diff --git a/apps/web/src/insights-stats.test.ts b/apps/web/src/insights-stats.test.ts
new file mode 100644
index 000000000..8af683269
--- /dev/null
+++ b/apps/web/src/insights-stats.test.ts
@@ -0,0 +1,90 @@
+import { describe, expect, test } from "bun:test";
+
+import type { WorkflowRun } from "./api";
+import { computeInsightsStats } from "./insights-stats";
+import type { Routine } from "./routines-api";
+
+function run(
+  partial: Partial<WorkflowRun> & Pick<WorkflowRun, "id" | "status">,
+): WorkflowRun {
+  return {
+    tenantId: "t1",
+    tenantName: "Bench",
+    definitionId: "def",
+    definitionName: partial.definitionName ?? "research-brief",
+    address: "addr",
+    createdAt: partial.createdAt ?? "2026-01-02T00:00:00.000Z",
+    ...partial,
+  };
+}
+
+function routine(
+  partial: Partial<Routine> & Pick<Routine, "id" | "enabled">,
+): Routine {
+  return {
+    name: "Daily dig",
+    definitionId: "def",
+    trigger: { kind: "interval", unit: "hours", every: 24 },
+    scope: "bench",
+    input: {},
+    deliveryChannelId: null,
+    createdAt: "2026-01-01T00:00:00.000Z",
+    updatedAt: "2026-01-01T00:00:00.000Z",
+    ...partial,
+  };
+}
+
+describe("computeInsightsStats", () => {
+  test("counts purposeful runs by status and drops channel hosts", () => {
+    const stats = computeInsightsStats(
+      [
+        run({
+          id: "1",
+          status: "running",
+          createdAt: "2026-01-03T00:00:00.000Z",
+        }),
+        run({
+          id: "2",
+          status: "error",
+          createdAt: "2026-01-02T00:00:00.000Z",
+        }),
+        run({
+          id: "3",
+          status: "stopped",
+          createdAt: "2026-01-01T00:00:00.000Z",
+        }),
+        run({
+          id: "host",
+          status: "running",
+          definitionName: "ins-cd03d8e3",
+          createdAt: "2026-01-04T00:00:00.000Z",
+        }),
+      ],
+      [
+        routine({ id: "r1", enabled: true }),
+        routine({ id: "r2", enabled: false }),
+      ],
+    );
+
+    expect(stats.totalRuns).toBe(3);
+    expect(stats.running).toBe(1);
+    expect(stats.errored).toBe(1);
+    expect(stats.stopped).toBe(1);
+    expect(stats.routineCount).toBe(2);
+    expect(stats.enabledRoutines).toBe(1);
+    expect(stats.recentRuns.map((r) => r.id)).toEqual(["1", "2", "3"]);
+  });
+
+  test("limits recent runs", () => {
+    const runs = Array.from({ length: 5 }, (_, i) =>
+      run({
+        id: String(i),
+        status: "deployed",
+        createdAt: `2026-01-0${i + 1}T00:00:00.000Z`,
+      }),
+    );
+    const stats = computeInsightsStats(runs, [], 2);
+    expect(stats.recentRuns).toHaveLength(2);
+    expect(stats.deployed).toBe(5);
+  });
+});
diff --git a/apps/web/src/insights-stats.ts b/apps/web/src/insights-stats.ts
new file mode 100644
index 000000000..d25826dff
--- /dev/null
+++ b/apps/web/src/insights-stats.ts
@@ -0,0 +1,73 @@
+// Pure Insights rollups over data the web already has (workflow runs +
+// routines). No new analytics backend — I1 is an honest live surface on
+// existing endpoints.
+
+import { isChannelHostDefinitionName } from "@corbits/chat/channel-host-naming";
+
+import type { WorkflowRun } from "./api";
+import type { Routine } from "./routines-api";
+
+export type InsightsStats = {
+  readonly totalRuns: number;
+  readonly running: number;
+  readonly errored: number;
+  readonly stopped: number;
+  readonly deployed: number;
+  readonly routineCount: number;
+  readonly enabledRoutines: number;
+  readonly recentRuns: readonly WorkflowRun[];
+};
+
+/** Cap recent-run table rows so the page stays scannable. */
+export const INSIGHTS_RECENT_LIMIT = 12;
+
+/** Purpose runs only — drop channel-host anchors the same way Home does. */
+export function purposeRunsForInsights(
+  runs: readonly WorkflowRun[],
+): readonly WorkflowRun[] {
+  return runs.filter((run) => !isChannelHostDefinitionName(run.definitionName));
+}
+
+export function computeInsightsStats(
+  runs: readonly WorkflowRun[],
+  routines: readonly Routine[],
+  recentLimit: number = INSIGHTS_RECENT_LIMIT,
+): InsightsStats {
+  const purposeful = purposeRunsForInsights(runs);
+  let running = 0;
+  let errored = 0;
+  let stopped = 0;
+  let deployed = 0;
+  for (const run of purposeful) {
+    switch (run.status) {
+      case "running":
+      case "updating":
+        running += 1;
+        break;
+      case "error":
+        errored += 1;
+        break;
+      case "stopped":
+        stopped += 1;
+        break;
+      case "deployed":
+        deployed += 1;
+        break;
+    }
+  }
+
+  const recentRuns = [...purposeful]
+    .sort((a, b) => b.createdAt.localeCompare(a.createdAt))
+    .slice(0, recentLimit);
+
+  return {
+    totalRuns: purposeful.length,
+    running,
+    errored,
+    stopped,
+    deployed,
+    routineCount: routines.length,
+    enabledRoutines: routines.filter((r) => r.enabled).length,
+    recentRuns,
+  };
+}
diff --git a/apps/web/src/pages/insights-page.tsx b/apps/web/src/pages/insights-page.tsx
index 8096e778c..1c858e2e8 100644
--- a/apps/web/src/pages/insights-page.tsx
+++ b/apps/web/src/pages/insights-page.tsx
@@ -1,23 +1,221 @@
-import { PageShell, RichEmptyState } from "@corbits/react-ui";
+// Insights I1: live rollups from workflow runs + routines already on the hub.
+// No new analytics backend — honest numbers, recent runs, and a deep-link into
+// Routines for schedule management.
+
+import {
+  Badge,
+  PageShell,
+  RichEmptyState,
+  Section,
+  Skeleton,
+  StatGrid,
+  StatTile,
+  Table,
+  TableBody,
+  TableCell,
+  TableHead,
+  TableHeader,
+  TableRow,
+} from "@corbits/react-ui";
 import { ChartColumn } from "lucide-react";
+import type { ReactNode } from "react";
+
+import { RunsSchema, useAPIQuery } from "../api";
+import type { APIQuery, RunsPage, WorkflowRun } from "../api";
+import { useBench } from "../bench-context";
+import { computeInsightsStats } from "../insights-stats";
+import { Link } from "../navigation";
+import { tenantKeys } from "../query-client";
+import { SignedOutNotice } from "../query-view";
+import { listRoutines, useTenantQuery, type Routine } from "../routines-api";
+
+function tileValue(value: number | null, loading: boolean): ReactNode {
+  if (loading) return <Skeleton className="stat-skeleton" />;
+  if (value === null) return "—";
+  return value;
+}
+
+function statusTone(
+  status: WorkflowRun["status"],
+): "success" | "danger" | "neutral" | "info" {
+  switch (status) {
+    case "running":
+    case "updating":
+      return "success";
+    case "error":
+      return "danger";
+    case "stopped":
+      return "neutral";
+    case "deployed":
+      return "info";
+  }
+}
+
+function formatWhen(iso: string): string {
+  const date = new Date(iso);
+  if (Number.isNaN(date.getTime())) return iso;
+  return date.toLocaleString(undefined, {
+    month: "short",
+    day: "numeric",
+    hour: "2-digit",
+    minute: "2-digit",
+  });
+}
+
+export function InsightsPage({
+  runs,
+  routines,
+}: {
+  readonly runs: APIQuery<RunsPage>;
+  readonly routines: APIQuery<readonly Routine[]>;
+}) {
+  if (runs.kind === "unauthenticated" || routines.kind === "unauthenticated") {
+    return (
+      <PageShell width="full" className="page-fill">
+        <SignedOutNotice />
+      </PageShell>
+    );
+  }
+
+  const loading = runs.kind === "loading" || routines.kind === "loading";
+  const failed =
+    runs.kind === "error"
+      ? runs.message
+      : routines.kind === "error"
+        ? routines.message
+        : null;
+
+  if (failed !== null && !loading) {
+    return (
+      <PageShell width="full" className="page-fill">
+        <RichEmptyState
+          icon={<ChartColumn />}
+          title="Couldn't load insights"
+          description={failed}
+        />
+      </PageShell>
+    );
+  }
+
+  const stats =
+    runs.kind === "ready" && routines.kind === "ready"
+      ? computeInsightsStats(runs.data.data, routines.data)
+      : null;
+
+  const empty =
+    stats !== null && stats.totalRuns === 0 && stats.routineCount === 0;
 
-/**
- * Honest stub for the Insights nav target. The analytics surface is a later
- * wave ticket; the rail already needs the path so product navigation matches
- * the accepted nav set (Home, Routines, Library, Agents, Skills, Insights).
- */
-export function InsightsPage() {
   return (
     <PageShell width="full" className="page-fill">
-      <RichEmptyState
-        icon={<ChartColumn />}
-        title="Insights aren't built yet"
-        description="Insights will show usage, run history, and an audit trail for this bench. There is no analytics surface wired yet, so this page has nothing real to chart."
-      />
+      <Section
+        title="Insights"
+        description="Live activity on this bench — workflow runs and routines. Deeper analytics land later."
+      >
+        <StatGrid>
+          <StatTile
+            label="Purpose runs"
+            value={tileValue(stats?.totalRuns ?? null, loading)}
+          />
+          <StatTile
+            label="Running now"
+            value={tileValue(stats?.running ?? null, loading)}
+          />
+          <StatTile
+            label="Errored"
+            value={tileValue(stats?.errored ?? null, loading)}
+          />
+          <StatTile
+            label="Routines enabled"
+            value={tileValue(
+              stats === null ? null : stats.enabledRoutines,
+              loading,
+            )}
+          />
+        </StatGrid>
+      </Section>
+
+      <Section
+        title="Routines"
+        description={
+          stats === null
+            ? "Scheduled and on-demand workflows on this bench."
+            : `${stats.routineCount} total · ${stats.enabledRoutines} enabled`
+        }
+      >
+        {loading ? (
+          <Skeleton className="insights-routines-skeleton" />
+        ) : empty ? (
+          <RichEmptyState
+            icon={<ChartColumn />}
+            title="Nothing to chart yet"
+            description="Start a purpose workflow or create a routine — Insights will roll them up here."
+            actions={[
+              {
+                label: "Open Routines",
+                href: "/routines",
+                variant: "primary",
+              },
+            ]}
+          />
+        ) : (
+          <p className="panel-muted">
+            Manage schedules and fire history on{" "}
+            <Link to="/routines">Routines</Link>
+            {stats !== null && stats.stopped + stats.deployed > 0
+              ? ` · ${stats.deployed} deployed · ${stats.stopped} stopped`
+              : null}
+            .
+          </p>
+        )}
+      </Section>
+
+      {stats !== null && stats.recentRuns.length > 0 ? (
+        <Section
+          title="Recent runs"
+          description="Newest purpose workflow runs first (channel hosts hidden)."
+        >
+          <Table>
+            <TableHeader>
+              <TableRow>
+                <TableHead>Workflow</TableHead>
+                <TableHead>Status</TableHead>
+                <TableHead>Bench</TableHead>
+                <TableHead>Started</TableHead>
+              </TableRow>
+            </TableHeader>
+            <TableBody>
+              {stats.recentRuns.map((row) => (
+                <TableRow key={row.id}>
+                  <TableCell>{row.definitionName}</TableCell>
+                  <TableCell>
+                    <Badge tone={statusTone(row.status)}>{row.status}</Badge>
+                  </TableCell>
+                  <TableCell>{row.tenantName}</TableCell>
+                  <TableCell>{formatWhen(row.createdAt)}</TableCell>
+                </TableRow>
+              ))}
+            </TableBody>
+          </Table>
+        </Section>
+      ) : null}
     </PageShell>
   );
 }
 
 export function InsightsRoute() {
-  return <InsightsPage />;
+  const { selectedTenantId } = useBench();
+  const runs = useAPIQuery("/api/me/workflows/runs", RunsSchema);
+  const routines = useTenantQuery(
+    selectedTenantId === null
+      ? ["tenant", "none", "routines"]
+      : tenantKeys.routines(selectedTenantId),
+    selectedTenantId !== null,
+    () => listRoutines(selectedTenantId as string),
+  );
+
+  // No bench selected: still show run rollups (me-scoped); routines empty.
+  const routinesForPage: APIQuery<readonly Routine[]> =
+    selectedTenantId === null ? { kind: "ready", data: [] } : routines;
+
+  return <InsightsPage runs={runs} routines={routinesForPage} />;
 }