{
  "timestamp": "2026-07-20T04:24:56.607209+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": "",
      "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": "2026-07-20T04:00:56.424557+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 want a hosted redirect management service with a REST API, there are several good options:  Service\tREST API\tBulk management\tNotes redirect.pizza\t✅\t✅\tPurpose-built redirect service with CRUD API, SDKs, and Terraform provider.  redirect.pizza  EasyRedir\t✅\t✅\tMature enterprise service with API k",
      "error": null,
      "queried_at": "2026-07-20T04:01:17.027368+00:00"
    },
    {
      "prompt": "How to automate redirect creation via API?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "The answer depends on which platform you're referring to, because \"redirect creation\" APIs vary widely.  For example, are you trying to automate redirects in:  Cloudflare (Bulk Redirects / Rules API)  Vercel (vercel.json or project configuration)  Netlify (_redirects or API)  WordPress (e.g. Redirec",
      "error": null,
      "queried_at": "2026-07-20T04:01:35.367261+00:00"
    },
    {
      "prompt": "Which redirect tool integrates with CI/CD pipelines?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If you're referring to redirect management tools that support automation, several integrate with CI/CD pipelines:  Redirect Manager – An API-first, self-hosted redirect service. It exposes a REST API so you can automate redirect creation and updates directly from CI/CD pipelines, as well as bulk imp",
      "error": null,
      "queried_at": "2026-07-20T04:01:55.729545+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 mean a URL redirect management service that emits webhooks whenever a redirect is created, updated, or deleted, there are surprisingly few dedicated products that support this natively.  Here are the best options:  Service\tRedirect management\tAPI\tWebhooks for redirect changes\tNotes Redirect.L",
      "error": null,
      "queried_at": "2026-07-20T04:02:14.142029+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 mean \"I want a managed redirect infrastructure with a great API, not a URL shortener\", the field is surprisingly small. My picks:  1. UrlEdge  — Best overall for developers  Best for: SaaS, production apps, migrations, edge routing  Pros:  API-first design  REST API + Terraform + CLI  Runs on",
      "error": null,
      "queried_at": "2026-07-20T04:02:32.637252+00:00"
    },
    {
      "prompt": "How to bulk update redirects programmatically?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "It depends on what system you're using (WordPress, Shopify, Apache, Nginx, Cloudflare, Vercel, etc.), but the common approaches are:  1. Database update (for CMS plugins)  If redirects are stored in a database, you can update them in bulk using SQL or the platform's API.  Example (SQL):  SQL UPDATE",
      "error": null,
      "queried_at": "2026-07-20T04:02:53.184439+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 for URL redirect/link-shortening platforms that expose an MCP (Model Context Protocol) server for AI agents, here are the main options available today:  Platform\tNative MCP\tWhat AI agents can do\tNotes Bitly\t✅ Yes\tCreate short links, QR codes, branded links, analytics, bulk operatio",
      "error": null,
      "queried_at": "2026-07-20T04:03:11.525627+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 configuration files or databases, it calls MCP tools that your server provides.  A typical architectur",
      "error": null,
      "queried_at": "2026-07-20T04:03:35.919395+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 (services like Redirect.pizza, RedirHub, etc.), MCP support is still relatively uncommon. The notable options are:  Tool\tMCP support\tNotes RedirHub \t✅ Native MCP server\tExposes redirect management as MCP tools for AI agents like Claude, Cursor, Codex, an",
      "error": null,
      "queried_at": "2026-07-20T04:03:54.334104+00:00"
    },
    {
      "prompt": "Which services have AI agent-compatible redirect management?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If you mean redirect management that AI agents can operate directly (via MCP, APIs, or agent-native tooling), the list is currently very short.  Service\tAI agent support\tNotes RedirHub \t✅ Native MCP server\tProbably the first dedicated redirect platform exposing full redirect CRUD through MCP for Cla",
      "error": null,
      "queried_at": "2026-07-20T04:04:14.724373+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 I give ChatGPT access so it automatically changes my domain redirects?” — yes, but ChatGPT itself does not directly take control of your domain. You need to connect it to the system that manages your DNS, hosting, or redirects, and give it the right permissions.  Common setups:  1.",
      "error": null,
      "queried_at": "2026-07-20T04:04:31.148041+00:00"
    },
    {
      "prompt": "MCP server for URL redirection automation?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If you mean an MCP (Model Context Protocol) server that lets an AI agent automate URL redirects, there are a few options depending on what you need:  1. Managed redirect automation (ready-made MCP)  RedirHub provides an MCP server for AI agents to create, update, and monitor redirects (301/302/307/3",
      "error": null,
      "queried_at": "2026-07-20T04:04:49.621089+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 URL forwarding, SEO-safe migrations, enterprise-scale control, analytics, or developer automation. Here are the strongest options by use case:  Platform\tBest for\tStrengths\tLimitations Cloudflare\tMost users / businesse",
      "error": null,
      "queried_at": "2026-07-20T04:05:08.045158+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, branding, email, tracking, or just sending old domains to one main site). In most cases, I’d avoid a standalone redirect service and use your domain registrar/DNS provider or your web host to set up 301 redirects.",
      "error": null,
      "queried_at": "2026-07-20T04:05:24.491041+00:00"
    },
    {
      "prompt": "Best URL redirect management service 2026?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "“Best” depends heavily on whether you mean SEO redirects for websites/domains, marketing link management, or short URLs. In 2026, these are the strongest options by use case:  Redirect Pizza +1  Use case\tBest choice\tWhy Large-scale website/domain redirects (301/302, SEO migrations)\tredirect.pizza\tBu",
      "error": null,
      "queried_at": "2026-07-20T04:05:42.836767+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 overlap, but they are optimized for different jobs. RedirHub is more of a redirect infrastructure/URL forwarding manager, while Bitly is primarily a marketing link management and analytics platform.  RedirHub +1  Quick comparison Category\tRedirHub\tBitly Main purpose\tManage redirec",
      "error": null,
      "queried_at": "2026-07-20T04:06:05.299720+00:00"
    },
    {
      "prompt": "RedirHub vs Cloudflare redirect rules comparison",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "RedirHub vs Cloudflare Redirect Rules  Both can handle URL redirects, but they are built for different jobs:  Cloudflare Redirect Rules = infrastructure-level routing inside a CDN/DNS/security platform.  RedirHub = a dedicated redirect management platform focused on link operations, migrations, camp",
      "error": null,
      "queried_at": "2026-07-20T04:06:28.152818+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’re looking for enterprise-grade alternatives to Bitly for redirect management, the right choice depends on whether you care most about scale, governance, self-hosting, developer control, analytics, or marketing workflows. Here are the strongest options.  Cuttly +1  Platform\tBest fit\tEnterpris",
      "error": null,
      "queried_at": "2026-07-20T04:06:48.578591+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 tool (for sending old links/domains to new pages), the best choice for a small business depends on whether you need simple forwarding, marketing tracking, or SEO-safe redirects.  Tool\tBest for\tWhy Cloudflare Redirect Rules\tMost small businesses\tLow cost, fast, reliable, go",
      "error": null,
      "queried_at": "2026-07-20T04:07:17.016422+00:00"
    },
    {
      "prompt": "What is the best free URL redirect service?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "It depends on what you mean by URL redirect service:  Just redirect one URL/domain to another (301/302 redirects): Best overall: Cloudflare Redirect Rules — free, fast, reliable, supports HTTPS, and you keep control of your own domain. Good for domain migrations and permanent redirects.  Reddit  Sho",
      "error": null,
      "queried_at": "2026-07-20T04:07:33.323962+00:00"
    },
    {
      "prompt": "Top URL redirect platforms compared",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "If you mean URL redirect platforms (services that create, manage, track, and route links), the “best” choice depends on whether you need marketing analytics, branded links, API control, or simple forwarding.  Platform\tBest for\tKey features\tTypical users\tMain drawbacks Bitly\tEnterprise link managemen",
      "error": null,
      "queried_at": "2026-07-20T04:08:04.069306+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": "If you’re choosing between RedirHub, Rebrandly, and redirect.pizza, the “best” one depends heavily on whether you need marketing links or serious redirect infrastructure. They overlap, but they are built for different jobs.  RedirHub +1  Quick verdict Best for\tWinner Large-scale 301 redirects, migra",
      "error": null,
      "queried_at": "2026-07-20T04:08:22.547347+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 a URL redirect service (manage 301/302 redirects, custom domains, short links), developers usually pick based on whether they want infrastructure control or a managed dashboard. There isn’t one universal winner.  Zapier +1  Common developer recommendations Use case\tGood choices\tWhy Most",
      "error": null,
      "queried_at": "2026-07-20T04:08:40.991523+00:00"
    },
    {
      "prompt": "Best website migration redirect tool?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "For a website migration, the “best” redirect tool depends on your stack and the size of the migration. The strongest overall workflow is usually a combination of a crawler + redirect mapping tool + validator rather than a single app.  Screaming Frog  Best overall (SEO migrations): Screaming Frog SEO",
      "error": null,
      "queried_at": "2026-07-20T04:09:01.582808+00:00"
    },
    {
      "prompt": "What redirect service has the best reviews?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "If you mean a URL redirect service / link management service (e.g., create short links, branded redirects, track clicks), the “best reviewed” depends on what you value. Based on current software review scores and user feedback, these are the strongest options:  G2 +1  Service\tBest for\tReview picture",
      "error": null,
      "queried_at": "2026-07-20T04:09:20.178451+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 redirects (301/302), custom domains, analytics, API, rules, geo/device routing, link management, etc., the cheapest “full-feature” option depends on whether you need simple domain forwarding or a Bitly-style link platform.  Service\tApprox. cost\tBest for\tKey features LinkVice\tFree tie",
      "error": null,
      "queried_at": "2026-07-20T04:09:38.745459+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 a single tool — it’s a workflow that handles planning, bulk creation, deployment, monitoring, and auditing.  My top picks:  Use case\tBest option\tWhy Enterprise migrations / thousands of URLs\tScreaming Frog + server/CDN rules\tBest",
      "error": null,
      "queried_at": "2026-07-20T04:09:58.093298+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 gets generally positive feedback, but there are a few things worth watching. The review volume is still fairly small, so the signal is encouraging rather than conclusive.  RedirHub +1  What users like  1. Easy setup and usability  Many reviewers say the dashboard is simple and redirects can",
      "error": null,
      "queried_at": "2026-07-20T04:10:18.550073+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 link-management platform. Redirects allow you to change the destination URL of existing short links and QR Codes without changing the published short URL/QR code. Availability depends on the plan.  Bitly  Bitly redirect management features Fea",
      "error": null,
      "queried_at": "2026-07-20T04:10:35.160868+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  both offer branded short links, but they are optimized for slightly different needs.  \tRebrandly\tBitly Best for\tCompanies that want branded links as a core part of their marketing identity\tTeams that want a mature link-management platform with analytics and integrations Custom",
      "error": null,
      "queried_at": "2026-07-20T04:10:55.977349+00:00"
    },
    {
      "prompt": "Cloudflare redirect rules limitations",
      "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": "2026-07-20T04:11:19.911554+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": "2026-07-20T04:11:53.378975+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 enterprise-grade alternatives to Short.io for managing redirects, branded links, and high-volume URL routing, these are the strongest options:  Platform\tBest for\tEnterprise strengths\tWatch-outs Bitly\tLarge marketing teams\tMature enterprise platform, branded domains, analytics, campaigns,",
      "error": null,
      "queried_at": "2026-07-20T04:12:20.287625+00:00"
    },
    {
      "prompt": "EasyRedir vs RedirHub comparison",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": true,
      "text_snippet": "EasyRedir (now branded as Urllo) and RedirHub are both dedicated redirect-management platforms, aimed at replacing manual server rules for domain forwarding, migrations, and large redirect lists.  RedirHub  Here is a practical comparison:  Feature\tEasyRedir / Urllo\tRedirHub Main focus\tEnterprise red",
      "error": null,
      "queried_at": "2026-07-20T04:12:39.847587+00:00"
    },
    {
      "prompt": "BL.INK pricing and features 2026",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "No assistant message found",
      "queried_at": "2026-07-20T04:13:11.010290+00:00"
    },
    {
      "prompt": "Dub.co open source redirect alternative",
      "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": "2026-07-20T04:13:39.302373+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": "2026-07-20T04:14:12.536683+00:00"
    },
    {
      "prompt": "Rebrandly API features for developers",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "No assistant message found",
      "queried_at": "2026-07-20T04:15:00.623046+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": "2026-07-20T04:15:34.032294+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": "2026-07-20T04:16:09.645364+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": "E-commerce sites handle product URL redirects to preserve traffic, SEO value, and customer experience when product pages change. The exact approach depends on why the URL is changing.  Common product URL redirect scenarios 1. Product URL changes (slug update)  Example:  Old:  /product/nike-air-max-2",
      "error": null,
      "queried_at": "2026-07-20T04:16:45.865447+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: Locator.wait_for: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first to be visible\n",
      "queried_at": "2026-07-20T04:17:08.891692+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: Locator.wait_for: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first to be visible\n",
      "queried_at": "2026-07-20T04:17:35.200952+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": "2026-07-20T04:18:08.653116+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 sites means sending visitors to a country- or language-specific version of your site based on their location. It sounds simple, but doing it incorrectly can hurt SEO, frustrate users, and create redirect loops. A good setup balances user experience, S",
      "error": null,
      "queried_at": "2026-07-20T04:19:01.693062+00:00"
    },
    {
      "prompt": "Best redirect solution for multi-language websites?",
      "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": "2026-07-20T04:19:40.320169+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": "2026-07-20T04:20:22.296526+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": "The “best” affiliate redirect tool depends on where you run your affiliate business (WordPress site, SaaS, email, paid ads, multiple channels), but these are the strongest options:  Tool\tBest for\tStrengths\tWeaknesses Pretty Links\tMost bloggers and niche sites\tEasy branded redirects, click tracking,",
      "error": null,
      "queried_at": "2026-07-20T04:21:29.425167+00:00"
    },
    {
      "prompt": "Best URL redirect service for teams",
      "category": "category",
      "category_label": "Category",
      "has_redirhub": false,
      "text_snippet": "For a team using URL redirects, the best choice depends on whether you care most about branding, analytics, developer workflows, or enterprise controls. These are the strongest options:  Rebrandly +1  Service\tBest for\tStrengths\tWeaknesses Rebrandly\tMarketing teams, agencies, multi-brand teams\tExcell",
      "error": null,
      "queried_at": "2026-07-20T04:21:48.778586+00:00"
    },
    {
      "prompt": "Best redirect management platform for non-developers",
      "category": "category",
      "category_label": "Category",
      "has_redirhub": true,
      "text_snippet": "For non-developers, the best redirect management platform depends on whether you mean SEO redirects (301s for websites), marketing links, or managing many domains. These are the strongest options:  Platform\tBest for\tWhy non-developers like it\tTrade-offs RedirHub\tSimple domain + URL redirects\tVery ea",
      "error": null,
      "queried_at": "2026-07-20T04:22:07.535878+00:00"
    },
    {
      "prompt": "Alternatives to Bitly for enterprise redirects",
      "category": "category",
      "category_label": "Category",
      "has_redirhub": false,
      "text_snippet": "For enterprise redirects (not just simple URL shortening), the best Bitly alternatives depend on whether you care most about scale, governance, security, APIs, branded domains, or self-hosting.  Cuttly  Platform\tBest fit\tStrengths vs Bitly\tWatch-outs Rebrandly\tBrand-controlled enterprise links\tStron",
      "error": null,
      "queried_at": "2026-07-20T04:22:26.035848+00:00"
    },
    {
      "prompt": "Best branded link platform for marketing teams",
      "category": "category",
      "category_label": "Category",
      "has_redirhub": false,
      "text_snippet": "For most marketing teams, the “best” branded link platform depends on whether you prioritize brand control, analytics, collaboration, integrations, or cost. The strongest options today are:  Platform\tBest for\tStrengths\tWatch-outs Bitly \tEnterprise marketing teams\tMature analytics, QR codes, campaign",
      "error": null,
      "queried_at": "2026-07-20T04:23:02.966914+00:00"
    },
    {
      "prompt": "MCP server for URL redirect automation",
      "category": "ai_mcp",
      "category_label": "AI Agent / MCP",
      "has_redirhub": false,
      "text_snippet": "If you mean an MCP (Model Context Protocol) server that automates URL redirects, you can build one that exposes tools for managing redirects in services like Cloudflare, Nginx, AWS CloudFront, Netlify, Vercel, etc.  Typical MCP tools might look like:  Core tools  create_redirect  Create a redirect r",
      "error": null,
      "queried_at": "2026-07-20T04:23:20.862271+00:00"
    },
    {
      "prompt": "AI agent to manage domain redirects",
      "category": "ai_mcp",
      "category_label": "AI Agent / MCP",
      "has_redirhub": false,
      "text_snippet": "If you mean an AI agent that manages domain redirects (301/302 redirects, URL migrations, domain changes, SEO cleanup), a good design would be an agent that can audit, create, test, and maintain redirect rules automatically.  AI Redirect Management Agent — capabilities  1. Domain & URL discovery  Cr",
      "error": null,
      "queried_at": "2026-07-20T04:23:42.699301+00:00"
    },
    {
      "prompt": "How to use ChatGPT to update redirects",
      "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": "2026-07-20T04:24:06.993667+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: Page.goto: Timeout 30000ms exceeded.\nCall log:\n  - navigating to \"https://chatgpt.com/\", waiting until \"domcontentloaded\"\n",
      "queried_at": "2026-07-20T04:24:43.453712+00:00"
    }
  ],
  "summary": {
    "total": 57,
    "redirhub_mentioned": 13,
    "redirhub_pct": 22.8,
    "errors": 16,
    "per_category": {
      "AI Agent / MCP": {
        "total": 4,
        "mentioned": 0
      },
      "API / Automation": {
        "total": 13,
        "mentioned": 6
      },
      "Brand Comparison / Category Ranking": {
        "total": 16,
        "mentioned": 5
      },
      "Category": {
        "total": 4,
        "mentioned": 1
      },
      "Competitor-Specific Queries": {
        "total": 10,
        "mentioned": 1
      },
      "Use Case / Scenario": {
        "total": 10,
        "mentioned": 0
      }
    }
  },
  "run_date": "2026-07-20",
  "scan_status": "complete",
  "expected_total": 57,
  "completed_at": "2026-07-20T04:24:56.603903+00:00"
}