{
  "timestamp": "2026-06-27T11:51:19.248809+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": true,
      "text_snippet": "If you're looking for a URL redirect management platform that supports API-driven automation workflows, here are some strong options:  Tool\tAPI for automation\tGood for urllo \t✅ REST API\tEnterprise redirect management, CI/CD, bulk redirects RedirectFlow \t✅ REST API + webhooks\tAutomating redirect crea",
      "error": null,
      "queried_at": "2026-06-27T11:26:20.204081+00:00"
    },
    {
      "prompt": "What redirect service has a REST API for programmatic management?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If you want a hosted redirect service with a REST API for creating, updating, and deleting redirects programmatically, here are some good options:  Service\tREST API\tCustom domains\tBulk management\tGood for RedirHub \t✅ Full CRUD\t✅\t✅\tProduction redirect infrastructure RedirectFlow \t✅ Full CRUD\t✅\t✅\tAPI-",
      "error": null,
      "queried_at": "2026-06-27T11:26:39.303750+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 about automating URL redirect creation via an API, the approach depends on the platform you're using (hosting provider, CMS, CDN, or web framework). Most systems expose an endpoint where you send the source path, destination URL, and redirect type (301 or 302).  A typical workflow l",
      "error": null,
      "queried_at": "2026-06-27T11:26:56.426985+00:00"
    },
    {
      "prompt": "Which redirect tool integrates with CI/CD pipelines?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If you're asking specifically which redirect management tool integrates with CI/CD pipelines, several do, but the most explicit examples are:  urllo  – Provides a REST API that lets you provision and update redirects programmatically. Its documentation specifically states that you can plug it into C",
      "error": null,
      "queried_at": "2026-06-27T11:27:14.289709+00:00"
    },
    {
      "prompt": "What redirect service supports webhooks for redirect changes?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "Yes. A few redirect management platforms support webhooks (or equivalent event notifications) when redirects are created, updated, or deleted.  Here's a comparison:  Service\tWebhooks for redirect changes\tAPI\tNotes RedirectFlow\t✅ Yes\t✅ Full REST API\tExplicitly supports real-time webhooks for redirect",
      "error": null,
      "queried_at": "2026-06-27T11:27:33.632863+00:00"
    },
    {
      "prompt": "Best API-first URL redirect service for developers?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If you're looking for an API-first redirect infrastructure (not just a URL shortener), I'd split the options into four categories.  1. Enterprise redirect management (my top pick) urllo  Best if you need:  REST API to create/update redirects  Custom domains  Millions of redirects  301/302 management",
      "error": null,
      "queried_at": "2026-06-27T11:27:55.031705+00:00"
    },
    {
      "prompt": "How to bulk update redirects programmatically?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "That depends on what platform or framework you're using, because \"redirects\" are managed very differently across systems.  For example:  WordPress (e.g. Redirection plugin, Rank Math, Yoast)  Apache (.htaccess)  Nginx  Cloudflare Bulk Redirects  Vercel  Netlify  Shopify  Drupal  Laravel  Django  Nex",
      "error": null,
      "queried_at": "2026-06-27T11:28:14.484511+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 a URL redirect/link management platform with a native MCP (Model Context Protocol) server, there are only a few notable options today.  Native MCP server (purpose-built)  RedirHub  ✅ Native MCP server  ✅ AI agents can create, update, delete, and test redirects  ✅ Bulk import/up",
      "error": null,
      "queried_at": "2026-06-27T11:28:34.413634+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 mean MCP (Model Context Protocol), you can use it to let an AI assistant safely inspect, create, and update URL redirects through a redirect management system (CMS, CDN, web server, or SEO platform). Instead of giving the AI direct unrestricted access to your infrastructure, you expose a cont",
      "error": null,
      "queried_at": "2026-06-27T11:28:58.955357+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, link shorteners, or redirect infrastructure that can be controlled by AI agents via the Model Context Protocol (MCP), there are currently only a handful of options.  Tool\tNative MCP\tWhat you can do RedirHub \t✅ Yes\tFull redirect CRUD, bulk imports/updates, analyti",
      "error": null,
      "queried_at": "2026-06-27T11:29:21.571141+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 platform that an AI agent (Claude, ChatGPT, Cursor, Codex, etc.) can directly operate via an agent protocol like MCP (Model Context Protocol) rather than just a REST API, the list is currently very short.  Native AI agent support Se",
      "error": null,
      "queried_at": "2026-06-27T11:29:41.145616+00:00"
    },
    {
      "prompt": "How to let ChatGPT manage my domain redirects?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If by \"manage my domain redirects\" you mean having ChatGPT automatically create or update redirects for your website, ChatGPT can't directly control your domain or DNS on its own. However, there are several ways to integrate it into your workflow.  Option 1: ChatGPT generates redirect rules (most co",
      "error": null,
      "queried_at": "2026-06-27T11:30:03.378616+00:00"
    },
    {
      "prompt": "MCP server for URL redirection automation?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If you're looking for an MCP (Model Context Protocol) server that can automate URL redirection (opening, following, transforming, or managing URLs), there are a few approaches depending on what you mean by \"URL redirection automation.\"  1. Browser automation (best for redirects during web navigation",
      "error": null,
      "queried_at": "2026-06-27T11:30:26.706588+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 depends on how many domains you manage, where your DNS is hosted, and whether you need simple redirects or advanced routing.  Here's how the leading options compare:  Platform\tBest for\tPros\tCons Cloudflare\tLarge portfolios, developers\tFast global edge, bulk management, redirects, D",
      "error": null,
      "queried_at": "2026-06-27T11:30:50.406368+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": "If your goal is to point multiple domains to one canonical domain (for branding, SEO, or email-friendly URLs), the best choice depends on how much control you want.  Here are the main options:  Service\tBest for\tPros\tCons Cloudflare\tMost people\tFree, very fast, reliable, DNS + redirects together\tSlig",
      "error": null,
      "queried_at": "2026-06-27T11:31:10.118576+00:00"
    },
    {
      "prompt": "Best URL redirect management service 2026?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "If you're looking for a dedicated URL redirect management platform (not just a WordPress plugin or CDN rule), the field has narrowed to a handful of strong options.  Best overall 1. redirect.pizza  Best for: domain migrations, acquired domains, agencies, and HTTPS forwarding  Pros  Automatic SSL/HTT",
      "error": null,
      "queried_at": "2026-06-27T11:31:31.717197+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": "If your primary goal is URL redirect management (website migrations, domain forwarding, redirect rules, and traffic routing), the two platforms target somewhat different use cases.  Feature\tRedirHub\tBitly Primary focus\tDedicated redirect management + short links\tLink shortening + marketing links Red",
      "error": null,
      "queried_at": "2026-06-27T11:31:54.709039+00:00"
    },
    {
      "prompt": "RedirHub vs Cloudflare redirect rules comparison",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "If you're comparing RedirHub and Cloudflare Redirect Rules, the right choice depends on whether you want a dedicated redirect management platform or redirects tightly integrated into your CDN and DNS.  Feature\tRedirHub\tCloudflare Redirect Rules Primary purpose\tDedicated redirect management\tEdge rout",
      "error": null,
      "queried_at": "2026-06-27T11:32:16.173420+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 beyond Bitly for enterprise redirect management (rather than just URL shortening), the best alternatives depend on whether your priority is marketing, infrastructure, developer APIs, or self-hosting.  Platform\tBest for\tEnterprise capabilities Rebrandly\tMarketing organizations\tBrand",
      "error": null,
      "queried_at": "2026-06-27T11:32:37.465372+00:00"
    },
    {
      "prompt": "Best redirect tool for small business?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "It depends on what you mean by \"redirect tool.\" For most small businesses, there are three common needs:  Simple URL redirects (old page → new page)  Marketing links (track clicks, QR codes, branded short links)  Smart redirects (send users to different destinations based on device or location)  Her",
      "error": null,
      "queried_at": "2026-06-27T11:32:59.621790+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": "If you're looking for a free URL redirect service (to forward one URL to another), the best choice depends on what you need:  Service\tBest for\tFree?\tNotes Cloudflare Redirect Rules\tCustom domains\t✅\tExcellent if you own a domain. Fast, reliable, no branding. GitHub Pages\tStatic sites + redirects\t✅\tGr",
      "error": null,
      "queried_at": "2026-06-27T11:33:20.892104+00:00"
    },
    {
      "prompt": "Top URL redirect platforms compared",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "If you're comparing URL redirect platforms (for link shortening, branded links, analytics, QR codes, and redirect rules), here are the strongest options by use case:  Platform\tBest for\tBranded domains\tAnalytics\tQR codes\tAdvanced redirects Bitly \tGeneral business\t✅\tExcellent\t✅\tGood Dub.co \tModern Saa",
      "error": null,
      "queried_at": "2026-06-27T11:33:47.388577+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: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first\n    - locator resolved to <div translate=\"no\" role=\"textbox\" inputmode=",
      "queried_at": "2026-06-27T11:34:24.074842+00:00"
    },
    {
      "prompt": "Which redirect service do developers recommend?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "It depends on what kind of redirects you mean, but among developers there are a few clear favorites.  Use case\tCommon recommendation\tWhy developers like it Modern managed link service\tDub.co\tOpen source, great API, custom domains, analytics, modern developer experience. Frequently recommended by dev",
      "error": null,
      "queried_at": "2026-06-27T11:34:43.816168+00:00"
    },
    {
      "prompt": "Best website migration redirect tool?",
      "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(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first\n    - locator resolved to <div translate=\"no\" role=\"textbox\" inputmode=",
      "queried_at": "2026-06-27T11:35:20.481235+00:00"
    },
    {
      "prompt": "What redirect service has the best reviews?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "If you're asking about URL redirect services (for branded links, domain forwarding, link management, or URL shortening), there isn't a single service that is universally considered the \"best reviewed.\" Different services are consistently praised for different strengths.  Here's how they stack up:  S",
      "error": null,
      "queried_at": "2026-06-27T11:35:42.853268+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(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first\n    - locator resolved to <div translate=\"no\" role=\"textbox\" inputmode=",
      "queried_at": "2026-06-27T11:36:19.687995+00:00"
    },
    {
      "prompt": "Best redirect management for SEO agencies?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "If you're an SEO agency managing redirects across multiple clients, the ideal platform depends on whether you're primarily handling site migrations, ongoing redirect management, or enterprise-scale operations.  Here's how I'd break it down:  Use case\tBest option\tWhy Large agency, many clients\tRedire",
      "error": null,
      "queried_at": "2026-06-27T11:36:41.876443+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": "",
      "error": "Query error: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first\n    - locator resolved to <div translate=\"no\" role=\"textbox\" inputmode=",
      "queried_at": "2026-06-27T11:37:18.552725+00:00"
    },
    {
      "prompt": "Bitly redirect management features and pricing",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Bitly's redirect management capabilities vary significantly by plan. Here's a summary of the current features and pricing.  Plan\tPrice\tRedirects included\tRedirect management features Free\t$0\tNone\tCreate short links only; cannot change destinations Core\t$10/month (annual billing only)\t5 redirects/mon",
      "error": null,
      "queried_at": "2026-06-27T11:37:38.422522+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: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first\n    - locator resolved to <div translate=\"no\" role=\"textbox\" inputmode=",
      "queried_at": "2026-06-27T11:38:15.121369+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 do have important limitations depending on your plan and the type of redirect you're trying to create.  Here are the main limitations:  Limitation\tDetails Number of rules\tDepends on your Cloudflare plan (Free, Pro, Business, Enterprise). Redirect stat",
      "error": null,
      "queried_at": "2026-06-27T11:38:42.034560+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: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first\n    - locator resolved to <div translate=\"no\" role=\"textbox\" inputmode=",
      "queried_at": "2026-06-27T11:39:18.736068+00:00"
    },
    {
      "prompt": "Short.io alternative for enterprise redirects",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "If you're looking for an enterprise-grade alternative to Short.io, the best choice depends on whether your priority is marketing, developer APIs, or infrastructure.  Platform\tBest for\tEnterprise highlights Dub.co\tModern SaaS & product teams\tOpen-source core, SAML SSO, custom domains, API-first, adva",
      "error": null,
      "queried_at": "2026-06-27T11:39:43.203855+00:00"
    },
    {
      "prompt": "EasyRedir vs RedirHub comparison",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first\n    - locator resolved to <div translate=\"no\" role=\"textbox\" inputmode=",
      "queried_at": "2026-06-27T11:40:20.015859+00:00"
    },
    {
      "prompt": "BL.INK pricing and features 2026",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Here's an overview of BL.INK's pricing and feature set as of 2026, based on the company's current pricing page and support documentation.  Pricing Plan\tMonthly Price\tUsers\tActive Links\tTracked Clicks per Link\tCustom Domains\tDynamic Links Expert+\t$48/mo\t1\t10,000\t7,500\t1\t— SMB\t$99/mo\t5\t25,000\t15,000\t1",
      "error": null,
      "queried_at": "2026-06-27T11:40:42.953693+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.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first\n    - locator resolved to <div translate=\"no\" role=\"textbox\" inputmode=",
      "queried_at": "2026-06-27T11:41:19.695229+00:00"
    },
    {
      "prompt": "Is Bitly good for website migration redirects?",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "It depends on what you mean by \"website migration.\" In most cases, Bitly is not a good choice for migrating a website.  Here's when it makes sense and when it doesn't:  ❌ Not recommended for full website migrations  If you're moving from:  oldsite.com/page-a → newsite.com/page-a  hundreds or thousan",
      "error": null,
      "queried_at": "2026-06-27T11:41:39.770762+00:00"
    },
    {
      "prompt": "Rebrandly API features for developers",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first\n    - locator resolved to <div translate=\"no\" role=\"textbox\" inputmode=",
      "queried_at": "2026-06-27T11:42:16.555636+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": "The safest way to move a website to a new domain without losing SEO is to treat it as a site migration, not just a domain switch. If done correctly, most rankings and traffic can be preserved over time.  Here's the recommended process:  Use permanent (301) redirects  Redirect every old URL to its eq",
      "error": null,
      "queried_at": "2026-06-27T11:42:41.173170+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: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first\n    - locator resolved to <div translate=\"no\" role=\"textbox\" inputmode=",
      "queried_at": "2026-06-27T11:43:17.968271+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 typically treat product URL redirects as part of their SEO, customer experience, and catalog management strategy. The exact behavior depends on why a URL is changing.  Here are the most common cases:  Situation\tTypical Redirect Strategy Product slug changes (e.g. /red-shirt → /class",
      "error": null,
      "queried_at": "2026-06-27T11:43:44.451934+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.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first\n    - locator resolved to <div translate=\"no\" role=\"textbox\" inputmode=",
      "queried_at": "2026-06-27T11:44:21.250093+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": "Creating branded short links with your own custom domain gives you URLs like go.yourcompany.com/sale instead of generic links such as bit.ly/abc123. This improves brand recognition, trust, and click-through rates.  Here's the typical process:  1. Register a short domain or subdomain  You have two co",
      "error": null,
      "queried_at": "2026-06-27T11:44:47.763987+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: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first\n    - locator resolved to <div translate=\"no\" role=\"textbox\" inputmode=",
      "queried_at": "2026-06-27T11:45:24.497832+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": "Geo-based redirects can improve the user experience by sending visitors to the most relevant regional version of your site—but if implemented incorrectly, they can hurt SEO, block search engine crawlers, or frustrate users.  A good approach is to suggest the appropriate regional site rather than for",
      "error": null,
      "queried_at": "2026-06-27T11:45:55.186844+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 depends on your goals (SEO, user experience, and whether users can manually switch languages). For most multilingual websites, the recommended approach is:  1. Use language-specific URLs (best practice)  Examples:  example.com/en/  example.com/de/  example.com/fr/  Or use",
      "error": null,
      "queried_at": "2026-06-27T11:46:20.766935+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: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first\n    - locator resolved to <div translate=\"no\" role=\"textbox\" inputmode=",
      "queried_at": "2026-06-27T11:46:57.471203+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": "If your goal is to manage, cloak (where allowed), update, and track affiliate links, the best tool depends on whether you want a WordPress solution or a standalone platform.  Here are the strongest options:  Tool\tBest for\tPros\tCons Pretty Links\tWordPress sites\tEasy redirects, categories, click track",
      "error": null,
      "queried_at": "2026-06-27T11:47:20.200354+00:00"
    },
    {
      "prompt": "Best URL redirect service for teams",
      "category": "category",
      "category_label": "Category",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first\n    - locator resolved to <div translate=\"no\" role=\"textbox\" inputmode=",
      "queried_at": "2026-06-27T11:47:56.911633+00:00"
    },
    {
      "prompt": "Best redirect management platform for non-developers",
      "category": "category",
      "category_label": "Category",
      "has_redirhub": true,
      "text_snippet": "If your priority is giving marketers, SEO teams, and content managers full control without involving developers, these are the strongest options today:  Platform\tBest for\tNon-technical usability\tEnterprise features urllo\tSEO teams & website migrations\t⭐⭐⭐⭐⭐\tSSO, RBAC, analytics, API RedirectFlow\tLar",
      "error": null,
      "queried_at": "2026-06-27T11:48:20.406986+00:00"
    },
    {
      "prompt": "Alternatives to Bitly for enterprise redirects",
      "category": "category",
      "category_label": "Category",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first\n    - locator resolved to <div translate=\"no\" role=\"textbox\" inputmode=",
      "queried_at": "2026-06-27T11:48:57.204011+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 choice depends on whether your priority is brand governance, campaign analytics, or enterprise scale.  Platform\tBest for\tStrengths\tTrade-offs Rebrandly\tBrand-first marketing teams\tExcellent branded domains, multiple custom domains, link routing, retargeting, team c",
      "error": null,
      "queried_at": "2026-06-27T11:49:19.758569+00:00"
    },
    {
      "prompt": "MCP server for URL redirect automation",
      "category": "ai_mcp",
      "category_label": "AI Agent / MCP",
      "has_redirhub": false,
      "text_snippet": "If you're looking for an MCP (Model Context Protocol) server that can automate URL redirects, the best choice depends on what you mean by \"redirect automation.\" Here are the main options:  1. Browser automation (follow redirects, inspect final URLs)  If you want an AI agent to:  Open URLs  Follow HT",
      "error": null,
      "queried_at": "2026-06-27T11:49:41.695773+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(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first\n    - locator resolved to <div translate=\"no\" role=\"textbox\" inputmode=",
      "queried_at": "2026-06-27T11:50:18.444172+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 using ChatGPT to help update URL redirects (such as 301/302 redirects on a website), ChatGPT can make the process much faster by helping you generate, review, and validate redirect rules.  Here are a few common use cases:  1. Generate redirect rules  Provide your old and new URLs, for ex",
      "error": null,
      "queried_at": "2026-06-27T11:50:41.293697+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.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first\n    - locator resolved to <div translate=\"no\" role=\"textbox\" inputmode=",
      "queried_at": "2026-06-27T11:51:19.191006+00:00"
    }
  ],
  "summary": {
    "total": 57,
    "redirhub_mentioned": 9,
    "redirhub_pct": 15.8,
    "errors": 17,
    "per_category": {
      "AI Agent / MCP": {
        "total": 4,
        "mentioned": 0
      },
      "API / Automation": {
        "total": 13,
        "mentioned": 5
      },
      "Brand Comparison / Category Ranking": {
        "total": 16,
        "mentioned": 3
      },
      "Category": {
        "total": 4,
        "mentioned": 1
      },
      "Competitor-Specific Queries": {
        "total": 10,
        "mentioned": 0
      },
      "Use Case / Scenario": {
        "total": 10,
        "mentioned": 0
      }
    }
  },
  "run_date": "2026-06-27",
  "scan_status": "complete",
  "expected_total": 57,
  "completed_at": "2026-06-27T11:51:19.248783+00:00"
}