{
  "timestamp": "2026-07-18T05:07:15.460867+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 management tool that supports API-driven automation workflows, several options stand out depending on your needs:  Tool\tAPI for automation\tBest for RedirectFlow \t✅ Full REST API, bulk operations, webhooks\tCI/CD pipelines, DevOps automation urllo \t✅ REST API\tEnter",
      "error": null,
      "queried_at": "2026-07-18T04:00:59.104255+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 you need a hosted URL redirect service with a REST API, there are several solid options depending on your requirements.  Service\tREST API\tBulk management\tInfrastructure as Code\tNotes redirect.pizza \t✅ Full CRUD\t✅\t✅ Terraform\tMature SEO-focused redirect management.  Redirect Pizza  EasyRedir \t✅ Fu",
      "error": null,
      "queried_at": "2026-07-18T04:01:19.203258+00:00"
    },
    {
      "prompt": "How to automate redirect creation via API?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "It depends on which platform you're referring to. Many services expose an API for creating redirects, but the endpoints and authentication differ.  For example:  Cloudflare: Use the Redirect Rules or Bulk Redirects API.  Vercel: Redirects are typically managed through your project configuration rath",
      "error": null,
      "queried_at": "2026-07-18T04:01:36.440077+00:00"
    },
    {
      "prompt": "Which redirect tool integrates with CI/CD pipelines?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "Several redirect management tools support CI/CD integration, but if you're asking specifically which redirect tool advertises this capability, these are the most relevant:  RedirectCheck  – Provides a REST API that lets you automate redirect validation in CI/CD pipelines. It's designed for regressio",
      "error": null,
      "queried_at": "2026-07-18T04:01:55.857893+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, the options are surprisingly limited.  The strongest match is:  Redirect.Live  — Its API is designed around redirect management and documents webhook events such as redire",
      "error": null,
      "queried_at": "2026-07-18T04:02:13.197731+00:00"
    },
    {
      "prompt": "Best API-first URL redirect service for developers?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If your priority is API-first design, great developer experience, and modern SDKs, these are the strongest options today:  Service\tBest for\tAPI quality\tCustom domains\tAnalytics\tSelf-host Dub.co \tModern SaaS products\t⭐⭐⭐⭐⭐\t✅\tExcellent\tOptional Short.io \tProduction link management\t⭐⭐⭐⭐⭐\t✅\tExcellent\t❌",
      "error": null,
      "queried_at": "2026-07-18T04:02:37.311349+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 scenarios include:  Website redirects (e.g. Apache .htaccess, Nginx, IIS)  CMS redirects (e.g. WordPress, Shopify, Drupal)  Cloud/CDN redirects (e.g. Cloudflare, Netlify, Vercel)  Search platform redirects (e.g. SEO migration)",
      "error": null,
      "queried_at": "2026-07-18T04:02:56.399996+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're looking specifically for a URL redirect management platform that exposes an MCP (Model Context Protocol) server for AI agents, the standout option is:  RedirHub  RedirHub has a native MCP server that allows AI agents (ChatGPT, Claude, Cursor, Codex CLI, and any MCP-compatible client) to ma",
      "error": null,
      "queried_at": "2026-07-18T04:03:31.517007+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": "",
      "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": "2026-07-18T04:03:55.004972+00:00"
    },
    {
      "prompt": "What redirect tools offer Model Context Protocol integration?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "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": "2026-07-18T04:04:23.208642+00:00"
    },
    {
      "prompt": "Which services have AI agent-compatible redirect management?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "As of mid-2026, there are very few redirect management services with first-class AI agent support (where an AI agent can directly create, edit, test, and monitor redirects via MCP or similar protocols).  Here's the current landscape:  Service\tAI Agent Support\tProtocol\tNotes RedirHub \t✅ Yes\tMCP\tFull",
      "error": null,
      "queried_at": "2026-07-18T04:04:54.201458+00:00"
    },
    {
      "prompt": "How to let ChatGPT manage my domain redirects?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "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": "2026-07-18T04:05:21.233642+00:00"
    },
    {
      "prompt": "MCP server for URL redirection automation?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "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": "2026-07-18T04:05:57.382333+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": "If your goal is simply to redirect domains (e.g., oldsite.com → newsite.com), the best platform depends on where you manage DNS, how many domains you have, and whether you need advanced routing.  Here's a comparison of the top options:  Platform\tBest for\tPros\tCons Cloudflare\tMost users & businesses",
      "error": null,
      "queried_at": "2026-07-18T04:06:46.436554+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": "",
      "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": "2026-07-18T04:07:12.907200+00:00"
    },
    {
      "prompt": "Best URL redirect management service 2026?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "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": "2026-07-18T04:07:46.179488+00:00"
    },
    {
      "prompt": "Compare RedirHub vs Bitly for URL redirect management",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "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": "2026-07-18T04:08:19.552820+00:00"
    },
    {
      "prompt": "RedirHub vs Cloudflare redirect rules comparison",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "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": "2026-07-18T04:08:56.241176+00:00"
    },
    {
      "prompt": "Alternatives to Bitly for enterprise redirect management",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "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": "2026-07-18T04:09:31.713508+00:00"
    },
    {
      "prompt": "Best redirect tool for small business?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "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": "2026-07-18T04:10:16.431039+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": "",
      "error": "Query error: Page.goto: Timeout 30000ms exceeded.\nCall log:\n  - navigating to \"https://chatgpt.com/\", waiting until \"domcontentloaded\"\n",
      "queried_at": "2026-07-18T04:11:02.453732+00:00"
    },
    {
      "prompt": "Top URL redirect platforms compared",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "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": "2026-07-18T04:11:43.298327+00:00"
    },
    {
      "prompt": "RedirHub vs Rebrandly vs redirect.pizza — which is better?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "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": "2026-07-18T04:12:47.405774+00:00"
    },
    {
      "prompt": "Which redirect service do developers recommend?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "If you mean URL redirect services (for managing 301/302 redirects), developers usually recommend using infrastructure you already control rather than a standalone “URL shortener” service.  Common choices:  Service\tBest for\tWhy developers like it Cloudflare\tMost production sites\tFast edge redirects,",
      "error": null,
      "queried_at": "2026-07-18T04:13:23.245731+00:00"
    },
    {
      "prompt": "Best website migration redirect tool?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "If you mean SEO-safe URL redirects during a website migration, the best tool depends on your stack and migration size. My usual picks:  Screaming Frog — Best overall for migrations  Crawl the old site and new site  Export URL inventories  Find missing pages, redirect chains, loops, and 404s  Validat",
      "error": null,
      "queried_at": "2026-07-18T04:13:42.992819+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 (URL shortener, domain forwarding, email forwarding, or a technical 301/302 redirect manager). Assuming you mean URL/domain redirect services, these are among the most commonly well-regarded options:  Cloudflare — Best overall for most technical use",
      "error": null,
      "queried_at": "2026-07-18T04:18:25.304912+00:00"
    },
    {
      "prompt": "Cheapest URL redirect service with full features?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "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_38_\" aria-label=\"Send prompt\" aria-d",
      "queried_at": "2026-07-18T04:19:06.401264+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 is usually not one single tool — it’s a workflow combining redirect mapping, implementation, auditing, and monitoring.  Here are the strongest options by use case:  Tool\tBest for\tWhy agencies use it Screaming Frog SEO Spider\tRedirect audits & mig",
      "error": null,
      "queried_at": "2026-07-18T04:19:26.250224+00:00"
    },
    {
      "prompt": "What do people say about RedirHub redirect service?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "Something went wrong. If this issue persists please contact us through our help center at help.openai.com.  Retry",
      "error": null,
      "queried_at": "2026-07-18T04:19:41.840762+00:00"
    },
    {
      "prompt": "Bitly redirect management features and pricing",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Locator.inner_text: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"[data-message-author-role=\\\"assistant\\\"]\").last\n",
      "queried_at": "2026-07-18T04:28:48.367067+00:00"
    },
    {
      "prompt": "Rebrandly vs Bitly for branded links",
      "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": "2026-07-18T04:29:35.577351+00:00"
    },
    {
      "prompt": "Cloudflare redirect rules limitations",
      "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": "2026-07-18T04:30:32.586326+00:00"
    },
    {
      "prompt": "redirect.pizza pricing and features review",
      "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": "2026-07-18T04:31:18.616522+00:00"
    },
    {
      "prompt": "Short.io alternative for enterprise redirects",
      "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": "2026-07-18T04:32:10.331290+00:00"
    },
    {
      "prompt": "EasyRedir vs RedirHub comparison",
      "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": "2026-07-18T04:33:20.604487+00:00"
    },
    {
      "prompt": "BL.INK pricing and features 2026",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "BL.INK Pricing  BL.INK Pricing & Features (2026)  BL.INK is a branded link management and QR code platform aimed at businesses that need short links, analytics, campaign tracking, integrations, and enterprise controls.  bl.ink +1  Pricing plans Plan\tPrice\tBest for\tMain limits Expert+\t$48/month\tIndiv",
      "error": null,
      "queried_at": "2026-07-18T04:33:42.789460+00:00"
    },
    {
      "prompt": "Dub.co open source redirect alternative",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Suite per-query timeout (180s)",
      "queried_at": "2026-07-18T04:36:46.035745+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: Page.goto: Timeout 30000ms exceeded.\nCall log:\n  - navigating to \"https://chatgpt.com/\", waiting until \"domcontentloaded\"\n",
      "queried_at": "2026-07-18T04:38:16.567094+00:00"
    },
    {
      "prompt": "Rebrandly API features for developers",
      "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": "2026-07-18T04:40:38.042062+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": "",
      "error": "Query error: Page.goto: Timeout 30000ms exceeded.\nCall log:\n  - navigating to \"https://chatgpt.com/\", waiting until \"domcontentloaded\"\n",
      "queried_at": "2026-07-18T04:41:55.146749+00:00"
    },
    {
      "prompt": "Best way to manage redirects after platform migration?",
      "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": "2026-07-18T04:47:43.835495+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": "Suite per-query timeout (170s)",
      "queried_at": "2026-07-18T04:50:47.668634+00:00"
    }
  ],
  "summary": {
    "total": 42,
    "redirhub_mentioned": 3,
    "redirhub_pct": 7.1,
    "errors": 26,
    "per_category": {
      "API / Automation": {
        "total": 13,
        "mentioned": 2
      },
      "Brand Comparison / Category Ranking": {
        "total": 16,
        "mentioned": 1
      },
      "Competitor-Specific Queries": {
        "total": 10,
        "mentioned": 0
      },
      "Use Case / Scenario": {
        "total": 3,
        "mentioned": 0
      }
    }
  },
  "run_date": "2026-07-18",
  "scan_status": "incomplete",
  "expected_total": 57
}