diff --git a/src/core/reducer.js b/src/core/reducer.js
index ffbc726f9..54b35e00b 100644
--- a/src/core/reducer.js
+++ b/src/core/reducer.js
@@ -22,6 +22,10 @@ export function createGameReducer({ game, numPlayers, multiplayer }) {
     numPlayers = 2;
   }
 
+  // Need to init PRNGState here, otherwise calls to
+  // Random inside setup() are using undefined.
+  PRNGState.set({ seed: game.seed });
+
   const initial = {
     // User managed state.
     G: game.setup(numPlayers),
@@ -50,7 +54,7 @@ export function createGameReducer({ game, numPlayers, multiplayer }) {
   };
 
   // Initialize PRNG seed.
-  initial.ctx._random = { seed: game.seed };
+  initial.ctx._random = PRNGState.get();
 
   const state = game.flow.init({ G: initial.G, ctx: initial.ctx });
 
diff --git a/src/core/reducer.test.js b/src/core/reducer.test.js
index 7d99c19fb..99dedad99 100644
--- a/src/core/reducer.test.js
+++ b/src/core/reducer.test.js
@@ -9,6 +9,7 @@
 import Game from './game';
 import { createGameReducer } from './reducer';
 import { makeMove, gameEvent, restore } from './action-creators';
+import { Random } from './random';
 
 const game = Game({
   moves: {
@@ -151,3 +152,32 @@ test('log', () => {
   state = reducer(state, actionC);
   expect(state.log).toEqual([actionA, actionB, actionC.payload]);
 });
+
+test('using Random inside setup()', () => {
+  const game1 = Game({
+    seed: 'seed1',
+    setup: () => ({ n: Random.D6() }),
+  });
+
+  const game2 = Game({
+    seed: 'seed2',
+    setup: () => ({ n: Random.D6() }),
+  });
+
+  const game3 = Game({
+    seed: 'seed2',
+    setup: () => ({ n: Random.D6() }),
+  });
+
+  const reducer1 = createGameReducer({ game: game1 });
+  const state1 = reducer1(undefined, makeMove());
+
+  const reducer2 = createGameReducer({ game: game2 });
+  const state2 = reducer2(undefined, makeMove());
+
+  const reducer3 = createGameReducer({ game: game3 });
+  const state3 = reducer3(undefined, makeMove());
+
+  expect(state1.G.n).not.toBe(state2.G.n);
+  expect(state2.G.n).toBe(state3.G.n);
+});