": "^5.0.1",
+        "immer": "^10.1.1",
+        "react-redux": "8.x.x || 9.x.x",
+        "reselect": "5.1.1",
+        "tiny-invariant": "^1.3.3",
+        "use-sync-external-store": "^1.2.2",
+        "victory-vendor": "^37.0.2"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0",
+        "react-dom": "^16.0.0 || ^17.0.0 || ^18.0.0 || ^19.0.0",
+        "react-is": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/redux": {
+      "version": "5.0.1",
+      "resolved": "https://registry.npmjs.org/redux/-/redux-5.0.1.tgz",
+      "integrity": "sha512-M9/ELqF6fy8FwmkpnF0S3YKOqMyoWJ4+CS5Efg2ct3oY9daQvd/Pc71FpGZsVsbl3Cpb+IIcjBDUnnyBdQbq4w==",
+      "license": "MIT"
+    },
+    "node_modules/redux-thunk": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/redux-thunk/-/redux-thunk-3.1.0.tgz",
+      "integrity": "sha512-NW2r5T6ksUKXCabzhL9z+h206HQw/NJkcLm1GPImRQ8IzfXwRGqjVhKJGauHirT0DAuyy6hjdnMZaRoAcy0Klw==",
+      "license": "MIT",
+      "peerDependencies": {
+        "redux": "^5.0.0"
+      }
+    },
     "node_modules/reflect.getprototypeof": {
       "version": "1.0.10",
       "resolved": "https://registry.npmjs.org/reflect.getprototypeof/-/reflect.getprototypeof-1.0.10.tgz",
@@ -7951,6 +8297,12 @@
         "node": ">=0.10.0"
       }
     },
+    "node_modules/reselect": {
+      "version": "5.1.1",
+      "resolved": "https://registry.npmjs.org/reselect/-/reselect-5.1.1.tgz",
+      "integrity": "sha512-K/BG6eIky/SBpzfHZv/dd+9JBFiS4SWV7FIujVyJRux6e45+73RaUHXLmIR1f7WOMaQ0U1km6qwklRQxpJJY0w==",
+      "license": "MIT"
+    },
     "node_modules/resolve": {
       "version": "1.22.11",
       "resolved": "https://registry.npmjs.org/resolve/-/resolve-1.22.11.tgz",
@@ -8797,6 +9149,12 @@
         "node": ">=0.8"
       }
     },
+    "node_modules/tiny-invariant": {
+      "version": "1.3.3",
+      "resolved": "https://registry.npmjs.org/tiny-invariant/-/tiny-invariant-1.3.3.tgz",
+      "integrity": "sha512-+FbBPE1o9QAYvviau/qC5SE3caw21q3xkvWKBtja5vgqOWIHHJ3ioaq1VPfn/Szqctz2bU/oYeKd9/z5BL+PVg==",
+      "license": "MIT"
+    },
     "node_modules/tinyglobby": {
       "version": "0.2.15",
       "resolved": "https://registry.npmjs.org/tinyglobby/-/tinyglobby-0.2.15.tgz",
@@ -9327,6 +9685,28 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/victory-vendor": {
+      "version": "37.3.6",
+      "resolved": "https://registry.npmjs.org/victory-vendor/-/victory-vendor-37.3.6.tgz",
+      "integrity": "sha512-SbPDPdDBYp+5MJHhBCAyI7wKM3d5ivekigc2Dk2s7pgbZ9wIgIBYGVw4zGHBml/qTFbexrofXW6Gu4noGxrOwQ==",
+      "license": "MIT AND ISC",
+      "dependencies": {
+        "@types/d3-array": "^3.0.3",
+        "@types/d3-ease": "^3.0.0",
+        "@types/d3-interpolate": "^3.0.1",
+        "@types/d3-scale": "^4.0.2",
+        "@types/d3-shape": "^3.1.0",
+        "@types/d3-time": "^3.0.0",
+        "@types/d3-timer": "^3.0.0",
+        "d3-array": "^3.1.6",
+        "d3-ease": "^3.0.1",
+        "d3-interpolate": "^3.0.1",
+        "d3-scale": "^4.0.2",
+        "d3-shape": "^3.1.0",
+        "d3-time": "^3.0.0",
+        "d3-timer": "^3.0.1"
+      }
+    },
     "node_modules/which": {
       "version": "2.0.2",
       "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
diff --git a/frontend/package.json b/frontend/package.json
index 97dad9cc..3427a034 100644
--- a/frontend/package.json
+++ b/frontend/package.json
@@ -12,8 +12,8 @@
   },
   "dependencies": {
     "@clerk/nextjs": "^6.37.1",
-    "@radix-ui/react-popover": "^1.1.15",
     "@radix-ui/react-dialog": "^1.1.2",
+    "@radix-ui/react-popover": "^1.1.15",
     "@radix-ui/react-select": "^2.2.6",
     "@radix-ui/react-tabs": "^1.1.1",
     "@radix-ui/react-tooltip": "^1.1.2",
@@ -22,7 +22,8 @@
     "cmdk": "^1.1.1",
     "next": "16.1.6",
     "react": "19.2.3",
-    "react-dom": "19.2.3"
+    "react-dom": "19.2.3",
+    "recharts": "^3.7.0"
   },
   "devDependencies": {
     "@types/node": "^20",
diff --git a/frontend/src/app/dashboard/page.tsx b/frontend/src/app/dashboard/page.tsx
index 314de1dc..cdebe48d 100644
--- a/frontend/src/app/dashboard/page.tsx
+++ b/frontend/src/app/dashboard/page.tsx
@@ -1,22 +1,319 @@
 "use client";
 
-import { useRouter } from "next/navigation";
+import { useEffect, useMemo, useState } from "react";
 
-import { SignInButton, SignedIn, SignedOut } from "@clerk/nextjs";
+import { SignInButton, SignedIn, SignedOut, useAuth } from "@clerk/nextjs";
+import {
+  Area,
+  AreaChart,
+  Bar,
+  BarChart,
+  CartesianGrid,
+  Line,
+  LineChart,
+  ResponsiveContainer,
+  Tooltip,
+  XAxis,
+  YAxis,
+} from "recharts";
 
 import { DashboardSidebar } from "@/components/organisms/DashboardSidebar";
 import { DashboardShell } from "@/components/templates/DashboardShell";
 import { Button } from "@/components/ui/button";
+import MetricSparkline from "@/components/charts/metric-sparkline";
+import { getApiBaseUrl } from "@/lib/api-base";
+
+type RangeKey = "24h" | "7d";
+type BucketKey = "hour" | "day";
+
+type SeriesPoint = {
+  period: string;
+  value: number;
+};
+
+type WipPoint = {
+  period: string;
+  inbox: number;
+  in_progress: number;
+  review: number;
+};
+
+type RangeSeries = {
+  range: RangeKey;
+  bucket: BucketKey;
+  points: SeriesPoint[];
+};
+
+type WipRangeSeries = {
+  range: RangeKey;
+  bucket: BucketKey;
+  points: WipPoint[];
+};
+
+type SeriesSet = {
+  primary: RangeSeries;
+  comparison: RangeSeries;
+};
+
+type WipSeriesSet = {
+  primary: WipRangeSeries;
+  comparison: WipRangeSeries;
+};
+
+type DashboardMetrics = {
+  range: RangeKey;
+  generated_at: string;
+  kpis: {
+    active_agents: number;
+    tasks_in_progress: number;
+    error_rate_pct: number;
+    median_cycle_time_hours_7d: number | null;
+  };
+  throughput: SeriesSet;
+  cycle_time: SeriesSet;
+  error_rate: SeriesSet;
+  wip: WipSeriesSet;
+};
+
+const apiBase = getApiBaseUrl();
+
+const hourFormatter = new Intl.DateTimeFormat("en-US", { hour: "numeric" });
+const dayFormatter = new Intl.DateTimeFormat("en-US", {
+  month: "short",
+  day: "numeric",
+});
+const updatedFormatter = new Intl.DateTimeFormat("en-US", {
+  hour: "numeric",
+  minute: "2-digit",
+});
+
+const formatPeriod = (value: string, bucket: BucketKey) => {
+  const date = new Date(value);
+  if (Number.isNaN(date.getTime())) return "";
+  return bucket === "hour" ? hourFormatter.format(date) : dayFormatter.format(date);
+};
+
+const formatNumber = (value: number) => value.toLocaleString("en-US");
+const formatPercent = (value: number) => `${value.toFixed(1)}%`;
+const formatHours = (value: number | null) =>
+  value === null || !Number.isFinite(value) ? "--" : `${value.toFixed(1)}h`;
+
+function buildSeries(series: RangeSeries) {
+  return series.points.map((point) => ({
+    period: formatPeriod(point.period, series.bucket),
+    value: Number(point.value ?? 0),
+  }));
+}
+
+function buildWipSeries(series: WipRangeSeries) {
+  return series.points.map((point) => ({
+    period: formatPeriod(point.period, series.bucket),
+    inbox: Number(point.inbox ?? 0),
+    in_progress: Number(point.in_progress ?? 0),
+    review: Number(point.review ?? 0),
+  }));
+}
+
+function buildSparkline(series: RangeSeries) {
+  return {
+    values: series.points.map((point) => Number(point.value ?? 0)),
+    labels: series.points.map((point) => formatPeriod(point.period, series.bucket)),
+  };
+}
+
+function buildWipSparkline(series: WipRangeSeries, key: keyof WipPoint) {
+  return {
+    values: series.points.map((point) => Number(point[key] ?? 0)),
+    labels: series.points.map((point) => formatPeriod(point.period, series.bucket)),
+  };
+}
+
+type TooltipProps = {
+  active?: boolean;
+  payload?: Array<{ value?: number; name?: string; color?: string }>;
+  label?: string;
+  formatter?: (value: number, name?: string) => string;
+};
+
+function TooltipCard({ active, payload, label, formatter }: TooltipProps) {
+  if (!active || !payload?.length) return null;
+  return (
+    <div className="rounded-lg border border-slate-200 bg-white px-3 py-2 text-xs text-slate-700 shadow-lg">
+      <div className="text-slate-500">{label}</div>
+      <div className="mt-1 space-y-1">
+        {payload.map((entry) => (
+          <div key={entry.name} className="flex items-center justify-between gap-3">
+            <span className="flex items-center gap-2">
+              <span
+                className="h-2 w-2 rounded-full"
+                style={{ backgroundColor: entry.color }}
+              />
+              {entry.name}
+            </span>
+            <span className="font-semibold text-slate-900">
+              {formatter ? formatter(Number(entry.value ?? 0), entry.name) : entry.value}
+            </span>
+          </div>
+        ))}
+      </div>
+    </div>
+  );
+}
+
+function KpiCard({
+  label,
+  value,
+  sublabel,
+  sparkline,
+}: {
+  label: string;
+  value: string;
+  sublabel?: string;
+  sparkline?: { values: number[]; labels: string[] };
+}) {
+  return (
+    <div className="rounded-xl border border-slate-200 bg-white p-5 shadow-sm">
+      <div className="text-xs font-semibold uppercase tracking-[0.24em] text-slate-500">
+        {label}
+      </div>
+      <div className="mt-2 text-3xl font-semibold text-slate-900">{value}</div>
+      {sublabel ? (
+        <div className="mt-2 text-xs text-slate-500">{sublabel}</div>
+      ) : null}
+      {sparkline ? (
+        <div className="mt-4">
+          <MetricSparkline
+            values={sparkline.values}
+            labels={sparkline.labels}
+            bucket="week"
+          />
+        </div>
+      ) : null}
+    </div>
+  );
+}
+
+function ChartCard({
+  title,
+  subtitle,
+  children,
+  sparkline,
+}: {
+  title: string;
+  subtitle: string;
+  children: React.ReactNode;
+  sparkline?: { values: number[]; labels: string[] };
+}) {
+  return (
+    <div className="rounded-xl border border-slate-200 bg-white p-5 shadow-sm">
+      <div className="flex items-start justify-between">
+        <div>
+          <div className="text-xs font-semibold uppercase tracking-[0.22em] text-slate-500">
+            {subtitle}
+          </div>
+          <div className="mt-1 text-lg font-semibold text-slate-900">{title}</div>
+        </div>
+        <div className="text-xs text-slate-500">24h</div>
+      </div>
+      <div className="mt-4 h-56">{children}</div>
+      {sparkline ? (
+        <div className="mt-4">
+          <div className="text-xs text-slate-500">7d trend</div>
+          <MetricSparkline
+            values={sparkline.values}
+            labels={sparkline.labels}
+            bucket="week"
+          />
+        </div>
+      ) : null}
+    </div>
+  );
+}
 
 export default function DashboardPage() {
-  const router = useRouter();
+  const { getToken, isSignedIn } = useAuth();
+  const [metrics, setMetrics] = useState<DashboardMetrics | null>(null);
+  const [isLoading, setIsLoading] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+
+  const loadMetrics = async () => {
+    if (!isSignedIn) return;
+    setIsLoading(true);
+    setError(null);
+    try {
+      const token = await getToken();
+      const response = await fetch(
+        `${apiBase}/api/v1/metrics/dashboard?range=24h`,
+        {
+          headers: {
+            Authorization: token ? `Bearer ${token}` : "",
+          },
+        },
+      );
+      if (!response.ok) {
+        throw new Error("Unable to load dashboard metrics.");
+      }
+      const data = (await response.json()) as DashboardMetrics;
+      setMetrics(data);
+    } catch (err) {
+      setError(err instanceof Error ? err.message : "Something went wrong.");
+    } finally {
+      setIsLoading(false);
+    }
+  };
+
+  useEffect(() => {
+    loadMetrics();
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [isSignedIn]);
+
+  const throughputSeries = useMemo(
+    () => (metrics ? buildSeries(metrics.throughput.primary) : []),
+    [metrics],
+  );
+  const cycleSeries = useMemo(
+    () => (metrics ? buildSeries(metrics.cycle_time.primary) : []),
+    [metrics],
+  );
+  const errorSeries = useMemo(
+    () => (metrics ? buildSeries(metrics.error_rate.primary) : []),
+    [metrics],
+  );
+  const wipSeries = useMemo(
+    () => (metrics ? buildWipSeries(metrics.wip.primary) : []),
+    [metrics],
+  );
+
+  const throughputSpark = useMemo(
+    () => (metrics ? buildSparkline(metrics.throughput.comparison) : null),
+    [metrics],
+  );
+  const cycleSpark = useMemo(
+    () => (metrics ? buildSparkline(metrics.cycle_time.comparison) : null),
+    [metrics],
+  );
+  const errorSpark = useMemo(
+    () => (metrics ? buildSparkline(metrics.error_rate.comparison) : null),
+    [metrics],
+  );
+  const wipSpark = useMemo(
+    () => (metrics ? buildWipSparkline(metrics.wip.comparison, "in_progress") : null),
+    [metrics],
+  );
+
+  const updatedAtLabel = useMemo(() => {
+    if (!metrics?.generated_at) return null;
+    const date = new Date(metrics.generated_at);
+    if (Number.isNaN(date.getTime())) return null;
+    return updatedFormatter.format(date);
+  }, [metrics]);
 
   return (
     <DashboardShell>
       <SignedOut>
-        <div className="flex h-full flex-col items-center justify-center gap-4 rounded-2xl surface-panel p-10 text-center">
+        <div className="flex h-full flex-col items-center justify-center gap-4 rounded-2xl surface-panel p-10 text-center lg:col-span-2">
           <p className="text-sm text-muted">
-            Sign in to access your dashboard.
+            Sign in to access the dashboard.
           </p>
           <SignInButton
             mode="modal"
@@ -29,13 +326,205 @@ export default function DashboardPage() {
       </SignedOut>
       <SignedIn>
         <DashboardSidebar />
-        <div className="flex h-full flex-col items-center justify-center gap-4 rounded-2xl surface-panel p-10 text-center">
-          <p className="text-sm text-muted">
-            Your work lives in boards. Jump in to manage tasks.
-          </p>
-          <Button onClick={() => router.push("/boards")}>
-            Go to boards
-          </Button>
+        <div className="flex h-full flex-col gap-6">
+          <div className="flex items-center justify-between">
+            <h2 className="text-lg font-semibold text-strong">Dashboard</h2>
+            {updatedAtLabel ? (
+              <div className="text-xs text-muted">Updated {updatedAtLabel}</div>
+            ) : null}
+          </div>
+
+          {error ? (
+            <div className="rounded-lg border border-slate-200 bg-slate-50 p-3 text-xs text-slate-600">
+              {error}
+            </div>
+          ) : null}
+
+          {isLoading && !metrics ? (
+            <div className="rounded-xl border border-slate-200 bg-white p-6 text-sm text-slate-500 shadow-sm">
+              Loading dashboard metrics…
+            </div>
+          ) : null}
+
+          {metrics ? (
+            <>
+              <div className="grid gap-4 lg:grid-cols-4">
+                <KpiCard
+                  label="Active agents"
+                  value={formatNumber(metrics.kpis.active_agents)}
+                  sublabel="Last 10 minutes"
+                />
+                <KpiCard
+                  label="Tasks in progress"
+                  value={formatNumber(metrics.kpis.tasks_in_progress)}
+                  sublabel="Current WIP"
+                  sparkline={wipSpark ?? undefined}
+                />
+                <KpiCard
+                  label="Error rate"
+                  value={formatPercent(metrics.kpis.error_rate_pct)}
+                  sublabel="24h average"
+                  sparkline={errorSpark ?? undefined}
+                />
+                <KpiCard
+                  label="Median cycle time"
+                  value={formatHours(metrics.kpis.median_cycle_time_hours_7d)}
+                  sublabel="7d median"
+                  sparkline={cycleSpark ?? undefined}
+                />
+              </div>
+
+              <div className="grid gap-6 lg:grid-cols-2">
+                <ChartCard
+                  title="Throughput"
+                  subtitle="Completed tasks"
+                  sparkline={throughputSpark ?? undefined}
+                >
+                  <ResponsiveContainer width="100%" height="100%">
+                    <BarChart data={throughputSeries} margin={{ left: 4, right: 12 }}>
+                      <CartesianGrid vertical={false} stroke="#e5e7eb" />
+                      <XAxis
+                        dataKey="period"
+                        tickLine={false}
+                        axisLine={false}
+                        tick={{ fill: "#6b7280", fontSize: 12 }}
+                      />
+                      <YAxis
+                        tickLine={false}
+                        axisLine={false}
+                        tick={{ fill: "#6b7280", fontSize: 12 }}
+                        width={40}
+                      />
+                      <Tooltip content={<TooltipCard formatter={(v) => formatNumber(v)} />} />
+                      <Bar dataKey="value" name="Completed" fill="#2563eb" radius={[6, 6, 0, 0]} />
+                    </BarChart>
+                  </ResponsiveContainer>
+                </ChartCard>
+
+                <ChartCard
+                  title="Cycle time"
+                  subtitle="Avg hours to review"
+                  sparkline={cycleSpark ?? undefined}
+                >
+                  <ResponsiveContainer width="100%" height="100%">
+                    <LineChart data={cycleSeries} margin={{ left: 4, right: 12 }}>
+                      <CartesianGrid vertical={false} stroke="#e5e7eb" />
+                      <XAxis
+                        dataKey="period"
+                        tickLine={false}
+                        axisLine={false}
+                        tick={{ fill: "#6b7280", fontSize: 12 }}
+                      />
+                      <YAxis
+                        tickLine={false}
+                        axisLine={false}
+                        tick={{ fill: "#6b7280", fontSize: 12 }}
+                        width={40}
+                      />
+                      <Tooltip
+                        content={<TooltipCard formatter={(v) => `${v.toFixed(1)}h`} />}
+                      />
+                      <Line
+                        type="monotone"
+                        dataKey="value"
+                        name="Hours"
+                        stroke="#16a34a"
+                        strokeWidth={2}
+                        dot={false}
+                      />
+                    </LineChart>
+                  </ResponsiveContainer>
+                </ChartCard>
+
+                <ChartCard
+                  title="Error rate"
+                  subtitle="Failed events"
+                  sparkline={errorSpark ?? undefined}
+                >
+                  <ResponsiveContainer width="100%" height="100%">
+                    <LineChart data={errorSeries} margin={{ left: 4, right: 12 }}>
+                      <CartesianGrid vertical={false} stroke="#e5e7eb" />
+                      <XAxis
+                        dataKey="period"
+                        tickLine={false}
+                        axisLine={false}
+                        tick={{ fill: "#6b7280", fontSize: 12 }}
+                      />
+                      <YAxis
+                        tickLine={false}
+                        axisLine={false}
+                        tick={{ fill: "#6b7280", fontSize: 12 }}
+                        width={40}
+                      />
+                      <Tooltip
+                        content={<TooltipCard formatter={(v) => formatPercent(v)} />}
+                      />
+                      <Line
+                        type="monotone"
+                        dataKey="value"
+                        name="Error rate"
+                        stroke="#dc2626"
+                        strokeWidth={2}
+                        dot={false}
+                      />
+                    </LineChart>
+                  </ResponsiveContainer>
+                </ChartCard>
+
+                <ChartCard
+                  title="Work in progress"
+                  subtitle="Status distribution"
+                  sparkline={wipSpark ?? undefined}
+                >
+                  <ResponsiveContainer width="100%" height="100%">
+                    <AreaChart data={wipSeries} margin={{ left: 4, right: 12 }}>
+                      <CartesianGrid vertical={false} stroke="#e5e7eb" />
+                      <XAxis
+                        dataKey="period"
+                        tickLine={false}
+                        axisLine={false}
+                        tick={{ fill: "#6b7280", fontSize: 12 }}
+                      />
+                      <YAxis
+                        tickLine={false}
+                        axisLine={false}
+                        tick={{ fill: "#6b7280", fontSize: 12 }}
+                        width={40}
+                      />
+                      <Tooltip content={<TooltipCard formatter={(v) => formatNumber(v)} />} />
+                      <Area
+                        type="monotone"
+                        dataKey="inbox"
+                        name="Inbox"
+                        stackId="wip"
+                        fill="#cbd5f5"
+                        stroke="#94a3b8"
+                        fillOpacity={0.7}
+                      />
+                      <Area
+                        type="monotone"
+                        dataKey="in_progress"
+                        name="In progress"
+                        stackId="wip"
+                        fill="#93c5fd"
+                        stroke="#2563eb"
+                        fillOpacity={0.7}
+                      />
+                      <Area
+                        type="monotone"
+                        dataKey="review"
+                        name="Review"
+                        stackId="wip"
+                        fill="#86efac"
+                        stroke="#16a34a"
+                        fillOpacity={0.7}
+                      />
+                    </AreaChart>
+                  </ResponsiveContainer>
+                </ChartCard>
+              </div>
+            </>
+          ) : null}
         </div>
       </SignedIn>
     </DashboardShell>
diff --git a/frontend/src/app/onboarding/page.tsx b/frontend/src/app/onboarding/page.tsx
index 33557272..f916b82a 100644
--- a/frontend/src/app/onboarding/page.tsx
+++ b/frontend/src/app/onboarding/page.tsx
@@ -93,7 +93,7 @@ export default function OnboardingPage() {
       setName(data.preferred_name ?? data.name ?? fallbackName);
       setTimezone(data.timezone ?? "");
       if (isCompleteProfile(data)) {
-        router.replace("/boards");
+        router.replace("/dashboard");
       }
     } catch (err) {
       setError(err instanceof Error ? err.message : "Something went wrong.");
@@ -145,7 +145,7 @@ export default function OnboardingPage() {
       if (!response.ok) {
         throw new Error("Unable to update profile.");
       }
-      router.replace("/boards");
+      router.replace("/dashboard");
     } catch (err) {
       setError(err instanceof Error ? err.message : "Something went wrong.");
     } finally {
diff --git a/frontend/src/components/charts/metric-sparkline.tsx b/frontend/src/components/charts/metric-sparkline.tsx
new file mode 100644
index 00000000..783c9ea2
--- /dev/null
+++ b/frontend/src/components/charts/metric-sparkline.tsx
@@ -0,0 +1,125 @@
+"use client";
+
+import {
+  Area,
+  AreaChart,
+  ResponsiveContainer,
+  type TooltipContentProps,
+  Tooltip,
+  YAxis,
+} from "recharts";
+import { useId } from "react";
+
+import { cn } from "@/lib/utils";
+
+type MetricSparklineProps = {
+  values: number[];
+  bucket?: string;
+  labels?: string[];
+  className?: string;
+};
+
+const buildSparkData = (values: number[]) =>
+  values.map((value, index) => ({
+    index,
+    value,
+  }));
+
+const formatSparkValue = (value: number) => {
+  if (!Number.isFinite(value)) {
+    return "--";
+  }
+  const rounded = Math.round(value * 10) / 10;
+  return Number.isInteger(rounded) ? rounded.toString() : rounded.toFixed(1);
+};
+
+const SparklineTooltip = ({
+  active,
+  payload,
+  bucket,
+  labels,
+}: TooltipContentProps<number, string> & {
+  bucket?: string;
+  labels?: string[];
+}) => {
+  if (!active || !payload?.length) {
+    return null;
+  }
+  const entry = payload[0];
+  const rawValue = entry?.value;
+  if (typeof rawValue !== "number") {
+    return null;
+  }
+  const dayIndex =
+    typeof entry.payload?.index === "number" ? entry.payload.index + 1 : null;
+  const labelIndex =
+    typeof entry.payload?.index === "number" ? entry.payload.index : null;
+  const resolvedLabel = labelIndex !== null ? labels?.[labelIndex] : undefined;
+  const label =
+    bucket === "week"
+      ? "Week"
+      : bucket === "month"
+        ? "Month"
+        : bucket === "year"
+          ? "Year"
+          : "Day";
+  const prefix = resolvedLabel ?? (dayIndex ? `${label} ${dayIndex}` : "");
+  return (
+    <div className="rounded-md border border-gray-200 bg-white px-2 py-1 text-xs font-medium text-gray-700 shadow-sm">
+      {prefix ? `${prefix}: ` : ""}
+      {formatSparkValue(rawValue)}
+    </div>
+  );
+};
+
+export default function MetricSparkline({
+  values,
+  bucket,
+  labels,
+  className,
+}: MetricSparklineProps) {
+  const gradientId = useId();
+
+  if (!values.length) {
+    return null;
+  }
+
+  const data = buildSparkData(values);
+  const strokeColor = "#60a5fa";
+  const fillColor = "#bfdbfe";
+
+  return (
+    <div className={cn("h-8 w-full", className)}>
+      <ResponsiveContainer width="100%" height="100%">
+        <AreaChart
+          data={data}
+          margin={{ top: 4, right: 0, bottom: 0, left: 0 }}
+        >
+          <defs>
+            <linearGradient id={gradientId} x1="0" y1="0" x2="0" y2="1">
+              <stop offset="0%" stopColor={fillColor} stopOpacity={0.35} />
+              <stop offset="100%" stopColor={fillColor} stopOpacity={0} />
+            </linearGradient>
+          </defs>
+          <YAxis hide domain={["dataMin", "dataMax"]} />
+          <Tooltip<number, string>
+            cursor={false}
+            content={(props) => (
+              <SparklineTooltip {...props} bucket={bucket} labels={labels} />
+            )}
+          />
+          <Area
+            type="monotone"
+            dataKey="value"
+            stroke={strokeColor}
+            strokeWidth={1.75}
+            fill={`url(#${gradientId})`}
+            fillOpacity={1}
+            dot={false}
+            isAnimationActive={false}
+          />
+        </AreaChart>
+      </ResponsiveContainer>
+    </div>
+  );
+}
diff --git a/frontend/src/components/organisms/DashboardSidebar.tsx b/frontend/src/components/organisms/DashboardSidebar.tsx
index 94f5b0a8..5399a0dc 100644
--- a/frontend/src/components/organisms/DashboardSidebar.tsx
+++ b/frontend/src/components/organisms/DashboardSidebar.tsx
@@ -2,7 +2,7 @@
 
 import Link from "next/link";
 import { usePathname } from "next/navigation";
-import { Bot, LayoutGrid } from "lucide-react";
+import { BarChart3, Bot, LayoutGrid } from "lucide-react";
 
 import { cn } from "@/lib/utils";
 
@@ -16,6 +16,17 @@ export function DashboardSidebar() {
           Navigation
         </p>
         <nav className="space-y-2 text-sm">
+          <Link
+            href="/dashboard"
+            className={cn(
+              "flex items-center gap-3 rounded-xl border border-transparent px-3 py-2 font-semibold text-muted transition hover:border-[color:var(--border)] hover:bg-[color:var(--surface-muted)]",
+              pathname === "/dashboard" &&
+                "border-[color:var(--accent-soft)] bg-[color:var(--accent-soft)] text-[color:var(--accent-strong)]"
+            )}
+          >
+            <BarChart3 className="h-4 w-4" />
+            Dashboard
+          </Link>
           <Link
             href="/boards"
             className={cn(