{
  "timestamp": "2026-07-10T04:27:35.221020+00:00",
  "metadata": {
    "source": "ChatGPT Web UI (via VNC Chrome CDP)",
    "version": "1.0.0",
    "platform": "chatgpt.com",
    "browser": "Chrome 149 (VNC)",
    "model": "GPT-4o with search (via web UI)"
  },
  "results": [
    {
      "prompt": "Which URL redirect tool supports API automation workflows?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If you're looking for a URL redirect tool that can be integrated into API-driven automation workflows (CI/CD, scripts, infrastructure automation, or custom applications), several options support this well:  Tool\tAPI\tBest for urllo \t✅ REST API\tEnterprise redirect management, CI/CD, bulk redirects, an",
      "error": null,
      "queried_at": "2026-07-10T04:01:47.406955+00:00"
    },
    {
      "prompt": "What redirect service has a REST API for programmatic management?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If your main requirement is programmatically creating, updating, deleting, and querying redirects via a REST API, there are several good options depending on whether you want SaaS or self-hosted.  Service\tREST API\tCustom domains\tRedirect editing\tAnalytics\tNotes Shorten.REST \t✅ Full CRUD\t✅\t✅\t✅\tAPI-fi",
      "error": null,
      "queried_at": "2026-07-10T04:02:08.251756+00:00"
    },
    {
      "prompt": "How to automate redirect creation via API?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If you're asking how to automate URL redirect creation via an API, the approach depends on where your redirects are managed (your web server, CDN, hosting platform, or CMS). Most modern platforms expose an API for creating, updating, and deleting redirects.  A common workflow looks like this:  Authe",
      "error": null,
      "queried_at": "2026-07-10T04:02:31.942155+00:00"
    },
    {
      "prompt": "Which redirect tool integrates with CI/CD pipelines?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "Several redirect management tools support CI/CD integration, but if you're asking specifically which ones advertise it as a core capability, these stand out:  Redirect Manager  – Provides a REST API that lets you automate redirect creation and updates directly from CI/CD pipelines. It's designed to",
      "error": null,
      "queried_at": "2026-07-10T04:02:51.342056+00:00"
    },
    {
      "prompt": "What redirect service supports webhooks for redirect changes?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If you're looking for a URL redirect management service that emits webhooks whenever redirects are created, updated, or deleted, there are surprisingly few managed services that support this natively.  Here are the best options:  Service\tRedirect hosting\tWebhooks on redirect changes\tNotes Redirect.L",
      "error": null,
      "queried_at": "2026-07-10T04:03:11.034996+00:00"
    },
    {
      "prompt": "Best API-first URL redirect service for developers?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If you're looking for an API-first redirect platform (rather than a link shortener with an API bolted on), I'd narrow it down to these:  Service\tBest for\tAPI quality\tInfrastructure features RedirHub\tLarge-scale redirect infrastructure\t⭐⭐⭐⭐⭐\tTerraform, webhooks, bulk import, edge delivery  RedirHub",
      "error": null,
      "queried_at": "2026-07-10T04:03:30.596834+00:00"
    },
    {
      "prompt": "How to bulk update redirects programmatically?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "The answer depends on what kind of redirects you're referring to. Common possibilities include:  Website redirects (e.g. Apache .htaccess, Nginx, IIS, Cloudflare, Vercel, Netlify)  CMS redirects (e.g. WordPress, Shopify, Drupal)  SEO redirect plugins (e.g. Redirection for WordPress)  Application rou",
      "error": null,
      "queried_at": "2026-07-10T04:03:49.423644+00:00"
    },
    {
      "prompt": "Which redirect platform has MCP server for AI agents?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If you mean URL redirect/link management platforms that expose an MCP (Model Context Protocol) server for AI agents, there are a handful of notable options:  Platform\tMCP Support\tWhat AI agents can do RedirHub \t✅ Native MCP\tCreate, update, delete, test, bulk import/export redirects, manage domains a",
      "error": null,
      "queried_at": "2026-07-10T04:04:08.312292+00:00"
    },
    {
      "prompt": "How to use MCP to manage URL redirects with AI?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If you're referring to MCP (Model Context Protocol), you can use it to let an AI assistant safely manage URL redirects by exposing your redirect system as a tool. Instead of the AI directly editing your web server or CMS, it asks an MCP server to create, update, validate, or remove redirects.  A typ",
      "error": null,
      "queried_at": "2026-07-10T04:04:30.550788+00:00"
    },
    {
      "prompt": "What redirect tools offer Model Context Protocol integration?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If you mean URL redirect management platforms that expose their functionality via Model Context Protocol (MCP) so AI agents (such as Claude, Cursor, Codex, ChatGPT with MCP support, etc.) can create and manage redirects, the list is currently very short.  The main platform offering first-party MCP i",
      "error": null,
      "queried_at": "2026-07-10T04:04:49.495960+00:00"
    },
    {
      "prompt": "Which services have AI agent-compatible redirect management?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If by \"AI agent-compatible redirect management\" you mean a redirect management service that an AI agent (e.g. Claude, Codex, Cursor, or a custom MCP client) can directly control, there are currently very few.  The clearest example is:  Service\tAI agent support\tHow RedirHub \t✅ Native\tProvides an MCP",
      "error": null,
      "queried_at": "2026-07-10T04:05:11.528307+00:00"
    },
    {
      "prompt": "How to let ChatGPT manage my domain redirects?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If you mean \"Can ChatGPT automatically configure and maintain redirects for my domain?\", the answer is: yes, with some setup—but not by itself.  Here are the common ways to do it:  Use ChatGPT with a coding agent or API  Give ChatGPT access to your hosting platform (or a deployment pipeline).  It ca",
      "error": null,
      "queried_at": "2026-07-10T04:05:28.783310+00:00"
    },
    {
      "prompt": "MCP server for URL redirection automation?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If you mean an MCP (Model Context Protocol) server that automates URL redirects, there are a few ways to approach it depending on what you want to automate:  1. Use an MCP server that wraps a redirect provider/API  An MCP server can expose tools like:  create_redirect(source, destination, status_cod",
      "error": null,
      "queried_at": "2026-07-10T04:05:44.278443+00:00"
    },
    {
      "prompt": "What are the best platforms for managing domain redirects?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "The best platform for managing domain redirects depends on whether you need simple forwarding, SEO-safe migrations, large-scale redirect management, analytics, or developer control. Here are the strongest options by use case:  Platform\tBest for\tStrengths\tLimitations Cloudflare \tMost businesses / tec",
      "error": null,
      "queried_at": "2026-07-10T04:06:05.237317+00:00"
    },
    {
      "prompt": "What redirect service should I use to consolidate my domains?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "The best redirect service depends on what you mean by “consolidate my domains” (SEO consolidation, brand protection, easier management, or moving everything to one registrar). In most cases, you do not need a separate redirect service—your registrar, DNS provider, or web host can handle it.  Here ar",
      "error": null,
      "queried_at": "2026-07-10T04:06:23.051140+00:00"
    },
    {
      "prompt": "Best URL redirect management service 2026?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "The best URL redirect management service in 2026 depends on whether you mean domain redirects (301/302 management, migrations, SEO) or short links/campaign links. For most businesses managing many domains and redirects, these are the strongest options:  Redirect Pizza +1  Best for\tService\tWhy 🥇 Best",
      "error": null,
      "queried_at": "2026-07-10T04:06:41.605376+00:00"
    },
    {
      "prompt": "Compare RedirHub vs Bitly for URL redirect management",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "RedirHub  and Bitly  solve overlapping problems, but they are built with different priorities:  RedirHub is primarily a URL redirect infrastructure/management platform.  Bitly is primarily a link shortening, branded links, QR codes, and marketing analytics platform.  RedirHub +1  Quick comparison Fe",
      "error": null,
      "queried_at": "2026-07-10T04:07:03.694183+00:00"
    },
    {
      "prompt": "RedirHub vs Cloudflare redirect rules comparison",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "5  RedirHub vs Cloudflare Redirect Rules comes down to whether you need a dedicated redirect management platform or you are already using Cloudflare as your edge infrastructure.  RedirHub +1  Feature\tRedirHub\tCloudflare Redirect Rules Main purpose\tDedicated redirect/link management\tCDN, DNS, securit",
      "error": null,
      "queried_at": "2026-07-10T04:07:23.836078+00:00"
    },
    {
      "prompt": "Alternatives to Bitly for enterprise redirect management",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "If you mean enterprise-grade redirect management (not just a URL shortener), the main alternatives to Bitly fall into a few categories: SaaS link management platforms, developer-focused redirect infrastructure, and self-hosted solutions.  Cuttly +1  Platform\tBest fit\tEnterprise strengths\tWatch-outs",
      "error": null,
      "queried_at": "2026-07-10T04:07:47.419018+00:00"
    },
    {
      "prompt": "Best redirect tool for small business?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "If you mean a URL redirect manager (for 301/302 redirects, campaign links, old pages, domain forwarding), the best choice for a small business depends on what you need:  Use case\tBest pick\tWhy Simple website redirects + SEO (most small businesses)\tCloudflare  Redirect Rules\tLow cost, fast, good for",
      "error": null,
      "queried_at": "2026-07-10T04:08:07.493067+00:00"
    },
    {
      "prompt": "What is the best free URL redirect service?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "It depends on what you mean by URL redirect service (domain forwarding vs. short links). Here are the best free options by use case:  Use case\tBest free choice\tWhy Redirect your own domain (301/302 forwarding)\tCloudflare\tFast, reliable, supports HTTPS, rules, and is unlikely to disappear Simple doma",
      "error": null,
      "queried_at": "2026-07-10T04:08:24.847613+00:00"
    },
    {
      "prompt": "Top URL redirect platforms compared",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "Here’s a comparison of some of the most popular URL redirect platforms. The “best” choice depends on whether you need simple link shortening, marketing analytics, branded domains, API access, or enterprise controls.  Platform\tBest for\tKey strengths\tLimitations\tTypical users Bitly \tGeneral-purpose br",
      "error": null,
      "queried_at": "2026-07-10T04:08:43.267965+00:00"
    },
    {
      "prompt": "RedirHub vs Rebrandly vs redirect.pizza — which is better?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "RedirHub, Rebrandly, and redirect.pizza overlap, but they are actually optimized for different jobs:  Short answer:  Best for serious redirect infrastructure: RedirHub  Best for branded marketing links / link shortening: Rebrandly  Best for simple domain forwarding and technical redirects: redirect.",
      "error": null,
      "queried_at": "2026-07-10T04:09:01.357897+00:00"
    },
    {
      "prompt": "Which redirect service do developers recommend?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "“Best” depends on what kind of redirects you mean (marketing links, app routing, infrastructure, SEO migrations, etc.). Developers commonly recommend these:  Use case\tCommon choice\tWhy Simple URL shorteners / campaign links\tBitly \tEasy link management, analytics, branded short domains Developer-cont",
      "error": null,
      "queried_at": "2026-07-10T04:09:23.817953+00:00"
    },
    {
      "prompt": "Best website migration redirect tool?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Timeout waiting for generation",
      "queried_at": "2026-07-10T04:11:09.228579+00:00"
    },
    {
      "prompt": "What redirect service has the best reviews?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "“Redirect service” can mean a few different things (domain forwarding, 301 SEO redirects, link shorteners, or campaign tracking). The best-reviewed option depends on your use case:  Service\tBest for\tReview reputation / notes RedirHub\tManaged domain redirects (301/302), migrations, multiple domains\tS",
      "error": null,
      "queried_at": "2026-07-10T04:11:28.528672+00:00"
    },
    {
      "prompt": "Cheapest URL redirect service with full features?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "If you mean URL redirect management (custom domains, 301/302 redirects, analytics, API, rules, geo/device routing, link editing, etc.), the cheapest option depends on how “full featured” you need it to be.  Service\tApprox. price\tBest for\tKey features Short.io\t~$5/mo entry plans\tBest value overall\tCu",
      "error": null,
      "queried_at": "2026-07-10T04:11:46.651807+00:00"
    },
    {
      "prompt": "Best redirect management for SEO agencies?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "For an SEO agency, the “best” redirect management setup usually depends on whether you manage a few client sites or hundreds of migrations at scale. The strongest options are:  Tool\tBest for\tWhy agencies like it Screaming Frog SEO Spider \tTechnical audits & migrations\tFinds broken redirects, redirec",
      "error": null,
      "queried_at": "2026-07-10T04:12:07.148862+00:00"
    },
    {
      "prompt": "What do people say about RedirHub redirect service?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "RedirHub  appears to have mostly positive user feedback, but the review volume is still relatively small, so I would treat the reputation as “promising but not yet deeply established.”  Trustpilot +1  What people like:  Easy setup and usability — Many reviewers mention that the dashboard is simple,",
      "error": null,
      "queried_at": "2026-07-10T04:12:26.161724+00:00"
    },
    {
      "prompt": "Bitly redirect management features and pricing",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Bitly Pricing  offers redirect management as part of its paid link-management features. A redirect lets you change the destination URL behind an existing Bitly short link (and associated QR codes or Bitly Pages) without changing the public short URL.  Bitly Support  Bitly redirect management feature",
      "error": null,
      "queried_at": "2026-07-10T04:12:46.485963+00:00"
    },
    {
      "prompt": "Rebrandly vs Bitly for branded links",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Rebrandly and Bitly are both strong choices for branded links, but they optimize for slightly different users.  Rebrandly pricing  Bitly blog comparison  \tRebrandly\tBitly Best for\tBrands, agencies, creators, teams focused on custom domains\tCompanies wanting a mature, widely recognized link platform",
      "error": null,
      "queried_at": "2026-07-10T04:13:06.917365+00:00"
    },
    {
      "prompt": "Cloudflare redirect rules limitations",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Cloudflare Redirect Rules are powerful, but they have several important limitations depending on whether you mean URL Redirect Rules (the newer Rules product) or Page Rules forwarding (legacy). The main limitations are:  Cloudflare Redirect Rules limitations 1. Rule limits  Limits depend on your Clo",
      "error": null,
      "queried_at": "2026-07-10T04:13:33.125853+00:00"
    },
    {
      "prompt": "redirect.pizza pricing and features review",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "redirect.pizza Pricing  is a managed URL/domain redirect service aimed at people who need reliable redirects without running their own server, configuring Nginx, or managing SSL certificates. It is especially useful for domain migrations, marketing campaigns, link management, and redirect-heavy SEO",
      "error": null,
      "queried_at": "2026-07-10T04:14:13.162605+00:00"
    },
    {
      "prompt": "Short.io alternative for enterprise redirects",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "If you mean Short.io alternatives for enterprise-grade URL redirects / link management (not just basic URL shortening), these are the strongest options:  Platform\tBest for\tEnterprise strengths\tTrade-offs Bitly\tLarge marketing teams\tEnterprise link governance, branded domains, analytics, integrations",
      "error": null,
      "queried_at": "2026-07-10T04:14:34.760439+00:00"
    },
    {
      "prompt": "EasyRedir vs RedirHub comparison",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Locator.wait_for: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first to be visible\n",
      "queried_at": "2026-07-10T04:14:58.348638+00:00"
    },
    {
      "prompt": "BL.INK pricing and features 2026",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Page.goto: Timeout 30000ms exceeded.\nCall log:\n  - navigating to \"https://chatgpt.com/\", waiting until \"domcontentloaded\"\n",
      "queried_at": "2026-07-10T04:15:31.473856+00:00"
    },
    {
      "prompt": "Dub.co open source redirect alternative",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "If you mean an open-source, self-hosted alternative to Dub.co (link shortener + redirects + analytics + custom domains), these are the strongest options:  AlternativeTo +1  Project\tBest for\tHighlights Dub.co (self-host itself)\tClosest match\tModern UI, analytics, custom domains, UTM, teams, API. It i",
      "error": null,
      "queried_at": "2026-07-10T04:15:52.145154+00:00"
    },
    {
      "prompt": "Is Bitly good for website migration redirects?",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Locator.wait_for: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first to be visible\n",
      "queried_at": "2026-07-10T04:16:16.481433+00:00"
    },
    {
      "prompt": "Rebrandly API features for developers",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Rebrandly provides a developer API for creating, managing, and analyzing branded short links programmatically. It is a REST API designed for integrating branded URL workflows into apps, marketing systems, automation pipelines, and enterprise platforms.  Rebrandly for Developers +1  Key Rebrandly API",
      "error": null,
      "queried_at": "2026-07-10T04:16:55.032803+00:00"
    },
    {
      "prompt": "How to redirect old website to new domain without losing SEO?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "Redirecting an old website to a new domain without losing SEO value requires more than simply forwarding the homepage. The goal is to tell search engines that the old URLs have permanently moved and preserve as much authority, rankings, and backlinks as possible.  Here is the safest migration proces",
      "error": null,
      "queried_at": "2026-07-10T04:17:13.965901+00:00"
    },
    {
      "prompt": "Best way to manage redirects after platform migration?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "You've hit your limit. Please try again later.  Retry",
      "error": null,
      "queried_at": "2026-07-10T04:17:30.727045+00:00"
    },
    {
      "prompt": "How do e-commerce sites handle product URL redirects?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Locator.wait_for: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first to be visible\n",
      "queried_at": "2026-07-10T04:17:56.610842+00:00"
    },
    {
      "prompt": "What redirect tool is best for digital agencies managing clients?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Page.goto: Timeout 30000ms exceeded.\nCall log:\n  - navigating to \"https://chatgpt.com/\", waiting until \"domcontentloaded\"\n",
      "queried_at": "2026-07-10T04:18:29.953978+00:00"
    },
    {
      "prompt": "How to create branded short links with custom domain?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Page.goto: Timeout 30000ms exceeded.\nCall log:\n  - navigating to \"https://chatgpt.com/\", waiting until \"domcontentloaded\"\n",
      "queried_at": "2026-07-10T04:19:03.335469+00:00"
    },
    {
      "prompt": "What do SaaS companies use for documentation URL redirects?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Page.goto: Timeout 30000ms exceeded.\nCall log:\n  - navigating to \"https://chatgpt.com/\", waiting until \"domcontentloaded\"\n",
      "queried_at": "2026-07-10T04:19:36.524721+00:00"
    },
    {
      "prompt": "How to set up geo-based redirects for international sites?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "Setting up geo-based redirects for international websites means sending users to the right country/language version based on their location (for example, redirecting a visitor from Germany to /de/ or example.de, and a US visitor to /us/).  A good implementation balances user experience, SEO, perform",
      "error": null,
      "queried_at": "2026-07-10T04:20:00.000002+00:00"
    },
    {
      "prompt": "Best redirect solution for multi-language websites?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "The “best” redirect solution for a multilingual website depends on what you mean by redirecting (language detection, SEO, domain routing, migrations, etc.). For most multilingual sites, the best practice is:  Recommended approach: Avoid automatic redirects; use language URLs + hreflang  A strong mul",
      "error": null,
      "queried_at": "2026-07-10T04:20:33.254746+00:00"
    },
    {
      "prompt": "How to handle vanity URL redirects for marketing campaigns?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Page.goto: Timeout 30000ms exceeded.\nCall log:\n  - navigating to \"https://chatgpt.com/\", waiting until \"domcontentloaded\"\n",
      "queried_at": "2026-07-10T04:21:09.115165+00:00"
    },
    {
      "prompt": "What redirect tool works best for affiliate link management?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Page.goto: Timeout 30000ms exceeded.\nCall log:\n  - navigating to \"https://chatgpt.com/\", waiting until \"domcontentloaded\"\n",
      "queried_at": "2026-07-10T04:21:43.440935+00:00"
    },
    {
      "prompt": "Best URL redirect service for teams",
      "category": "category",
      "category_label": "Category",
      "has_redirhub": false,
      "text_snippet": "For teams, the “best” URL redirect service depends on whether you need marketing link management, developer control, or simple redirects. My shortlist:  Service\tBest for\tWhy teams like it Rebrandly \tMost marketing teams\tBranded domains, shared workspaces, permissions, analytics, QR codes, APIs, and",
      "error": null,
      "queried_at": "2026-07-10T04:22:04.915785+00:00"
    },
    {
      "prompt": "Best redirect management platform for non-developers",
      "category": "category",
      "category_label": "Category",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "No assistant message found",
      "queried_at": "2026-07-10T04:23:49.926746+00:00"
    },
    {
      "prompt": "Alternatives to Bitly for enterprise redirects",
      "category": "category",
      "category_label": "Category",
      "has_redirhub": false,
      "text_snippet": "If you mean enterprise-grade redirect/link management (not just a simple URL shortener), the best Bitly alternatives depend on whether you prioritize branding, scale, developer control, analytics, or owning the infrastructure.  Cuttly +1  Platform\tBest fit\tStrengths\tWatch-outs Rebrandly\tBranded ente",
      "error": null,
      "queried_at": "2026-07-10T04:24:13.813654+00:00"
    },
    {
      "prompt": "Best branded link platform for marketing teams",
      "category": "category",
      "category_label": "Category",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Locator.wait_for: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first to be visible\n",
      "queried_at": "2026-07-10T04:24:40.151426+00:00"
    },
    {
      "prompt": "MCP server for URL redirect automation",
      "category": "ai_mcp",
      "category_label": "AI Agent / MCP",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Page.goto: Timeout 30000ms exceeded.\nCall log:\n  - navigating to \"https://chatgpt.com/\", waiting until \"domcontentloaded\"\n",
      "queried_at": "2026-07-10T04:25:14.472137+00:00"
    },
    {
      "prompt": "AI agent to manage domain redirects",
      "category": "ai_mcp",
      "category_label": "AI Agent / MCP",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"[data-testid=\\\"send-button\\\"]\").first\n    - locator resolved to <button interestfor=\"_r_2e_\" aria-label=\"Send prompt\" aria-d",
      "queried_at": "2026-07-10T04:26:46.064179+00:00"
    },
    {
      "prompt": "How to use ChatGPT to update redirects",
      "category": "ai_mcp",
      "category_label": "AI Agent / MCP",
      "has_redirhub": false,
      "text_snippet": "If you mean website URL redirects (for example, changing an old page URL to a new one), ChatGPT can help you plan, write, and troubleshoot the changes — but it cannot directly modify your server or CMS unless you connect it to a tool that has access.  A typical workflow:  Tell ChatGPT your setup  We",
      "error": null,
      "queried_at": "2026-07-10T04:27:08.918948+00:00"
    },
    {
      "prompt": "Best AI-integrated redirect management platform",
      "category": "ai_mcp",
      "category_label": "AI Agent / MCP",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Locator.wait_for: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first to be visible\n",
      "queried_at": "2026-07-10T04:27:32.649266+00:00"
    }
  ],
  "summary": {
    "total": 57,
    "redirhub_mentioned": 10,
    "redirhub_pct": 17.5,
    "errors": 15,
    "per_category": {
      "AI Agent / MCP": {
        "total": 4,
        "mentioned": 0
      },
      "API / Automation": {
        "total": 13,
        "mentioned": 5
      },
      "Brand Comparison / Category Ranking": {
        "total": 16,
        "mentioned": 5
      },
      "Category": {
        "total": 4,
        "mentioned": 0
      },
      "Competitor-Specific Queries": {
        "total": 10,
        "mentioned": 0
      },
      "Use Case / Scenario": {
        "total": 10,
        "mentioned": 0
      }
    }
  },
  "run_date": "2026-07-10",
  "scan_status": "complete",
  "expected_total": 57,
  "completed_at": "2026-07-10T04:27:35.218965+00:00"
}