diff --git a/ui/litellm-dashboard/src/components/lens/api/service.ts b/ui/litellm-dashboard/src/components/lens/api/service.ts
index 0383efa3e20..76cb0cc4f4b 100644
--- a/ui/litellm-dashboard/src/components/lens/api/service.ts
+++ b/ui/litellm-dashboard/src/components/lens/api/service.ts
@@ -2,7 +2,7 @@ import { z } from "zod";
 import type { RunWindow } from "../investigations/detail/RunNowDialog";
 import type { ApiClient } from "@/lib/http/client";
 import type { components } from "@/lib/http/schema";
-import type { ActivitySelection, Job, Lens, LensList, Sample, Settings, WorkerCreated } from "../model/types";
+import type { ActivitySelection, Job, Lens, LensList, Review, Sample, Settings, WorkerCreated } from "../model/types";
 import type { AnalysisModelInfo } from "../setup/fields/analysisModels";
 
 export type ExecutionContent = components["schemas"]["ExecutionContent"];
@@ -25,6 +25,11 @@ export type Key = z.infer<typeof keySchema>;
 export type KeyPage = z.infer<typeof keyPageSchema>;
 export type KeyInfo = z.infer<typeof keyInfoSchema>["info"];
 
+export interface ReviewPage {
+  readonly reviews: readonly Review[];
+  readonly reviewed: number;
+}
+
 export interface AnalysisKeyRequest {
   readonly model: string;
   readonly budget: number;
@@ -37,6 +42,7 @@ export interface LensApi {
   activity(): Promise<{ traces: boolean; requests: boolean }>;
   runs(lensId: string, offset: number): Promise<Job[]>;
   run(lensId: string, jobId: string): Promise<Job>;
+  reviews(lensId: string, jobId: string, after: number): Promise<ReviewPage>;
   execution(lensId: string, executionId: string, offset: number): Promise<ExecutionContent>;
   sample(selection: ActivitySelection, offset: number, asOf: string): Promise<Sample>;
   agents(): Promise<string[]>;
@@ -64,6 +70,8 @@ export function liveLensApi(apiClient: ApiClient, accessToken: string): LensApi
     activity: () => apiClient.get("/lens/activity/available", { accessToken }),
     runs: (lensId, offset) => apiClient.get<Job[]>(`/lens/${lensId}/runs`, { accessToken, query: { offset } }),
     run: (lensId, jobId) => apiClient.get<Job>(`/lens/${lensId}/runs/${jobId}`, { accessToken }),
+    reviews: (lensId, jobId, after) =>
+      apiClient.get<ReviewPage>(`/lens/${lensId}/runs/${jobId}/reviews`, { accessToken, query: { after } }),
     execution: (lensId, executionId, offset) =>
       apiClient.get<ExecutionContent>(`/lens/${lensId}/executions/${encode(executionId)}`, {
         accessToken,
diff --git a/ui/litellm-dashboard/src/components/lens/demo/createLensDemo.ts b/ui/litellm-dashboard/src/components/lens/demo/createLensDemo.ts
index 65c3d081601..8be824adfc9 100644
--- a/ui/litellm-dashboard/src/components/lens/demo/createLensDemo.ts
+++ b/ui/litellm-dashboard/src/components/lens/demo/createLensDemo.ts
@@ -354,6 +354,10 @@ function demoLensApi(data: LensDemoData): LensApi {
     activity: async () => ({ traces: true, requests: false }),
     runs: (lensId, offset) => found(jobs(lensId)?.slice(offset)),
     run: (lensId, jobId) => found(jobs(lensId)?.find((job) => job.id === jobId)),
+    reviews: async (lensId, jobId, after) => {
+      const job = await found(jobs(lensId)?.find((item) => item.id === jobId));
+      return { reviews: job.reviews.slice(Math.max(0, after - (job.reviewed - job.reviews.length))), reviewed: job.reviewed };
+    },
     execution: notInDemo,
     sample: notInDemo,
     agents: notInDemo,
diff --git a/ui/litellm-dashboard/src/components/lens/model/live.test.ts b/ui/litellm-dashboard/src/components/lens/model/live.test.ts
index 1429965e025..e9b69f91c7e 100644
--- a/ui/litellm-dashboard/src/components/lens/model/live.test.ts
+++ b/ui/litellm-dashboard/src/components/lens/model/live.test.ts
@@ -8,6 +8,8 @@ import {
   inGroup,
   share,
   issueCount,
+  appendPage,
+  EMPTY_FEED,
   shortVerdict,
   stripState,
   tickerLine,
@@ -262,7 +264,8 @@ describe("playback queue", () => {
 });
 
 describe("which job the live run shows", () => {
-  const job = (id: string, status: Job["status"], reviews: Review[]) => ({ id, status, reviews }) as unknown as Job;
+  const job = (id: string, status: Job["status"], reviews: Review[]) =>
+    ({ id, status, reviews: [], reviewed: reviews.length }) as unknown as Job;
 
   it("shows the active job once it has reviews", () => {
     expect(liveJob([job("new", "running", [review("a")]), job("old", "completed", [review("b")])])?.id).toBe("new");
@@ -359,6 +362,32 @@ describe("drawer focus", () => {
   });
 });
 
+describe("incremental reviews", () => {
+  const at = (id: string, minute: number) => review(id, { at: `2026-10-03T16:${String(minute).padStart(2, "0")}:00Z` });
+
+  it("appends pages in arrival order, not by time, and advances the cursor to the reviewed count", () => {
+    const first = appendPage(EMPTY_FEED, { reviews: [at("a", 5), at("b", 2)], reviewed: 2 });
+    expect(first).toEqual({ reviews: [at("a", 5), at("b", 2)], cursor: 2 });
+    const second = appendPage(first, { reviews: [at("c", 1)], reviewed: 3 });
+    expect(second.reviews.map((r) => r.execution_id)).toEqual(["a", "b", "c"]);
+    expect(second.cursor).toBe(3);
+  });
+
+  it("keeps the same feed for an empty page and never duplicates a re-sent review", () => {
+    const feed = appendPage(EMPTY_FEED, { reviews: [at("a", 1)], reviewed: 1 });
+    expect(appendPage(feed, { reviews: [], reviewed: 1 })).toBe(feed);
+    expect(appendPage(feed, { reviews: [at("a", 1)], reviewed: 1 }).reviews).toHaveLength(1);
+  });
+
+  it("caps how many reviews are kept, dropping the oldest", () => {
+    const many = Array.from({ length: 250 }, (_, n) => review(`r${n}`));
+    const feed = appendPage(EMPTY_FEED, { reviews: many, reviewed: 250 });
+    expect(feed.reviews).toHaveLength(200);
+    expect(feed.reviews[0].execution_id).toBe("r50");
+    expect(feed.cursor).toBe(250);
+  });
+});
+
 describe("time left reading", () => {
   const started = {
     created_at: "2026-10-03T16:00:00Z",
diff --git a/ui/litellm-dashboard/src/components/lens/model/live.ts b/ui/litellm-dashboard/src/components/lens/model/live.ts
index c5fe5209783..69ac8722f8e 100644
--- a/ui/litellm-dashboard/src/components/lens/model/live.ts
+++ b/ui/litellm-dashboard/src/components/lens/model/live.ts
@@ -35,7 +35,7 @@ export function liveJob(jobs: readonly Job[]): Job | undefined {
   const active = jobs.find((job) => job.status === "queued" || job.status === "running");
   if (active) return active;
   const latest = jobs[0];
-  return latest?.reviews.length ? latest : undefined;
+  return latest && latest.reviewed > 0 ? latest : undefined;
 }
 
 export function reviewKey(review: Pick<Review, "execution_id" | "at">): string {
@@ -116,6 +116,21 @@ export function verdictLine(review: Pick<Review, "cannot_assess" | "verdicts">):
   return review.verdicts[0]?.summary ?? "No issue observed";
 }
 
+const KEPT_REVIEWS = 200;
+
+export interface ReviewFeed {
+  reviews: readonly Review[];
+  cursor: number;
+}
+
+export const EMPTY_FEED: ReviewFeed = { reviews: [], cursor: 0 };
+
+export function appendPage(feed: ReviewFeed, page: { reviews: readonly Review[]; reviewed: number }): ReviewFeed {
+  if (page.reviewed === feed.cursor && !page.reviews.length) return feed;
+  const added = unseen(page.reviews, new Set(feed.reviews.map(reviewKey)));
+  return { reviews: [...feed.reviews, ...added].slice(-KEPT_REVIEWS), cursor: page.reviewed };
+}
+
 export function unseen(reviews: readonly Review[], seen: ReadonlySet<string>): Review[] {
   return reviews.filter((review) => !seen.has(reviewKey(review)));
 }