diff --git a/api/src/party/numeric-question-generator.ts b/api/src/party/numeric-question-generator.ts
index ec4349b..d26bd3c 100644
--- a/api/src/party/numeric-question-generator.ts
+++ b/api/src/party/numeric-question-generator.ts
@@ -30,10 +30,10 @@ async function getAlbumReleaseYear({
 	const correct =
 		track?.album?.release_date?.getFullYear() ??
 		new Date().getFullYear() - 1 - index;
-	const subject = track?.album?.name ?? track?.name ?? "the album";
+	const subject = track?.album?.name ?? track?.name ?? "unknown album";
 	return {
 		type: "numeric",
-		text: `What number best matches ${subject}?`,
+		text: `What's the release year of ${subject}?`,
 		correct,
 		range: getQuestionRange(correct, 5),
 		points: 10,
diff --git a/api/src/routes/party-socket.ts b/api/src/routes/party-socket.ts
index a7a152a..cb9e04c 100644
--- a/api/src/routes/party-socket.ts
+++ b/api/src/routes/party-socket.ts
@@ -6,15 +6,15 @@ import { db } from "../db";
 import { getMemberRecord, getPartyStatus } from "../party-data";
 import type { PartySocketEvent, QuizState } from "../party-types";
 
-function userTopic(userId: string) {
+export function userTopic(userId: string) {
 	return `user:${userId}`;
 }
 
-function partyTopic(partyId: string) {
+export function partyTopic(partyId: string) {
 	return `party:${partyId}`;
 }
 
-const socketPartyId = new WeakMap<object, string>();
+export const socketPartyId = new WeakMap<object, string>();
 
 export const pubsub = {
 	_server: null as ReturnType<typeof Bun.serve> | null,
@@ -29,7 +29,7 @@ export const pubsub = {
 	},
 };
 
-async function broadcastQuizState(ws: any, partyId: string) {
+export async function broadcastQuizState(ws: any, partyId: string) {
 	const partyRecord = await db.query.party.findFirst({
 		where: { id: partyId },
 	});
diff --git a/api/src/workflows/quiz.ts b/api/src/workflows/quiz.ts
index f35f3dd..680a35a 100644
--- a/api/src/workflows/quiz.ts
+++ b/api/src/workflows/quiz.ts
@@ -6,6 +6,7 @@ import { generatePartyQuestion } from "../party/question-generator";
 import type { PartyAnalytics } from "../party/question-utils";
 import { updatePartyData } from "../party/state";
 import type { Question, QuizResponse, QuizRound, QuizState } from "../party-types";
+import { partyAnalysisWorkflow, PartyAnalysisWorkflow } from "./party-analysis";
 
 const TOTAL_QUESTIONS = 5;
 
@@ -34,13 +35,15 @@ export class QuizWorkflow extends ConfiguredInstance {
 			answers: {},
 			scores: {},
 			history: [],
-		};
+    };
+
+		await partyAnalysisWorkflow.analyzeParty(partyId)
 
 		// Initialize quiz state
 		await QuizWorkflow.updatePartyData(partyId, quizState);
 
 		// Get party members to initialize scores
-		const members = await QuizWorkflow.getPartyMembers(partyId);
+		let members = await QuizWorkflow.getPartyMembers(partyId);
 		for (const member of members) {
 			quizState.scores[member.userId] = 0;
 		}
@@ -63,6 +66,7 @@ export class QuizWorkflow extends ConfiguredInstance {
 			quizState.history.push(round);
 
 			await QuizWorkflow.updatePartyData(partyId, quizState);
+			members = await QuizWorkflow.getPartyMembers(partyId);
 			// Wait for all responses with timeout
 			const memberIds = new Set(members.map((m) => m.userId));
 			const receivedPlayers = new Set<string>();
@@ -72,9 +76,10 @@ export class QuizWorkflow extends ConfiguredInstance {
 					deadlineEpochMS: question.endTimestamp,
 				});
 
-				if (response === null) {
+        if (response === null) {
 					// Timeout - fill in missing players with no answer
 					const now = Date.now();
+          if (now < question.endTimestamp) continue;
 					for (const memberId of memberIds) {
 						if (!receivedPlayers.has(memberId)) {
 							receivedPlayers.add(memberId);
diff --git a/dev-proxy/index.ts b/dev-proxy/index.ts
index 5442734..dd373c5 100644
--- a/dev-proxy/index.ts
+++ b/dev-proxy/index.ts
@@ -22,6 +22,10 @@ Bun.listen({
           case "party_status":
             const { party: { data: { currentQuestion } } } = data;
             console.log(currentQuestion)
+            let text = currentQuestion?.text
+            if (text) {
+              ws?.send(text)
+            }
             break;
         }
       }
diff --git a/web/src/components/party/question.tsx b/web/src/components/party/question.tsx
index 81da99a..74e10cf 100644
--- a/web/src/components/party/question.tsx
+++ b/web/src/components/party/question.tsx
@@ -132,12 +132,6 @@ export function Question() {
 				{question.type === "numeric" ? (
 					<Item variant="muted">
 						<ItemContent>
-							<ItemHeader>
-								<ItemTitle>Choose a value</ItemTitle>
-								<ItemDescription>
-									Closest guesses get more points
-								</ItemDescription>
-							</ItemHeader>
 							<div className="space-y-3">
 								<Slider
 									min={numericMin}
@@ -148,7 +142,7 @@ export function Question() {
 											? [currentNumericSelection]
 											: undefined
 									}
-									onValueChange={(value) => setSelectedValue(value[0] ?? null)}
+									onValueChange={(value) => setSelectedValue(typeof value === "number" ? value : value[0] ?? null)}
 								/>
 								<div className="text-sm text-muted-foreground">
 									Exact value:{" "}