diff --git a/apps/gittensory-ui/src/components/site/app-panels/findings-breakdown-card.test.tsx b/apps/gittensory-ui/src/components/site/app-panels/findings-breakdown-card.test.tsx
new file mode 100644
index 0000000000..7a3cbf9cc7
--- /dev/null
+++ b/apps/gittensory-ui/src/components/site/app-panels/findings-breakdown-card.test.tsx
@@ -0,0 +1,53 @@
+import { render, screen } from "@testing-library/react";
+import { describe, expect, it } from "vitest";
+
+import { FindingsBreakdownCard } from "@/components/site/app-panels/findings-breakdown-card";
+
+describe("FindingsBreakdownCard", () => {
+  it("renders a row per category with totals, severity counts, and the window label when populated", () => {
+    render(
+      <FindingsBreakdownCard
+        findings={{
+          windowDays: 30,
+          categories: [
+            { category: "security", total: 5, bySeverity: { blocker: 2, warning: 3 } },
+            { category: "style", total: 4, bySeverity: { advisory: 1, nit: 3 } },
+          ],
+        }}
+      />,
+    );
+    expect(screen.getByText("security")).toBeTruthy();
+    expect(screen.getByText("style")).toBeTruthy();
+    expect(screen.getByText(/blocker 2/)).toBeTruthy();
+    expect(screen.getByText(/warning 3/)).toBeTruthy();
+    expect(screen.getByText(/nit 3/)).toBeTruthy();
+    expect(screen.getByText("30d window")).toBeTruthy();
+  });
+
+  it("renders a single-category breakdown", () => {
+    render(
+      <FindingsBreakdownCard
+        findings={{
+          windowDays: 7,
+          categories: [{ category: "correctness", total: 1, bySeverity: { blocker: 1 } }],
+        }}
+      />,
+    );
+    expect(screen.getByText("correctness")).toBeTruthy();
+    expect(screen.getByText(/blocker 1/)).toBeTruthy();
+    // A severity with zero count is omitted from the row.
+    expect(screen.queryByText(/nit/)).toBeNull();
+  });
+
+  it("shows the 'no findings in window' empty state when the breakdown is present but has no categories", () => {
+    render(<FindingsBreakdownCard findings={{ windowDays: 14, categories: [] }} />);
+    expect(screen.getByText("No findings in window")).toBeTruthy();
+    expect(screen.queryByText("30d window")).toBeNull();
+  });
+
+  it("shows the 'not yet available' empty state when the findings field is absent", () => {
+    render(<FindingsBreakdownCard />);
+    expect(screen.getByText("Not yet available")).toBeTruthy();
+    expect(screen.queryByText("security")).toBeNull();
+  });
+});
diff --git a/apps/gittensory-ui/src/components/site/app-panels/findings-breakdown-card.tsx b/apps/gittensory-ui/src/components/site/app-panels/findings-breakdown-card.tsx
new file mode 100644
index 0000000000..7d53bf304c
--- /dev/null
+++ b/apps/gittensory-ui/src/components/site/app-panels/findings-breakdown-card.tsx
@@ -0,0 +1,104 @@
+import { AnalyticsCardShell } from "@/components/site/app-panels/analytics-card-shell";
+import { StatusPill } from "@/components/site/control-primitives";
+import { cn } from "@/lib/utils";
+
+/** Findings-by-category/severity breakdown (#2195): AI-review findings grouped by category, each split by
+ *  severity tier. Display slice — it reads an optional `findings` breakdown off the operator-dashboard payload
+ *  and shows "no findings in window" when the window is empty, or "not yet available" until the backend
+ *  aggregation is wired, so it ships safely ahead of the feed and lights up automatically once it lands. */
+export type FindingSeverityTier = "blocker" | "warning" | "advisory" | "nit";
+
+export type FindingsCategoryBreakdown = {
+  category: string;
+  total: number;
+  bySeverity: Partial<Record<FindingSeverityTier, number>>;
+};
+
+export type FindingsBreakdown = {
+  windowDays: number;
+  categories: FindingsCategoryBreakdown[];
+};
+
+/** Highest-severity first so a category's bar reads blocker → nit left-to-right. */
+const SEVERITY_ORDER: FindingSeverityTier[] = ["blocker", "warning", "advisory", "nit"];
+
+const SEVERITY_BAR: Record<FindingSeverityTier, string> = {
+  blocker: "bg-danger",
+  warning: "bg-warning",
+  advisory: "bg-mint",
+  nit: "bg-muted-foreground",
+};
+
+const SEVERITY_TEXT: Record<FindingSeverityTier, string> = {
+  blocker: "text-danger",
+  warning: "text-warning",
+  advisory: "text-mint",
+  nit: "text-muted-foreground",
+};
+
+function CategoryRow({ row }: { row: FindingsCategoryBreakdown }) {
+  const segments = SEVERITY_ORDER.filter((tier) => (row.bySeverity[tier] ?? 0) > 0);
+  return (
+    <div className="space-y-1.5">
+      <div className="flex items-center justify-between gap-3 text-token-sm">
+        <span className="font-medium text-foreground">{row.category}</span>
+        <span className="font-mono text-token-xs text-muted-foreground">{row.total}</span>
+      </div>
+      <div className="flex h-2 overflow-hidden rounded-full bg-border" aria-hidden>
+        {segments.map((tier) => (
+          <div
+            key={tier}
+            className={cn("h-full", SEVERITY_BAR[tier])}
+            style={{
+              width: `${row.total > 0 ? ((row.bySeverity[tier] ?? 0) / row.total) * 100 : 0}%`,
+            }}
+          />
+        ))}
+      </div>
+      <div className="flex flex-wrap gap-x-3 gap-y-1 font-mono text-token-2xs uppercase tracking-wider">
+        {segments.map((tier) => (
+          <span key={tier} className={SEVERITY_TEXT[tier]}>
+            {tier} {row.bySeverity[tier]}
+          </span>
+        ))}
+      </div>
+    </div>
+  );
+}
+
+export function FindingsBreakdownCard({ findings }: { findings?: FindingsBreakdown }) {
+  const hasData = findings != null && findings.categories.length > 0;
+
+  if (!hasData) {
+    return (
+      <AnalyticsCardShell
+        title="Findings by category"
+        description="AI-review findings grouped by category and severity."
+        state="empty"
+        emptyTitle={findings ? "No findings in window" : "Not yet available"}
+        emptyHint={
+          findings
+            ? "No AI-review findings were recorded in the analytics window."
+            : "The category breakdown appears once the findings feed is wired into the dashboard payload."
+        }
+      />
+    );
+  }
+
+  return (
+    <AnalyticsCardShell
+      title="Findings by category"
+      description="AI-review findings grouped by category and severity."
+      state="ready"
+    >
+      <div className="flex items-center justify-end">
+        <StatusPill status="info">{findings.windowDays}d window</StatusPill>
+      </div>
+      <div className="mt-3 space-y-4">
+        {findings.categories.map((row) => (
+          <CategoryRow key={row.category} row={row} />
+        ))}
+      </div>
+    </AnalyticsCardShell>
+  );
+}
diff --git a/apps/gittensory-ui/src/routes/app.analytics.tsx b/apps/gittensory-ui/src/routes/app.analytics.tsx
index 094868e8e6..ef7c60d014 100644
--- a/apps/gittensory-ui/src/routes/app.analytics.tsx
+++ b/apps/gittensory-ui/src/routes/app.analytics.tsx
@@ -20,6 +20,10 @@ import {
   AcceptanceRateCard,
   type FindingAcceptance,
 } from "@/components/site/app-panels/acceptance-rate-card";
+import {
+  FindingsBreakdownCard,
+  type FindingsBreakdown,
+} from "@/components/site/app-panels/findings-breakdown-card";
 import { useApiResource } from "@/lib/api/use-api-resource";
 import { exportOperatorDashboardCsv } from "@/lib/csv-export";
 
@@ -113,6 +117,7 @@ type OperatorDashboard = {
   gateEval?: GateEvalReport;
   cycleTime?: CycleTimeAggregate;
   acceptance?: FindingAcceptance;
+  findingsBreakdown?: FindingsBreakdown;
 };
 
 function ProductAnalytics() {
@@ -216,6 +221,8 @@ function ProductAnalytics() {
 
           <AcceptanceRateCard acceptance={data.acceptance} />
 
+          <FindingsBreakdownCard findings={data.findingsBreakdown} />
+
           {data.usageSummary ? (
             <ProductUsageBreakdownPanel
               byEvent={data.usageSummary.byEvent}