diff --git a/apps/web/src/lib/ai-gateway/auto-model/resolution.ts b/apps/web/src/lib/ai-gateway/auto-model/resolution.ts
index c82a69ccb7..aec50da220 100644
--- a/apps/web/src/lib/ai-gateway/auto-model/resolution.ts
+++ b/apps/web/src/lib/ai-gateway/auto-model/resolution.ts
@@ -29,11 +29,11 @@ import {
   ORG_AUTO_MODEL,
 } from '@/lib/ai-gateway/auto-model';
 import { userIsWithinFirstKiloClawInstanceWindow } from '@/lib/kiloclaw/setup-promo';
-import { getRandomNumber } from '@/lib/ai-gateway/getRandomNumber';
 import {
   autoFreeModels,
   findKiloExclusiveModel,
   isKiloExclusiveFreeModel,
+  selectAutoFreeModel,
 } from '@/lib/ai-gateway/models';
 import { getOpenRouterModelsFromRedis } from '@/lib/ai-gateway/providers/gateway-models-cache';
 import PROVIDERS from '@/lib/ai-gateway/providers/provider-definitions';
@@ -84,7 +84,7 @@ export async function getAutoFreeCandidates(
 ): Promise<ReadonlyArray<string>> {
   const openRouterModels = await getOpenRouterModelsFromRedis();
   const candidates = new Set<string>();
-  for (const model of autoFreeModels) {
+  for (const { model } of autoFreeModels) {
     if (isKiloExclusiveFreeModel(model)) {
       const kiloModel = findKiloExclusiveModel(model);
       if (kiloModel && gatewaySupportsApiKind(kiloModel.gateway, apiKind)) {
@@ -286,11 +286,16 @@ export async function resolveAutoModel(
     if (candidates.length === 0) {
       return { kind: 'no_free_models_available' };
     }
-    const randomNumber = getRandomNumber(
-      'free_routing_' + (sessionId ?? (await userPromise)?.id ?? clientIp),
-      candidates.length
+    const candidateIds = new Set(candidates);
+    const selectedModel = selectAutoFreeModel(
+      autoFreeModels
+        .filter(candidate => candidateIds.has(candidate.model))
+        .toSorted((a, b) => a.model.localeCompare(b.model)),
+      'free_routing_' + (sessionId ?? (await userPromise)?.id ?? clientIp)
     );
-    return { kind: 'ok', resolved: { model: candidates[randomNumber] } };
+    return selectedModel
+      ? { kind: 'ok', resolved: { model: selectedModel } }
+      : { kind: 'no_free_models_available' };
   }
   if (model === KILO_AUTO_SMALL_MODEL.id) {
     return {
diff --git a/apps/web/src/lib/ai-gateway/models.test.ts b/apps/web/src/lib/ai-gateway/models.test.ts
index 389094c002..c5cbcca4c7 100644
--- a/apps/web/src/lib/ai-gateway/models.test.ts
+++ b/apps/web/src/lib/ai-gateway/models.test.ts
@@ -4,6 +4,7 @@ import {
   findKiloExclusiveModel,
   isKiloExclusiveRateLimitedModel,
   kiloExclusiveModels,
+  selectAutoFreeModel,
 } from './models';
 import { hasBestEffortGuessDataCollectionRequirement, isFreeModel } from './is-free-model';
 import { getInferenceProvider } from './providers/kilo-exclusive-model';
@@ -16,6 +17,7 @@ import {
 import { gpt_5_6_sol_stealth_model } from './providers/openai-exclusive';
 import { tencent_hy3_free_model } from './providers/tencent';
 import { gemma_4_26b_a4b_it_free_model } from './providers/google';
+import { getRandomNumber } from './getRandomNumber';
 
 describe('rate-limited Kilo-exclusive models', () => {
   test('only includes free Gemma', () => {
@@ -77,7 +79,9 @@ describe('isFreeModel', () => {
       expect(findKiloExclusiveModel('tencent/hy3:free')).toBe(tencent_hy3_free_model);
       expect(tencent_hy3_free_model.internal_id).toBe('tencent/hy3');
       expect(tencent_hy3_free_model.inference_provider_restriction).toEqual(['tencent']);
-      expect(autoFreeModels).not.toContain(tencent_hy3_free_model.public_id);
+      expect(autoFreeModels.map(({ model }) => model)).not.toContain(
+        tencent_hy3_free_model.public_id
+      );
     });
 
     test('routes the discounted Claude Opus offering through the stealth provider identity', () => {
@@ -144,14 +148,36 @@ describe('isFreeModel', () => {
 
     test('all autoFreeModels should pass isFreeModel', async () => {
       expect(autoFreeModels.length).toBeGreaterThan(0);
-      for (const model of autoFreeModels) {
+      for (const { model } of autoFreeModels) {
         expect(await isFreeModel(model)).toBe(true);
       }
     });
 
+    test('all autoFreeModels should have positive integer weights', () => {
+      for (const { weight } of autoFreeModels) {
+        expect(Number.isInteger(weight)).toBe(true);
+        expect(weight).toBeGreaterThan(0);
+      }
+    });
+
+    test('uses autoFreeModels weights when selecting a model', () => {
+      const candidates = [
+        { model: 'preferred/model', weight: 3 },
+        { model: 'other/model', weight: 1 },
+      ];
+      const randomSeed = Array.from({ length: 100 }, (_, index) => `weight-test-${index}`).find(
+        seed => getRandomNumber(seed, 4) === 1
+      );
+      expect(randomSeed).toBeDefined();
+      if (!randomSeed) return;
+
+      expect(getRandomNumber(randomSeed, 4)).toBe(1);
+      expect(selectAutoFreeModel(candidates, randomSeed)).toBe('preferred/model');
+    });
+
     test('all autoFreeModels should use the same AI SDK provider', () => {
       expect(autoFreeModels.length).toBeGreaterThan(0);
-      const providers = new Set(autoFreeModels.map(model => getAiSdkProvider(model, null)));
+      const providers = new Set(autoFreeModels.map(({ model }) => getAiSdkProvider(model, null)));
       expect(providers.size).toBe(1);
     });
 
diff --git a/apps/web/src/lib/ai-gateway/models.ts b/apps/web/src/lib/ai-gateway/models.ts
index b4381e9f5f..c3eed1c935 100644
--- a/apps/web/src/lib/ai-gateway/models.ts
+++ b/apps/web/src/lib/ai-gateway/models.ts
@@ -35,14 +35,32 @@ import {
   deepseekDiscountedModels,
 } from '@/lib/ai-gateway/providers/deepseek';
 import { type ProviderId } from '@/lib/ai-gateway/providers/types';
+import { getRandomNumber } from '@/lib/ai-gateway/getRandomNumber';
 
 export const PRIMARY_DEFAULT_MODEL = CLAUDE_SONNET_CURRENT_MODEL_ID;
 
+export type AutoFreeModel = { model: string; weight: number };
+
 export const autoFreeModels = [
-  stepfun_37_flash_free_model.status === 'public' ? stepfun_37_flash_free_model.public_id : null,
-  'inclusionai/ling-3.0-flash:free',
-  'poolside/laguna-s-2.1:free',
-].filter(m => m !== null);
+  ...(stepfun_37_flash_free_model.status === 'public'
+    ? [{ model: stepfun_37_flash_free_model.public_id, weight: 1 }]
+    : []),
+  { model: 'inclusionai/ling-3.0-flash:free', weight: 1 },
+  { model: 'poolside/laguna-s-2.1:free', weight: 1 },
+] satisfies ReadonlyArray<AutoFreeModel>;
+
+export function selectAutoFreeModel(candidates: ReadonlyArray<AutoFreeModel>, randomSeed: string) {
+  const totalWeight = candidates.reduce((total, candidate) => total + candidate.weight, 0);
+  if (totalWeight === 0) return null;
+
+  const bucket = getRandomNumber(randomSeed, totalWeight);
+  let cumulativeWeight = 0;
+  for (const candidate of candidates) {
+    cumulativeWeight += candidate.weight;
+    if (bucket < cumulativeWeight) return candidate.model;
+  }
+  return null;
+}
 
 export const preferredModels = [
   KILO_AUTO_FRONTIER_MODEL.id,
@@ -50,7 +68,7 @@ export const preferredModels = [
   KILO_AUTO_EFFICIENT_MODEL.id,
   KILO_AUTO_FREE_MODEL.id,
 
-  ...autoFreeModels,
+  ...autoFreeModels.map(({ model }) => model),
   ...(tencent_hy3_free_model.status === 'public' ? [tencent_hy3_free_model.public_id] : []),
 
   CLAUDE_SONNET_CURRENT_MODEL_ID,