From ee9fddb152d7180f81e2d21875208925b3d1abd0 Mon Sep 17 00:00:00 2001
From: Paul Jankowski <8bittitan@gmail.com>
Date: Thu, 6 Aug 2026 14:40:33 -0400
Subject: [PATCH] feat(v5): Back port cost control errors (#2965)

---
 .changeset/bright-errors-block.md             |   6 +
 bundlesize.config.json                        |   2 +-
 packages/docsearch-css/src/_askai.css         |  12 +-
 packages/docsearch-css/src/sidepanel.css      |  22 +++
 packages/docsearch-react/src/AskAiScreen.tsx  |  79 ++++----
 .../docsearch-react/src/AskAiScreenState.tsx  |   1 +
 .../src/DocSearchAskAiModal.tsx               |  33 +++-
 .../src/Sidepanel/ConversationScreen.tsx      |  34 ++--
 .../src/Sidepanel/PromptForm.tsx              |  52 +++++-
 .../src/Sidepanel/Sidepanel.tsx               |  21 ++-
 .../src/__tests__/askai.test.tsx              | 125 ++++++++++++-
 .../src/__tests__/searchbox.test.tsx          |  27 ++-
 packages/docsearch-react/src/askai.ts         |  74 ++++++--
 .../src/components/AskAiSearchBox.tsx         |  45 +++--
 .../src/utils/__tests__/ai.test.ts            |  99 ++++++++++
 packages/docsearch-react/src/utils/ai.ts      | 105 +++++++++++
 .../src/utils/askAiBlockingMatchers.ts        | 170 ++++++++++++++++++
 17 files changed, 810 insertions(+), 97 deletions(-)
 create mode 100644 .changeset/bright-errors-block.md
 create mode 100644 packages/docsearch-react/src/utils/askAiBlockingMatchers.ts

diff --git a/.changeset/bright-errors-block.md b/.changeset/bright-errors-block.md
new file mode 100644
index 00000000..3299281f
--- /dev/null
+++ b/.changeset/bright-errors-block.md
@@ -0,0 +1,6 @@
+---
+'@docsearch/css': patch
+'@docsearch/react': patch
+---
+
+Surface Agent Studio cost-control errors and block prompts until the user can recover. [#2878](https://github.com/algolia/docsearch/pull/2878)
diff --git a/bundlesize.config.json b/bundlesize.config.json
index 3b4562c1..6e456483 100644
--- a/bundlesize.config.json
+++ b/bundlesize.config.json
@@ -2,7 +2,7 @@
   "files": [
     {
       "path": "packages/docsearch-css/dist/style.css",
-      "maxSize": "8.1 kB"
+      "maxSize": "8.2 kB"
     },
     {
       "path": "packages/docsearch-react/dist/umd/index.js",
diff --git a/packages/docsearch-css/src/_askai.css b/packages/docsearch-css/src/_askai.css
index 3db890ac..ad4d6f7f 100644
--- a/packages/docsearch-css/src/_askai.css
+++ b/packages/docsearch-css/src/_askai.css
@@ -537,10 +537,15 @@
   color: var(--docsearch-text-color);
   font-size: 12px;
   border: 1px solid var(--docsearch-error-soft-color);
-  animation: slide-down 0.3s ease-out;
   width: 100%;
 }
 
+@media (prefers-reduced-motion: no-preference) {
+  .DocSearch-AskAiScreen-Error--ThreadDepth {
+    animation: slide-down 0.3s ease-out;
+  }
+}
+
 @keyframes slide-down {
   from {
     opacity: 0;
@@ -572,6 +577,11 @@
   color: rgb(153 27 27);
 }
 
+.DocSearch-ThreadDepthError-Link:focus-visible {
+  outline: 2px solid var(--docsearch-focus-color);
+  outline-offset: 2px;
+}
+
 .DocSearch-AskAiScreen-FeedbackText {
   font-size: 0.7em;
   font-weight: 400;
diff --git a/packages/docsearch-css/src/sidepanel.css b/packages/docsearch-css/src/sidepanel.css
index 1a03b8f2..13d3094c 100644
--- a/packages/docsearch-css/src/sidepanel.css
+++ b/packages/docsearch-css/src/sidepanel.css
@@ -405,6 +405,28 @@
   gap: 0.5rem;
 }
 
+.DocSearch-Sidepanel-PromptBlockingBanner {
+  padding: 0.75rem;
+  color: var(--docsearch-sidepanel-text-base);
+  font-size: 0.75rem;
+  border: 1px solid var(--docsearch-error-soft-color);
+  border-radius: 0.25rem;
+  background: var(--docsearch-sidepanel-background);
+}
+
+.DocSearch-Sidepanel-PromptBlockingBanner p {
+  margin: 0;
+}
+
+.DocSearch-Sidepanel-PromptBlockingBanner p + p {
+  margin-top: 0.5rem;
+}
+
+.DocSearch-Sidepanel-PromptBlockingBanner .DocSearch-ThreadDepthError-Link:focus-visible {
+  outline: 2px solid var(--docsearch-sidepanel-primary);
+  outline-offset: 2px;
+}
+
 .DocSearch-Sidepanel-Prompt--form:focus-within {
   border-color: var(--docsearch-sidepanel-primary);
 }
diff --git a/packages/docsearch-react/src/AskAiScreen.tsx b/packages/docsearch-react/src/AskAiScreen.tsx
index b2f7e858..3e3bda2a 100644
--- a/packages/docsearch-react/src/AskAiScreen.tsx
+++ b/packages/docsearch-react/src/AskAiScreen.tsx
@@ -18,8 +18,11 @@ import type {
 import { type AIMessage, type ToolCalls } from './types/AskiAi';
 import {
   extractLinksFromMessage,
+  getAskAiBlockingBannerMessage,
   getMessageContent,
+  isAskAiPromptBlockingError,
   isThreadDepthError,
+  showAskAiBlockingBannerNewConversationLink,
   isAIToolPart,
   getAgentPromptSuggestions,
 } from './utils/ai';
@@ -199,7 +202,7 @@ function AskAiExchangeCard({
     [translations]
   );
 
-  const isThreadDepth = isThreadDepthError(askAiError);
+  const isPromptBlockingError = isAskAiPromptBlockingError(askAiError);
 
   const assistantContent = useMemo(
     () => getMessageContent(assistantMessage),
@@ -252,7 +255,7 @@ function AskAiExchangeCard({
             {loadingStatus === 'error' &&
               askAiError &&
               isLastExchange &&
-              !isThreadDepth && (
+              !isPromptBlockingError && (
                 <div className="DocSearch-AskAiScreen-Error" role="alert">
                   <AlertIcon aria-hidden="true" />
                   <div className="DocSearch-AskAiScreen-Error-Content">
@@ -398,10 +401,15 @@ export function AskAiScreen({
 
   const { messages, tools, askAiError, status, memoryEnabled } = props;
 
-  // Check if there's a thread depth error
-  const hasThreadDepthError = useMemo(() => {
-    return status === 'error' && isThreadDepthError(askAiError);
+  const hasPromptBlockingError = useMemo(() => {
+    return status === 'error' && isAskAiPromptBlockingError(askAiError);
   }, [status, askAiError]);
+  const blockingMessage = useMemo(
+    () => getAskAiBlockingBannerMessage(askAiError),
+    [askAiError]
+  );
+  const showNewConversationLink =
+    showAskAiBlockingBannerNewConversationLink(askAiError);
 
   // Group messages into exchanges (user + assistant pairs)
   const exchanges: Exchange[] = useMemo(() => {
@@ -418,48 +426,47 @@ export function AskAiScreen({
       }
     }
 
-    // If there's a thread depth error, remove the last exchange (the one that triggered the error)
-    // We only want to show successful exchanges
-    if (hasThreadDepthError && grouped.length > 0) {
-      // Check if the last exchange has no assistant message (failed to complete)
-      const lastExchange = grouped[grouped.length - 1];
-      if (!lastExchange.assistantMessage) {
-        grouped.pop();
-      }
-    }
-
     return grouped;
-  }, [messages, hasThreadDepthError]);
+  }, [messages]);
 
   const handleSearchQueryClick = (query: string): void => {
     props.onAskAiToggle(false);
     props.setQuery(query);
   };
 
-  // Only show the thread depth error if we have assistant messages
-  const showThreadDepthError =
-    hasThreadDepthError && messages.some((m) => m.role === 'assistant');
+  const showBlockingBanner =
+    hasPromptBlockingError &&
+    (!isThreadDepthError(askAiError) ||
+      messages.some((message) => message.role === 'assistant'));
 
   return (
     <div className="DocSearch-AskAiScreen DocSearch-AskAiScreen-Container">
-      {/* Thread Depth Error */}
-      {showThreadDepthError && (
-        <div className="DocSearch-AskAiScreen-MessageContent DocSearch-AskAiScreen-Error DocSearch-AskAiScreen-Error--ThreadDepth">
-          <div className="DocSearch-AskAiScreen-Error-Content">
-            <p>
-              {threadDepthExceededMessage}{' '}
-              <button
-                type="button"
-                className="DocSearch-ThreadDepthError-Link"
-                onClick={props.onNewConversation}
-              >
-                {startNewConversationButtonText}
-              </button>{' '}
-              to continue.
-            </p>
+      <div id={props.promptBlockingErrorId} role="alert">
+        {showBlockingBanner && (
+          <div className="DocSearch-AskAiScreen-MessageContent DocSearch-AskAiScreen-Error DocSearch-AskAiScreen-Error--ThreadDepth">
+            <div className="DocSearch-AskAiScreen-Error-Content">
+              <p className="DocSearch-AskAiScreen-Error-Title">
+                {blockingMessage ??
+                  (isThreadDepthError(askAiError)
+                    ? threadDepthExceededMessage
+                    : 'This conversation cannot continue.')}
+              </p>
+              {showNewConversationLink && (
+                <p>
+                  <button
+                    type="button"
+                    className="DocSearch-ThreadDepthError-Link"
+                    onClick={props.onNewConversation}
+                  >
+                    {startNewConversationButtonText}
+                  </button>{' '}
+                  to continue.
+                </p>
+              )}
+            </div>
           </div>
-        </div>
-      )}
+        )}
+      </div>
 
       <AskAiScreenDisclaimer disclaimerText={disclaimerText} />
 
diff --git a/packages/docsearch-react/src/AskAiScreenState.tsx b/packages/docsearch-react/src/AskAiScreenState.tsx
index a6009ae6..32d5f494 100644
--- a/packages/docsearch-react/src/AskAiScreenState.tsx
+++ b/packages/docsearch-react/src/AskAiScreenState.tsx
@@ -80,6 +80,7 @@ export interface AskAiScreenStateProps<
   onNewConversation: () => void;
   memoryEnabled?: boolean;
   resultBadgeKey?: string;
+  promptBlockingErrorId?: string;
 }
 
 export const AskAiScreenState = React.memo(
diff --git a/packages/docsearch-react/src/DocSearchAskAiModal.tsx b/packages/docsearch-react/src/DocSearchAskAiModal.tsx
index e2be8995..b1ab074c 100644
--- a/packages/docsearch-react/src/DocSearchAskAiModal.tsx
+++ b/packages/docsearch-react/src/DocSearchAskAiModal.tsx
@@ -45,6 +45,8 @@ import {
 } from './utils';
 import {
   buildDummyAskAiHit,
+  isAgentStudioTokenOutputLimitError,
+  isAskAiPromptBlockingError,
   isThreadDepthError,
   EMPTY_TOOLS,
 } from './utils/ai';
@@ -145,6 +147,7 @@ export function DocSearchAskAiModal({
 
   const { containerRef, modalRef, formElementRef, dropdownRef, inputRef } =
     useModalRefs();
+  const promptBlockingErrorId = React.useId();
   const { initialQuery, initialQueryFromSelection } =
     useInitialModalQuery(initialQueryFromProp);
 
@@ -258,12 +261,30 @@ export function DocSearchAskAiModal({
     chatId,
   ]);
 
-  // Check if there's a thread depth error (AI-217)
-  const hasThreadDepthError = React.useMemo(() => {
+  const hasPromptBlockingError = React.useMemo(() => {
     return (
-      status === 'error' && isThreadDepthError(askAiError as Error | undefined)
+      status === 'error' &&
+      isAskAiPromptBlockingError(askAiError as Error | undefined)
     );
   }, [status, askAiError]);
+  const shouldBlockPrompt =
+    hasPromptBlockingError &&
+    (!isThreadDepthError(askAiError) ||
+      messages.some((message) => message.role === 'assistant'));
+
+  const promptBlockingChrome = React.useMemo(() => {
+    if (
+      !shouldBlockPrompt ||
+      askAiState === 'new-conversation' ||
+      askAiState === 'conversation-history'
+    ) {
+      return undefined;
+    }
+
+    return isAgentStudioTokenOutputLimitError(askAiError)
+      ? ('minimal' as const)
+      : ('full' as const);
+  }, [askAiError, askAiState, shouldBlockPrompt]);
 
   const saveRecentSearch = useSaveRecentSearch({
     favoriteSearches,
@@ -550,9 +571,8 @@ export function DocSearchAskAiModal({
           askAiError={askAiError}
           askAiState={askAiState}
           setAskAiState={setAskAiState}
-          isThreadDepthError={
-            hasThreadDepthError && askAiState !== 'new-conversation'
-          }
+          promptBlockingChrome={promptBlockingChrome}
+          promptBlockingErrorId={promptBlockingErrorId}
           onClose={onClose}
           onAskAiToggle={onAskAiToggle}
           onAskAgain={(query) => {
@@ -601,6 +621,7 @@ export function DocSearchAskAiModal({
           selectSuggestedQuestion={selectSuggestedQuestion}
           memoryEnabled={memoryEnabled}
           resultBadgeKey={props.resultBadgeKey}
+          promptBlockingErrorId={promptBlockingErrorId}
           onAskAiToggle={onAskAiToggle}
           onNewConversation={handleNewConversation}
           onItemClick={(item, event) => {
diff --git a/packages/docsearch-react/src/Sidepanel/ConversationScreen.tsx b/packages/docsearch-react/src/Sidepanel/ConversationScreen.tsx
index 0fb3da4c..82fbb130 100644
--- a/packages/docsearch-react/src/Sidepanel/ConversationScreen.tsx
+++ b/packages/docsearch-react/src/Sidepanel/ConversationScreen.tsx
@@ -18,6 +18,7 @@ import {
   EMPTY_TOOLS,
   isAIToolPart,
   getAgentPromptSuggestions,
+  isAskAiPromptBlockingError,
 } from '../utils/ai';
 import { groupConsecutiveToolResults } from '../utils/groupConsecutiveToolResults';
 
@@ -178,22 +179,25 @@ const ConversationExchange = React.forwardRef<
           </div>
           <div className="DocSearch-AskAiScreen-Message DocSearch-AskAiScreen-Message--assistant">
             <div className="DocSearch-AskAiScreen-MessageContent">
-              {status === 'error' && streamError && isLastExchange && (
-                <div className="DocSearch-AskAiScreen-Error" role="alert">
-                  <AlertIcon aria-hidden="true" />
-                  <div className="DocSearch-AskAiScreen-Error-Content">
-                    <h4 className="DocSearch-AskAiScreen-Error-Title">
-                      {errorTitleText}
-                    </h4>
-                    <MemoizedMarkdown
-                      content={streamError.message}
-                      copyButtonText=""
-                      copyButtonCopiedText=""
-                      isStreaming={false}
-                    />
+              {status === 'error' &&
+                streamError &&
+                isLastExchange &&
+                !isAskAiPromptBlockingError(streamError) && (
+                  <div className="DocSearch-AskAiScreen-Error" role="alert">
+                    <AlertIcon aria-hidden="true" />
+                    <div className="DocSearch-AskAiScreen-Error-Content">
+                      <h4 className="DocSearch-AskAiScreen-Error-Title">
+                        {errorTitleText}
+                      </h4>
+                      <MemoizedMarkdown
+                        content={streamError.message}
+                        copyButtonText=""
+                        copyButtonCopiedText=""
+                        isStreaming={false}
+                      />
+                    </div>
                   </div>
-                </div>
-              )}
+                )}
 
               {assistantParts.map((part, idx) => {
                 const index = idx;
diff --git a/packages/docsearch-react/src/Sidepanel/PromptForm.tsx b/packages/docsearch-react/src/Sidepanel/PromptForm.tsx
index 490e880e..87f2b27d 100644
--- a/packages/docsearch-react/src/Sidepanel/PromptForm.tsx
+++ b/packages/docsearch-react/src/Sidepanel/PromptForm.tsx
@@ -16,6 +16,9 @@ export type PromptFormTranslations = Partial<{
   promptDisclaimerText: string;
   promptLabelText: string;
   promptAriaLabelText: string;
+  startNewConversationButtonText: string;
+  blockingErrorContinueText: string;
+  blockingErrorFallbackText: string;
 }>;
 
 type Props = {
@@ -24,18 +27,33 @@ type Props = {
   translations?: PromptFormTranslations;
   onSend: (prompt: string) => void;
   onStopStreaming: () => void;
+  blockingErrorMessage?: string;
+  showBlockingError?: boolean;
+  showNewConversationLink?: boolean;
+  onStartNewConversation: () => void;
 };
 
 const MAX_PROMPT_ROWS = 8;
 
 export const PromptForm = React.forwardRef<HTMLTextAreaElement, Props>(
   (
-    { exchanges, isStreaming, translations = {}, onSend, onStopStreaming },
+    {
+      exchanges,
+      isStreaming,
+      translations = {},
+      onSend,
+      onStopStreaming,
+      blockingErrorMessage,
+      showBlockingError = false,
+      showNewConversationLink = true,
+      onStartNewConversation,
+    },
     ref
   ): JSX.Element => {
     const isMobile = useIsMobile();
     const [userPrompt, setUserPrompt] = React.useState('');
     const promptRef = React.useRef<HTMLTextAreaElement>(null);
+    const blockingErrorId = React.useId();
 
     React.useImperativeHandle(
       ref,
@@ -49,6 +67,9 @@ export const PromptForm = React.forwardRef<HTMLTextAreaElement, Props>(
       promptDisclaimerText = 'Answers are generated with AI which can make mistakes.',
       promptLabelText = 'Press Enter to send, or Shift and Enter for new line.',
       promptAriaLabelText = 'Prompt input',
+      startNewConversationButtonText = 'Start a new conversation',
+      blockingErrorContinueText = 'to continue.',
+      blockingErrorFallbackText = 'This conversation cannot continue.',
     } = translations;
 
     const managePromptHeight = (): void => {
@@ -72,7 +93,7 @@ export const PromptForm = React.forwardRef<HTMLTextAreaElement, Props>(
     };
 
     const handleSend = (): void => {
-      if (isStreaming) return;
+      if (isStreaming || showBlockingError) return;
 
       const prompt = userPrompt.trim();
 
@@ -93,7 +114,7 @@ export const PromptForm = React.forwardRef<HTMLTextAreaElement, Props>(
       e: React.KeyboardEvent<HTMLTextAreaElement>
     ): void => {
       // Allow Enter to work normally (new line) when streaming
-      if (isStreaming) return;
+      if (isStreaming || showBlockingError) return;
 
       if (e.key === 'Enter' && !e.shiftKey) {
         e.preventDefault();
@@ -116,12 +137,31 @@ export const PromptForm = React.forwardRef<HTMLTextAreaElement, Props>(
 
     return (
       <div className="DocSearch-Sidepanel-Prompt">
+        <div id={blockingErrorId} role="alert">
+          {showBlockingError && (
+            <div className="DocSearch-Sidepanel-PromptBlockingBanner">
+              <p>{blockingErrorMessage ?? blockingErrorFallbackText}</p>
+              {showNewConversationLink && (
+                <p>
+                  <button
+                    type="button"
+                    className="DocSearch-ThreadDepthError-Link"
+                    onClick={onStartNewConversation}
+                  >
+                    {startNewConversationButtonText}
+                  </button>{' '}
+                  {blockingErrorContinueText}
+                </p>
+              )}
+            </div>
+          )}
+        </div>
         <form
           className="DocSearch-Sidepanel-Prompt--form"
           onSubmit={(e) => {
             e.preventDefault();
 
-            if (isStreaming) return;
+            if (isStreaming || showBlockingError) return;
 
             handleSend();
           }}
@@ -133,6 +173,9 @@ export const PromptForm = React.forwardRef<HTMLTextAreaElement, Props>(
             value={userPrompt}
             aria-label={promptAriaLabelText}
             aria-labelledby="prompt-label"
+            aria-describedby={showBlockingError ? blockingErrorId : undefined}
+            aria-disabled={showBlockingError}
+            readOnly={showBlockingError}
             autoComplete="off"
             translate="no"
             rows={isMobile ? 1 : 2}
@@ -161,6 +204,7 @@ export const PromptForm = React.forwardRef<HTMLTextAreaElement, Props>(
                 title="Send question"
                 className="DocSearch-Sidepanel-Prompt--submit"
                 aria-disabled={userPrompt === ''}
+                disabled={showBlockingError}
               >
                 <SendIcon />
               </button>
diff --git a/packages/docsearch-react/src/Sidepanel/Sidepanel.tsx b/packages/docsearch-react/src/Sidepanel/Sidepanel.tsx
index bbd2fa3a..dd4485df 100644
--- a/packages/docsearch-react/src/Sidepanel/Sidepanel.tsx
+++ b/packages/docsearch-react/src/Sidepanel/Sidepanel.tsx
@@ -12,7 +12,14 @@ import { useAskAi } from '../useAskAi';
 import { useIsMobile } from '../useIsMobile';
 import { useSearchClient } from '../useSearchClient';
 import { useSuggestedQuestions } from '../useSuggestedQuestions';
-import { EMPTY_TOOLS, buildDummyAskAiHit } from '../utils/ai';
+import {
+  EMPTY_TOOLS,
+  buildDummyAskAiHit,
+  getAskAiBlockingBannerMessage,
+  isAskAiPromptBlockingError,
+  isThreadDepthError,
+  showAskAiBlockingBannerNewConversationLink,
+} from '../utils/ai';
 
 import { ConversationHistoryScreen } from './ConversationHistoryScreen';
 import type { ConversationScreenTranslations } from './ConversationScreen';
@@ -208,6 +215,12 @@ function SidepanelInner(
   });
 
   const prevStatus = React.useRef(status);
+  const showPromptBlockingError =
+    sidepanelState === 'conversation' &&
+    status === 'error' &&
+    isAskAiPromptBlockingError(askAiError) &&
+    (!isThreadDepthError(askAiError) ||
+      messages.some((message) => message.role === 'assistant'));
 
   const handleSend = React.useCallback(
     (prompt: string): void => {
@@ -434,6 +447,12 @@ function SidepanelInner(
           translations={translations.promptForm}
           onSend={handleSend}
           onStopStreaming={handleStopStreaming}
+          blockingErrorMessage={getAskAiBlockingBannerMessage(askAiError)}
+          showBlockingError={showPromptBlockingError}
+          showNewConversationLink={showAskAiBlockingBannerNewConversationLink(
+            askAiError
+          )}
+          onStartNewConversation={handleStartNewConversation}
         />
         <footer className="DocSearch-Sidepanel-Footer">
           <span className="DocSearch-Logo DocSearch-Sidepanel--powered-by">
diff --git a/packages/docsearch-react/src/__tests__/askai.test.tsx b/packages/docsearch-react/src/__tests__/askai.test.tsx
index 36698126..fe4d515a 100644
--- a/packages/docsearch-react/src/__tests__/askai.test.tsx
+++ b/packages/docsearch-react/src/__tests__/askai.test.tsx
@@ -1,10 +1,11 @@
-import { fireEvent, render, screen } from '@testing-library/react';
+import { fireEvent, render, screen, within } from '@testing-library/react';
 import type { UIMessage } from 'ai';
 import React from 'react';
 import { describe, it, expect, vi } from 'vitest';
 import '@testing-library/jest-dom/vitest';
 
 import { AskAiScreen } from '../AskAiScreen';
+import { PromptForm } from '../Sidepanel/PromptForm';
 
 const baseProps = {
   indexName: 'idx',
@@ -90,4 +91,126 @@ describe('AskAiScreen', () => {
       'Let me look that up.\n\nDocusaurus is a static site generator.'
     );
   });
+
+  it('shows cost-control errors in a blocking banner', () => {
+    const messages: UIMessage[] = [
+      {
+        id: '1',
+        role: 'user',
+        parts: [{ type: 'text', text: 'hello' }],
+      },
+    ];
+    const onNewConversation = vi.fn();
+    const { container } = render(
+      <AskAiScreen
+        {...baseProps}
+        messages={messages}
+        status="error"
+        askAiError={new Error('Too many requests (AI-205)')}
+        onNewConversation={onNewConversation}
+      />
+    );
+
+    expect(
+      within(container).getByText('Too many requests')
+    ).toBeInTheDocument();
+    expect(within(container).queryByText('Chat error')).not.toBeInTheDocument();
+    expect(within(container).getByText('hello')).toBeInTheDocument();
+
+    fireEvent.click(
+      within(container).getByRole('button', {
+        name: 'Start a new conversation',
+      })
+    );
+    expect(onNewConversation).toHaveBeenCalledTimes(1);
+  });
+
+  it('does not offer a new conversation for token output errors', () => {
+    const messages: UIMessage[] = [
+      {
+        id: '1',
+        role: 'user',
+        parts: [{ type: 'text', text: 'hello' }],
+      },
+    ];
+    const error = new Error(
+      JSON.stringify({
+        error: 'Could not complete response due to token output limits',
+        type: 'TokenOutputLimitError',
+      })
+    );
+    const { container } = render(
+      <AskAiScreen
+        {...baseProps}
+        messages={messages}
+        status="error"
+        askAiError={error}
+      />
+    );
+
+    expect(
+      within(container).getByText(
+        'Could not complete response due to token output limits'
+      )
+    ).toBeInTheDocument();
+    expect(
+      within(container).queryByRole('button', {
+        name: 'Start a new conversation',
+      })
+    ).not.toBeInTheDocument();
+  });
+});
+
+describe('Sidepanel PromptForm', () => {
+  it('shows a blocking error and recovery action', () => {
+    const onStartNewConversation = vi.fn();
+
+    const { container } = render(
+      <PromptForm
+        exchanges={[]}
+        isStreaming={false}
+        blockingErrorMessage="Rate limit exceeded"
+        showBlockingError={true}
+        onSend={vi.fn()}
+        onStopStreaming={vi.fn()}
+        onStartNewConversation={onStartNewConversation}
+      />
+    );
+
+    expect(within(container).getByRole('alert')).toHaveTextContent(
+      'Rate limit exceeded'
+    );
+    expect(within(container).getByRole('textbox')).toHaveAttribute('readonly');
+    expect(within(container).getByRole('textbox')).toHaveAttribute(
+      'aria-disabled',
+      'true'
+    );
+
+    fireEvent.click(
+      within(container).getByRole('button', {
+        name: 'Start a new conversation',
+      })
+    );
+    expect(onStartNewConversation).toHaveBeenCalledTimes(1);
+  });
+
+  it('does not submit a draft while blocked', () => {
+    const onSend = vi.fn();
+    const props = {
+      exchanges: [],
+      isStreaming: false,
+      onSend,
+      onStopStreaming: vi.fn(),
+      onStartNewConversation: vi.fn(),
+    };
+    const { container, rerender } = render(<PromptForm {...props} />);
+    const input = within(container).getByRole('textbox');
+
+    fireEvent.change(input, { target: { value: 'draft question' } });
+    rerender(<PromptForm {...props} showBlockingError={true} />);
+    fireEvent.keyDown(input, { key: 'Enter' });
+
+    expect(onSend).not.toHaveBeenCalled();
+    expect(input).toHaveValue('draft question');
+  });
 });
diff --git a/packages/docsearch-react/src/__tests__/searchbox.test.tsx b/packages/docsearch-react/src/__tests__/searchbox.test.tsx
index 42edbbb5..1d710dfc 100644
--- a/packages/docsearch-react/src/__tests__/searchbox.test.tsx
+++ b/packages/docsearch-react/src/__tests__/searchbox.test.tsx
@@ -249,19 +249,38 @@ describe('AskAiSearchBox', () => {
     expect(onAskAgain).not.toHaveBeenCalled();
   });
 
-  it('uses thread-depth behavior in Ask AI mode', () => {
+  it('uses prompt-blocking behavior in Ask AI mode', () => {
     const onNewConversation = vi.fn();
+    const onAskAgain = vi.fn();
 
-    renderAskAiSearchBox({ isThreadDepthError: true, onNewConversation });
+    renderAskAiSearchBox({
+      promptBlockingChrome: 'full',
+      promptBlockingErrorId: 'blocking-error',
+      onNewConversation,
+      onAskAgain,
+    });
 
     const input = screen.getByPlaceholderText('Conversation limit reached');
 
-    expect(input).toBeDisabled();
+    expect(input).toHaveAttribute('readonly');
+    expect(input).toHaveAttribute('aria-disabled', 'true');
+    expect(input).toHaveAttribute('aria-describedby', 'blocking-error');
+    expect(fireEvent.keyDown(input, { key: 'Tab' })).toBe(true);
+    expect(fireEvent.keyDown(input, { key: 'Enter' })).toBe(false);
+    expect(onAskAgain).not.toHaveBeenCalled();
 
     fireEvent.click(
-      screen.getByRole('button', { name: 'Back to keyword search' })
+      screen.getAllByRole('button', { name: 'Start a new conversation' })[0]
     );
 
     expect(onNewConversation).toHaveBeenCalledTimes(1);
   });
+
+  it('keeps the regular placeholder with minimal blocking chrome', () => {
+    renderAskAiSearchBox({ promptBlockingChrome: 'minimal' });
+
+    expect(
+      screen.getByPlaceholderText('Ask another question...')
+    ).toHaveAttribute('readonly');
+  });
 });
diff --git a/packages/docsearch-react/src/askai.ts b/packages/docsearch-react/src/askai.ts
index 08524795..1c5412b2 100644
--- a/packages/docsearch-react/src/askai.ts
+++ b/packages/docsearch-react/src/askai.ts
@@ -1,3 +1,5 @@
+import { readStringField } from './utils/askAiBlockingMatchers';
+
 export const agentStudioBaseUrl = (appId: string): string =>
   `https://${appId}.algolia.net/agent-studio/1`;
 
@@ -8,26 +10,64 @@ interface AgentStudioValidationError extends Error {
 
 // Parse Agent Studio errors as they are returned as JSON rather than Markdown/text
 export const getAgentStudioErrorMessage = (error: Error): Error => {
-  let errorMessage = error.message;
+  const raw = error.message;
+  let parsed: unknown;
 
   try {
-    const parsedError = JSON.parse(error.message) as Error;
-
-    // Check for known errors that we know how to parse
-    if (parsedError.name === 'ValidationError') {
-      const validationError = parsedError as AgentStudioValidationError;
-
-      if (validationError.detail && validationError.detail.length > 0) {
-        const { msg, loc } = validationError.detail[0];
-        const field = loc.at(-1);
-
-        errorMessage = `${msg}: ${field}`;
-      }
-    } else {
-      errorMessage = parsedError.message;
-    }
+    parsed = JSON.parse(raw);
   } catch {
-    // We don't care about this catch, we default to the error.message above
+    return new Error(raw);
+  }
+
+  let iterations = 0;
+
+  while (typeof parsed === 'string' && iterations < 10) {
+    iterations += 1;
+    const serializedError = parsed.trim();
+
+    try {
+      parsed = JSON.parse(serializedError);
+    } catch {
+      return new Error(serializedError);
+    }
+  }
+
+  if (!parsed || typeof parsed !== 'object' || Array.isArray(parsed)) {
+    return new Error(raw);
+  }
+
+  const parsedRecord = parsed as Record<string, unknown>;
+  const parsedError = parsed as Error & {
+    code?: string;
+    errorCode?: string;
+    error?: string;
+  };
+  let errorMessage = raw;
+
+  if (parsedError.name === 'ValidationError') {
+    const validationError = parsedError as AgentStudioValidationError;
+
+    if (validationError.detail && validationError.detail.length > 0) {
+      const { msg, loc } = validationError.detail[0];
+      const field = loc.at(-1);
+
+      errorMessage = `${msg}: ${field}`;
+    }
+  } else {
+    errorMessage =
+      readStringField(parsedRecord, 'message') ??
+      readStringField(parsedRecord, 'error') ??
+      raw;
+  }
+
+  const code = parsedError.code ?? parsedError.errorCode;
+
+  if (
+    typeof code === 'string' &&
+    code.trim() &&
+    !errorMessage.toUpperCase().includes(code.trim().toUpperCase())
+  ) {
+    errorMessage = `${errorMessage} (${code.trim()})`;
   }
 
   return new Error(errorMessage);
diff --git a/packages/docsearch-react/src/components/AskAiSearchBox.tsx b/packages/docsearch-react/src/components/AskAiSearchBox.tsx
index 8746aa55..d2d642f3 100644
--- a/packages/docsearch-react/src/components/AskAiSearchBox.tsx
+++ b/packages/docsearch-react/src/components/AskAiSearchBox.tsx
@@ -63,7 +63,8 @@ interface AskAiSearchBoxProps extends AutocompleteApi<
   setAskAiState: (state: AskAiState) => void;
   onNewConversation: () => void;
   onViewConversationHistory: () => void;
-  isThreadDepthError?: boolean;
+  promptBlockingChrome?: 'minimal' | 'full';
+  promptBlockingErrorId?: string;
 }
 
 export function AskAiSearchBox({
@@ -111,16 +112,14 @@ export function AskAiSearchBox({
   const renderMoreOptions =
     props.isAskAiActive && askAiState !== 'conversation-history';
 
-  // Use the thread depth error state passed from parent
-  const isThreadDepthError = props.isThreadDepthError || false;
+  const isPromptBlocked = Boolean(props.promptBlockingChrome);
   let searchPlaceholder = props.placeholder;
 
   if (askAiState === 'new-conversation') {
     searchPlaceholder = newConversationPlaceholder;
   }
 
-  // Override placeholder when thread depth error occurs (only in Ask AI mode)
-  if (isThreadDepthError && props.isAskAiActive) {
+  if (props.promptBlockingChrome === 'full' && props.isAskAiActive) {
     searchPlaceholder = threadDepthErrorPlaceholder;
   }
 
@@ -158,6 +157,12 @@ export function AskAiSearchBox({
       ? ('enter' as const)
       : ('search' as const),
     onKeyDown: (e: React.KeyboardEvent<HTMLInputElement>): void => {
+      if (isPromptBlocked && props.isAskAiActive && blockedKeys.has(e.key)) {
+        e.preventDefault();
+        e.stopPropagation();
+        return;
+      }
+
       let askAiHandled = false;
       // block these up, down, enter listeners when Ask AI is active
       if (props.isAskAiActive && blockedKeys.has(e.key)) {
@@ -182,6 +187,11 @@ export function AskAiSearchBox({
       origOnKeyDown?.(e);
     },
     onChange: (e: React.ChangeEvent<HTMLInputElement>): void => {
+      if (isPromptBlocked && props.isAskAiActive) {
+        e.preventDefault();
+        return;
+      }
+
       if (props.isAskAiActive) {
         props.setQuery(e.currentTarget.value);
         // block search when Ask AI is active
@@ -193,12 +203,17 @@ export function AskAiSearchBox({
       }
       origOnChange?.(e);
     },
-    disabled: isAskAiStreaming || (isThreadDepthError && props.isAskAiActive),
+    disabled: isAskAiStreaming,
+    readOnly: isPromptBlocked && props.isAskAiActive,
+    'aria-disabled': isPromptBlocked && props.isAskAiActive,
+    'aria-describedby':
+      isPromptBlocked && props.isAskAiActive
+        ? props.promptBlockingErrorId
+        : undefined,
   };
 
   const handleAskAiBackClick = React.useCallback((): void => {
-    // If there's a thread depth error, start a new conversation instead of exiting
-    if (isThreadDepthError) {
+    if (isPromptBlocked) {
       props.onNewConversation();
       return;
     }
@@ -210,15 +225,23 @@ export function AskAiSearchBox({
     }
 
     onAskAiToggle(false);
-  }, [askAiState, isThreadDepthError, onAskAiToggle, setAskAiState, props]);
+  }, [askAiState, isPromptBlocked, onAskAiToggle, setAskAiState, props]);
 
   const leadingElement = props.isAskAiActive ? (
     <button
       type="button"
       tabIndex={0}
       className="DocSearch-Action DocSearch-AskAi-Return"
-      title={backToKeywordSearchButtonText}
-      aria-label={backToKeywordSearchButtonAriaLabel}
+      title={
+        isPromptBlocked
+          ? startNewConversationText
+          : backToKeywordSearchButtonText
+      }
+      aria-label={
+        isPromptBlocked
+          ? startNewConversationText
+          : backToKeywordSearchButtonAriaLabel
+      }
       onClick={handleAskAiBackClick}
     >
       <BackIcon />
diff --git a/packages/docsearch-react/src/utils/__tests__/ai.test.ts b/packages/docsearch-react/src/utils/__tests__/ai.test.ts
index ccc83853..eada1f09 100644
--- a/packages/docsearch-react/src/utils/__tests__/ai.test.ts
+++ b/packages/docsearch-react/src/utils/__tests__/ai.test.ts
@@ -1,16 +1,20 @@
 import { describe, it, expect } from 'vitest';
 
+import { getAgentStudioErrorMessage } from '../../askai';
 import type {
   AIMessage,
   AIMessagePart,
   SearchToolPart,
 } from '../../types/AskiAi';
 import {
+  getAskAiBlockingBannerMessage,
   getAgentPromptSuggestions,
   getSearchToolQueries,
   isAIToolPart,
   isAlgoliaMCPSearchOutputPart,
   isThreadDepthError,
+  isAskAiPromptBlockingError,
+  showAskAiBlockingBannerNewConversationLink,
   sanitizeMessagesForRequest,
   getMessageContent,
 } from '../ai';
@@ -51,6 +55,101 @@ describe('isThreadDepthError', () => {
   });
 });
 
+describe('Agent Studio prompt-blocking errors', () => {
+  it.each(['AI-203', 'AI-205', 'AI-224', 'AI-225'])(
+    'blocks error code %s',
+    (code) => {
+      expect(isAskAiPromptBlockingError(new Error(`Failed (${code})`))).toBe(
+        true
+      );
+    }
+  );
+
+  it.each([
+    'Rate limit exceeded',
+    'Domain is not whitelisted',
+    'Maximum token limit reached',
+    'Maximum agent steps exceeded',
+  ])('blocks matching message: %s', (errorMessage) => {
+    expect(isAskAiPromptBlockingError(new Error(errorMessage))).toBe(true);
+  });
+
+  it('does not block unrelated errors', () => {
+    expect(isAskAiPromptBlockingError(new Error('Network failed'))).toBe(false);
+  });
+
+  it('hides recovery when a new conversation cannot resolve the error', () => {
+    expect(
+      showAskAiBlockingBannerNewConversationLink(
+        new Error('Request blocked for this domain')
+      )
+    ).toBe(false);
+    expect(
+      showAskAiBlockingBannerNewConversationLink(
+        new Error('Could not complete response due to token output limits')
+      )
+    ).toBe(false);
+    expect(
+      showAskAiBlockingBannerNewConversationLink(
+        new Error('Rate limit exceeded')
+      )
+    ).toBe(true);
+  });
+
+  it('uses the human message from JSON errors', () => {
+    const error = new Error(
+      JSON.stringify({
+        error: 'TOO_MANY_REQUESTS',
+        message: 'Rate limit exceeded. Retry after 60 seconds.',
+      })
+    );
+
+    expect(getAskAiBlockingBannerMessage(error)).toBe(
+      'Rate limit exceeded. Retry after 60 seconds.'
+    );
+  });
+
+  it('matches retry-after messages and case-insensitive JSON fields', () => {
+    const error = new Error(
+      JSON.stringify({ Message: 'Please retry after 60 seconds' })
+    );
+
+    expect(isAskAiPromptBlockingError(error)).toBe(true);
+    expect(getAskAiBlockingBannerMessage(error)).toBe(
+      'Please retry after 60 seconds'
+    );
+  });
+
+  it('provides a fallback for code-only conversation limits', () => {
+    const error = new Error(JSON.stringify({ code: 'AI-217' }));
+
+    expect(getAskAiBlockingBannerMessage(error)).toBeUndefined();
+  });
+
+  it('normalizes nested JSON while preserving the error code', () => {
+    const error = getAgentStudioErrorMessage(
+      new Error(
+        JSON.stringify(
+          JSON.stringify({ message: 'Too many requests', code: 'AI-205' })
+        )
+      )
+    );
+
+    expect(error.message).toBe('Too many requests (AI-205)');
+    expect(isAskAiPromptBlockingError(error)).toBe(true);
+    expect(getAskAiBlockingBannerMessage(error)).toBe('Too many requests');
+  });
+
+  it('uses a fallback for type-only token output errors', () => {
+    const error = new Error(JSON.stringify({ type: 'TokenOutputLimitError' }));
+
+    expect(isAskAiPromptBlockingError(error)).toBe(true);
+    expect(getAskAiBlockingBannerMessage(error)).toBe(
+      'Could not complete response due to token output limits'
+    );
+  });
+});
+
 function message(id: string, parts: AIMessagePart[]): AIMessage {
   return {
     id,
diff --git a/packages/docsearch-react/src/utils/ai.ts b/packages/docsearch-react/src/utils/ai.ts
index 945c43ca..d1cb0ef6 100644
--- a/packages/docsearch-react/src/utils/ai.ts
+++ b/packages/docsearch-react/src/utils/ai.ts
@@ -13,6 +13,11 @@ import type {
   ToolCalls,
 } from '../types/AskiAi';
 
+import {
+  isTokenOutputLimitError,
+  readStringField,
+  resolvePromptBlockingError,
+} from './askAiBlockingMatchers';
 import { sanitizeUrl, sanitizeUserInput } from './sanitize';
 
 export interface ExtractedLink {
@@ -129,6 +134,106 @@ export function isThreadDepthError(error?: Error): boolean {
   return /(?:ai-217|conversation\s+depth)/i.test(error.message ?? '');
 }
 
+export function isAskAiPromptBlockingError(error?: Error): boolean {
+  return Boolean(
+    error &&
+    (isThreadDepthError(error) || resolvePromptBlockingError(error).blocking)
+  );
+}
+
+export function isAgentStudioTokenOutputLimitError(error?: Error): boolean {
+  return isTokenOutputLimitError(error);
+}
+
+export function showAskAiBlockingBannerNewConversationLink(
+  error?: Error
+): boolean {
+  if (!error || isThreadDepthError(error)) {
+    return true;
+  }
+
+  return resolvePromptBlockingError(error).showNewConversationLink;
+}
+
+function extractAgentStudioErrorFieldMessage(raw: string): string | undefined {
+  let value = raw.trim();
+
+  for (let iteration = 0; iteration < 10 && value; iteration++) {
+    try {
+      const parsed: unknown = JSON.parse(value);
+
+      if (typeof parsed === 'string') {
+        value = parsed.trim();
+        continue;
+      }
+
+      if (parsed && typeof parsed === 'object' && !Array.isArray(parsed)) {
+        const record = parsed as Record<string, unknown>;
+        const message = readStringField(record, 'message');
+        const error = readStringField(record, 'error');
+
+        if (message) {
+          return message;
+        }
+
+        if (error) {
+          return error;
+        }
+      }
+
+      const fieldMatch =
+        /"message"\s*:\s*"((?:[^"\\]|\\.)*)"/.exec(value) ??
+        /"error"\s*:\s*"((?:[^"\\]|\\.)*)"/.exec(value);
+
+      return fieldMatch?.[1]
+        ?.replace(/\\"/g, '"')
+        .replace(/\\\\/g, '\\')
+        .trim();
+    } catch {
+      if (value.includes('\\"')) {
+        value = value.replace(/\\"/g, '"').replace(/\\\\/g, '\\').trim();
+        continue;
+      }
+
+      return undefined;
+    }
+  }
+
+  return undefined;
+}
+
+export function getAskAiBlockingBannerMessage(
+  error?: Error
+): string | undefined {
+  if (!error) {
+    return undefined;
+  }
+
+  const extracted = extractAgentStudioErrorFieldMessage(error.message ?? '');
+  const isCodeOnlyThreadDepthError =
+    isThreadDepthError(error) &&
+    (/^\s*AI-217\s*$/i.test(error.message) ||
+      (/^\s*\{.*\}\s*$/.test(error.message) && !extracted));
+
+  if (isCodeOnlyThreadDepthError) {
+    return undefined;
+  }
+
+  const message = (
+    extracted ?? error.message.replace(/\s*\(AI-\d{3}\)\s*$/i, '')
+  ).trim();
+
+  if (message && !(message.startsWith('{') && message.endsWith('}'))) {
+    return message;
+  }
+
+  if (isAgentStudioTokenOutputLimitError(error)) {
+    return 'Could not complete response due to token output limits';
+  }
+
+  return undefined;
+}
+
 export const EMPTY_TOOLS: Readonly<ToolCalls> = Object.freeze({});
 
 export function isAIToolPart(
diff --git a/packages/docsearch-react/src/utils/askAiBlockingMatchers.ts b/packages/docsearch-react/src/utils/askAiBlockingMatchers.ts
new file mode 100644
index 00000000..f91b0cb3
--- /dev/null
+++ b/packages/docsearch-react/src/utils/askAiBlockingMatchers.ts
@@ -0,0 +1,170 @@
+interface BlockingMatchContext {
+  message: string;
+  messageLower: string;
+  parsedJson: Record<string, unknown> | null;
+  code: string | undefined;
+}
+
+interface BlockingMatcher {
+  matches: (context: BlockingMatchContext) => boolean;
+  showNewConversationLink?: boolean;
+}
+
+const PROMPT_BLOCKING_CODES = new Set(['AI-203', 'AI-205', 'AI-224', 'AI-225']);
+
+export function readStringField(
+  value: Record<string, unknown>,
+  key: string
+): string | undefined {
+  for (const [field, fieldValue] of Object.entries(value)) {
+    if (
+      field.toLowerCase() === key.toLowerCase() &&
+      typeof fieldValue === 'string' &&
+      fieldValue.trim() !== ''
+    ) {
+      return fieldValue.trim();
+    }
+  }
+
+  return undefined;
+}
+
+function extractErrorCode(message: string): string | undefined {
+  const directMatch = /\b(AI-\d{3})\b/i.exec(message);
+
+  if (directMatch) {
+    return directMatch[1].toUpperCase();
+  }
+
+  return undefined;
+}
+
+function parseJson(message: string): Record<string, unknown> | null {
+  try {
+    const parsed: unknown = JSON.parse(message);
+
+    if (parsed && typeof parsed === 'object' && !Array.isArray(parsed)) {
+      return parsed as Record<string, unknown>;
+    }
+  } catch {
+    // Plain-text errors are handled by the other matchers.
+  }
+
+  return null;
+}
+
+function matchesDomainBlock(message: string): boolean {
+  return (
+    /\brequest blocked for this domain\b/.test(message) ||
+    /\bblocked for this domain\b/.test(message)
+  );
+}
+
+function matchesRateLimit(message: string): boolean {
+  return (
+    /\b429\b/.test(message) ||
+    /\brate\s*limit/.test(message) ||
+    /\bretry\s+after\s+\d+/.test(message) ||
+    /\btoo\s+many\s+attempts\b/.test(message) ||
+    /\btoo_many_requests\b/.test(message)
+  );
+}
+
+function matchesTokenOutputLimit(message: string): boolean {
+  return (
+    /\btokenoutputlimiterror\b/.test(message) ||
+    /could not complete response due to token output limits/.test(message)
+  );
+}
+
+function matchesAccessOrLimit(message: string): boolean {
+  return (
+    /\bwhitelist(?:ed)?\b/.test(message) ||
+    /\bnot\s+allowed\s+for\s+this\s+domain\b/.test(message) ||
+    /\bcontext\s+length\b/.test(message) ||
+    /\b(?:max|maximum)\s+tokens?\b/.test(message) ||
+    /\btoken\s+limit\b/.test(message) ||
+    /\btoken\s+output\b/.test(message) ||
+    /\boutput\s+limits?\b/.test(message) ||
+    /\bstep\s+limit\b/.test(message) ||
+    /\b(?:max|maximum)(?:\s+agent)?\s+steps?\b/.test(message)
+  );
+}
+
+function jsonImpliesCostControl(value: Record<string, unknown>): boolean {
+  const type = readStringField(value, 'type') ?? '';
+  const error = readStringField(value, 'error') ?? '';
+  const message = readStringField(value, 'message') ?? '';
+
+  return (
+    /tokenoutput|outputlimit|steplimit|maxstep|ratelimit|domainnotallowed/i.test(
+      type
+    ) ||
+    error.toUpperCase() === 'TOO_MANY_REQUESTS' ||
+    matchesRateLimit(`${error} ${message}`.toLowerCase()) ||
+    matchesAccessOrLimit(`${error} ${message}`.toLowerCase())
+  );
+}
+
+const BLOCKING_MATCHERS: BlockingMatcher[] = [
+  {
+    matches: ({ code }) => Boolean(code && PROMPT_BLOCKING_CODES.has(code)),
+  },
+  {
+    matches: ({ parsedJson }) =>
+      Boolean(
+        parsedJson &&
+        matchesDomainBlock(
+          (readStringField(parsedJson, 'message') ?? '').toLowerCase()
+        )
+      ),
+    showNewConversationLink: false,
+  },
+  {
+    matches: ({ parsedJson }) =>
+      Boolean(parsedJson && jsonImpliesCostControl(parsedJson)),
+  },
+  {
+    matches: ({ messageLower }) => matchesTokenOutputLimit(messageLower),
+    showNewConversationLink: false,
+  },
+  {
+    matches: ({ messageLower }) => matchesRateLimit(messageLower),
+  },
+  {
+    matches: ({ messageLower }) => matchesDomainBlock(messageLower),
+    showNewConversationLink: false,
+  },
+  {
+    matches: ({ messageLower }) => matchesAccessOrLimit(messageLower),
+  },
+];
+
+export function resolvePromptBlockingError(error: Error): {
+  blocking: boolean;
+  showNewConversationLink: boolean;
+} {
+  const message = error.message ?? '';
+  const context: BlockingMatchContext = {
+    message,
+    messageLower: message.toLowerCase(),
+    parsedJson: parseJson(message),
+    code: extractErrorCode(message),
+  };
+  const matches = BLOCKING_MATCHERS.filter((matcher) =>
+    matcher.matches(context)
+  );
+
+  return {
+    blocking: matches.length > 0,
+    showNewConversationLink: matches.every(
+      (matcher) => matcher.showNewConversationLink !== false
+    ),
+  };
+}
+
+export function isTokenOutputLimitError(error?: Error): boolean {
+  return Boolean(
+    error && matchesTokenOutputLimit((error.message ?? '').toLowerCase())
+  );
+}