diff --git a/src/gateway/model-pricing-cache.test.ts b/src/gateway/model-pricing-cache.test.ts
index d88857c6728..85e93fa7faf 100644
--- a/src/gateway/model-pricing-cache.test.ts
+++ b/src/gateway/model-pricing-cache.test.ts
@@ -1,6 +1,8 @@
 import { afterEach, beforeEach, describe, expect, it, vi } from "vitest";
 import { modelKey } from "../agents/model-selection.js";
 import type { OpenClawConfig } from "../config/config.js";
+import { resetLogger, setLoggerOverride } from "../logging/logger.js";
+import { loggingState } from "../logging/state.js";
 import type { normalizeProviderModelIdWithPlugin } from "../plugins/provider-runtime.js";
 import { withFetchPreconnect } from "../test-utils/fetch-mock.js";
 
@@ -26,6 +28,8 @@ describe("model-pricing-cache", () => {
 
   afterEach(() => {
     __resetGatewayModelPricingCacheForTest();
+    loggingState.rawConsole = null;
+    resetLogger();
   });
 
   it("collects configured model refs across defaults, aliases, overrides, and media tools", () => {
@@ -515,6 +519,45 @@ describe("model-pricing-cache", () => {
     });
   });
 
+  it("logs configured timeout seconds when pricing fetches time out", async () => {
+    const warnings: string[] = [];
+    loggingState.rawConsole = {
+      log: vi.fn(),
+      info: vi.fn(),
+      warn: vi.fn((message: string) => warnings.push(message)),
+      error: vi.fn(),
+    };
+    setLoggerOverride({ level: "silent", consoleLevel: "warn" });
+
+    const config = {
+      agents: {
+        defaults: {
+          model: { primary: "anthropic/claude-opus-4-6" },
+        },
+      },
+    } as unknown as OpenClawConfig;
+    const timeoutError = new DOMException(
+      "The operation was aborted due to timeout",
+      "TimeoutError",
+    );
+    const fetchImpl = withFetchPreconnect(async () => {
+      throw timeoutError;
+    });
+
+    await refreshGatewayModelPricingCache({ config, fetchImpl });
+
+    expect(warnings).toEqual(
+      expect.arrayContaining([
+        expect.stringContaining(
+          "OpenRouter pricing fetch failed (timeout 15s): TimeoutError: The operation was aborted due to timeout",
+        ),
+        expect.stringContaining(
+          "LiteLLM pricing fetch failed (timeout 15s): TimeoutError: The operation was aborted due to timeout",
+        ),
+      ]),
+    );
+  });
+
   it("treats oversized LiteLLM catalog responses as source failures", async () => {
     const config = {
       agents: {
diff --git a/src/gateway/model-pricing-cache.ts b/src/gateway/model-pricing-cache.ts
index 7f95a4dbbf8..661a7aac1d1 100644
--- a/src/gateway/model-pricing-cache.ts
+++ b/src/gateway/model-pricing-cache.ts
@@ -98,6 +98,31 @@ function parseNumberString(value: unknown): number | null {
   return Number.isFinite(parsed) ? parsed : null;
 }
 
+function formatTimeoutSeconds(timeoutMs: number): string {
+  const seconds = timeoutMs / 1000;
+  return Number.isInteger(seconds) ? `${seconds}s` : `${seconds.toFixed(1)}s`;
+}
+
+function readErrorName(error: unknown): string | undefined {
+  return error && typeof error === "object" && "name" in error
+    ? String((error as { name?: unknown }).name)
+    : undefined;
+}
+
+function isTimeoutError(error: unknown): boolean {
+  if (readErrorName(error) === "TimeoutError") {
+    return true;
+  }
+  return /\bTimeoutError\b/u.test(String(error));
+}
+
+function formatPricingFetchFailure(source: "LiteLLM" | "OpenRouter", error: unknown): string {
+  if (isTimeoutError(error)) {
+    return `${source} pricing fetch failed (timeout ${formatTimeoutSeconds(FETCH_TIMEOUT_MS)}): ${String(error)}`;
+  }
+  return `${source} pricing fetch failed: ${String(error)}`;
+}
+
 function toPricePerMillion(value: number | null): number {
   if (value === null || value < 0 || !Number.isFinite(value)) {
     return 0;
@@ -535,12 +560,12 @@ export async function refreshGatewayModelPricingCache(params: {
     let litellmFailed = false;
     const [catalogById, litellmCatalog] = await Promise.all([
       fetchOpenRouterPricingCatalog(fetchImpl).catch((error: unknown) => {
-        log.warn(`OpenRouter pricing fetch failed: ${String(error)}`);
+        log.warn(formatPricingFetchFailure("OpenRouter", error));
         openRouterFailed = true;
         return new Map<string, OpenRouterPricingEntry>();
       }),
       fetchLiteLLMPricingCatalog(fetchImpl).catch((error: unknown) => {
-        log.warn(`LiteLLM pricing fetch failed: ${String(error)}`);
+        log.warn(formatPricingFetchFailure("LiteLLM", error));
         litellmFailed = true;
         return new Map<string, CachedModelPricing>() as LiteLLMPricingCatalog;
       }),