{
  "timestamp": "2026-06-25T14:54:37.526039+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 by “supports API automation workflows” you mean a URL redirect platform that can be managed programmatically from tools like Zapier, Make, n8n, CI/CD pipelines, or custom scripts, several options stand out:  Tool\tAPI Support\tAutomation Use Cases urllo \tFull REST API\tCreate, update, and deploy red",
      "error": null,
      "queried_at": "2026-06-25T14:28:35.370187+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": "Yes—several redirect-management services expose REST APIs for creating, updating, listing, and deleting redirects programmatically.  Some good options:  Service\tBest for\tAPI capabilities redirect.pizza \tDomain redirects, migrations, SEO\tFull REST API for CRUD operations on redirects, domains, analyt",
      "error": null,
      "queried_at": "2026-06-25T14:28:55.002022+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 what system you're creating redirects in.  Common examples:  Website hosting/CDN platforms (e.g., Cloudflare, Netlify, Vercel)  CMS platforms (e.g., WordPress, Contentful, Shopify)  Web servers (e.g., Nginx, Apache)  Marketing/link-management tools (e.g., Bitly)  Custom applications wi",
      "error": null,
      "queried_at": "2026-06-25T14:29:17.073437+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 about URL redirect management tools that support CI/CD, several do, but the most explicit examples are:  urllo  — provides a REST API and specifically states that you can plug it into CI/CD workflows to manage redirect changes programmatically.  urllo +1  UrlEdge  — designed around",
      "error": null,
      "queried_at": "2026-06-25T14:29:36.546572+00:00"
    },
    {
      "prompt": "What redirect service supports webhooks for redirect changes?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If by \"redirect service\" you mean a URL/domain redirect management platform where your application gets notified whenever a redirect is created, updated, or deleted, that feature is surprisingly uncommon.  A few options:  Service\tRedirect Management\tWebhooks for Redirect Changes RedirectFlow \tYes\tYe",
      "error": null,
      "queried_at": "2026-06-25T14:29:54.845932+00:00"
    },
    {
      "prompt": "Best API-first URL redirect service for developers?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If by API-first you mean:  Redirects are managed programmatically  Good REST API and automation support  Infrastructure handles SSL, DNS, edge routing  Suitable for CI/CD, migrations, SaaS products, or link infrastructure  then I'd split the market into three categories.  Best overall: urllo  Pros:",
      "error": null,
      "queried_at": "2026-06-25T14:30:17.301770+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 system you're updating redirects in. The approach is very different for:  A website server (Apache, Nginx, IIS)  A CMS (WordPress, Drupal, Shopify, etc.)  An SEO platform (Cloudflare, Netlify, Vercel)  An application/database where redirects are stored  A domain registrar or CDN",
      "error": null,
      "queried_at": "2026-06-25T14:30:38.722536+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 redirect / URL shortener platform with a native MCP (Model Context Protocol) server that AI agents can use directly, the strongest options I found are:  Platform\tMCP Support\tWhat AI Agents Can Do RedirHub \tNative MCP server\tCreate, update, delete redirects, manage domains, bu",
      "error": null,
      "queried_at": "2026-06-25T14:30:59.818438+00:00"
    },
    {
      "prompt": "How to use MCP to manage URL redirects with AI?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "Using MCP (Model Context Protocol), you can let an AI assistant create, update, audit, and monitor URL redirects by connecting the AI to a redirect-management service through MCP tools. MCP is essentially a standard way for AI models to call external APIs and perform actions safely.  Wikipedia +1  H",
      "error": null,
      "queried_at": "2026-06-25T14:31:24.103550+00:00"
    },
    {
      "prompt": "What redirect tools offer Model Context Protocol integration?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If by “redirect tools” you mean URL redirection, link-shortening, and redirect-management platforms, a growing number now expose MCP (Model Context Protocol) servers so AI agents can create, update, and analyze redirects directly.  Here are the notable ones I found:  Tool\tMCP Support\tWhat the MCP se",
      "error": null,
      "queried_at": "2026-06-25T14:31:47.595923+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 AI agents (Claude, ChatGPT-based agents, Codex, Cursor, custom MCP agents, etc.) can directly manage through APIs or MCP tools rather than requiring a human to use a dashboard, there are currently only a few services t",
      "error": null,
      "queried_at": "2026-06-25T14:32:20.014580+00:00"
    },
    {
      "prompt": "How to let ChatGPT manage my domain redirects?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "You can’t currently give ChatGPT direct control over your domain DNS or redirect settings the way you might give an engineer access to your registrar account.  However, there are a few practical ways to have ChatGPT manage redirects with varying levels of automation:  Option 1: ChatGPT generates the",
      "error": null,
      "queried_at": "2026-06-25T14:32:43.923950+00:00"
    },
    {
      "prompt": "MCP server for URL redirection automation?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If you're looking for an MCP server specifically to automate URL redirects (301/302), short links, and redirect management, the strongest purpose-built option I found is:  RedirHub MCP Server  It exposes redirect infrastructure directly through MCP so an AI agent can:  Create 301, 302, 307, and 308",
      "error": null,
      "queried_at": "2026-06-25T14:33:04.189776+00:00"
    },
    {
      "prompt": "What are the best platforms for managing domain redirects?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "The best platform depends on how many domains you manage and whether you want a dedicated redirect service or something built into your DNS/CDN.  1. Cloudflare  — Best overall for most technical users  If your domains already use Cloudflare DNS, its Redirect Rules and Bulk Redirects are hard to beat",
      "error": null,
      "queried_at": "2026-06-25T14:33:29.560693+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 simply to consolidate multiple domains and permanently redirect them to one primary domain, I would usually recommend:  Cloudflare  Your registrar's built-in forwarding (if it's reliable)  A lightweight redirect setup on your own infrastructure  Why Cloudflare is often the best choic",
      "error": null,
      "queried_at": "2026-06-25T14:33:53.686498+00:00"
    },
    {
      "prompt": "Best URL redirect management service 2026?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "For 2026, the answer depends on your scale and use case more than on a single \"best\" vendor.  Top recommendations Use case\tBest choice\tWhy Existing Cloudflare customer\tCloudflare Redirect Rules \tFast, inexpensive, edge-based redirects, bulk redirects, no extra vendor to manage. Large-scale SEO migra",
      "error": null,
      "queried_at": "2026-06-25T14:34:18.715061+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 goal is URL redirect management rather than marketing link shortening, the two products are aimed at somewhat different use cases.  Category\tRedirHub \tBitly  Primary focus\tDomain forwarding and redirect infrastructure\tLink shortening, branded links, QR codes, marketing analytics Redirect typ",
      "error": null,
      "queried_at": "2026-06-25T14:34:41.022252+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 biggest difference is that they're solving slightly different problems.  Area\tRedirHub\tCloudflare Redirect Rules Primary purpose\tDedicated redirect management platform\tPart of a broader CDN/DNS/security platform Setup complexity\tDesigne",
      "error": null,
      "queried_at": "2026-06-25T14:35:05.071837+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 evaluating enterprise redirect management rather than just URL shortening, I'd focus on platforms that offer:  Branded domains at scale  Geo/device/language routing  APIs and automation  SSO/SAML and RBAC  Audit logs and governance  High-volume analytics  SLA-backed uptime  Here are the st",
      "error": null,
      "queried_at": "2026-06-25T14:35:30.983251+00:00"
    },
    {
      "prompt": "Best redirect tool for small business?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "If by “redirect tool” you mean managing website/domain redirects (301/302 redirects), my recommendations for a small business are:  1. Cloudflare Redirect Rules  — Best overall  Very reliable and fast  Works well for domain forwarding, page redirects, and website migrations  Often cheaper and simple",
      "error": null,
      "queried_at": "2026-06-25T14:35:50.826092+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\":  If you own a domain and want to redirect it somewhere else  My top recommendation is Cloudflare Redirect Rules.  Free plan available  Supports HTTPS  Very reliable and fast  Can redirect entire domains, paths, or patterns  No dependency on a th",
      "error": null,
      "queried_at": "2026-06-25T14:36:18.244917+00:00"
    },
    {
      "prompt": "Top URL redirect platforms compared",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "If by \"URL redirect platforms\" you mean services that manage short links, branded redirects, geo/device routing, analytics, and QR codes, these are the strongest options in 2026:  Platform\tBest For\tStrengths\tWeaknesses Bitly \tEnterprises\tBrand recognition, analytics, governance, QR codes\tExpensive,",
      "error": null,
      "queried_at": "2026-06-25T14:36:41.343098+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": "The tricky part here is that most published comparisons are written by the vendors themselves, so you have to discount the marketing. Looking at their positioning, features, and community mentions, these three tools target slightly different users.  RedirHub +1  Criteria\tRedirHub\tRebrandly\tredirect.",
      "error": null,
      "queried_at": "2026-06-25T14:37:01.248165+00:00"
    },
    {
      "prompt": "Which redirect service do developers recommend?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "Among developers in 2025–2026, the recommendations tend to split into three camps depending on your needs:  1. For most developers: Dub.co  Dub gets recommended frequently because it's modern, API-friendly, open source, supports custom domains, and can be self-hosted. Many reviews specifically call",
      "error": null,
      "queried_at": "2026-06-25T14:37:26.021494+00:00"
    },
    {
      "prompt": "Best website migration redirect tool?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "If you're talking about SEO-focused website migrations with hundreds or thousands of URLs, the best tool depends on your use case:  For serious SEO migrations: URLMatcher  URLMatcher  Pros:  Designed specifically for migration redirect mapping.  Automatic matching between old and new URLs.  Confiden",
      "error": null,
      "queried_at": "2026-06-25T14:37:47.785935+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 by \"redirect service\" you mean a hosted service for domain forwarding, URL redirects, and link management, there isn't one universally agreed \"best,\" but a few stand out based on reviews, community recommendations, and feature sets.  Service\tBest for\tReview reputation\tNotes RedirHub \tPure URL/dom",
      "error": null,
      "queried_at": "2026-06-25T14:38:09.848194+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 by \"full features\" you mean:  301/302/307/308 redirects  HTTPS included  Domain + path forwarding  Wildcards / regex  Analytics  API  Multiple domains  No server management  then the cheapest dedicated service is currently redirect.pizza . It has a genuinely useful free tier (5 hostnames, 250k re",
      "error": null,
      "queried_at": "2026-06-25T14:38:31.351471+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 solution depends on whether you're managing:  Website migrations and redirect mapping (SEO projects)  Ongoing redirect infrastructure across many client sites  WordPress-only sites  Enterprise-scale multi-domain portfolios  Best overall for SEO agenc",
      "error": null,
      "queried_at": "2026-06-25T14:38:58.896154+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": "2026-06-25T14:39:35.597397+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.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": "2026-06-25T14:40:13.955826+00:00"
    },
    {
      "prompt": "Rebrandly vs Bitly for branded links",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "For branded links specifically, the decision is usually straightforward:  If you care most about...\tPick Custom domains and brand ownership\tRebrandly Simplicity and name recognition\tBitly Multiple branded domains\tRebrandly QR codes + landing pages in one platform\tBitly Agency/client management\tRebra",
      "error": null,
      "queried_at": "2026-06-25T14:40:44.507425+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 there are several important limitations depending on your plan and use case:  1. Rule Count Limits  For Single Redirects (zone-level redirects):  Cloudflare Docs +1  Plan\tMax Redirect Rules Free\t10 Pro\t25 Business\t50 Enterprise\t300 2. Regex Restrictions  F",
      "error": null,
      "queried_at": "2026-06-25T14:41:06.105600+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": "2026-06-25T14:41:42.797046+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 using Short.io primarily for enterprise-grade redirects, branded links, traffic routing, and API-driven link management, the strongest alternatives are:  Platform\tBest for\tEnterprise features\tPotential drawback Rebrandly \tMarketing teams & multi-brand organizations\tWorkspaces, permissions,",
      "error": null,
      "queried_at": "2026-06-25T14:42:06.861330+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": "2026-06-25T14:42:43.544266+00:00"
    },
    {
      "prompt": "BL.INK pricing and features 2026",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "As of 2026, BL.INK  positions itself as an enterprise-focused link management and QR code platform rather than a basic URL shortener. Its strengths are branded links, advanced analytics, dynamic routing, QR code management, compliance features, and large-scale link operations.  bl.ink +1  BL.INK Cor",
      "error": null,
      "queried_at": "2026-06-25T14:43:07.900249+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": "2026-06-25T14:43:44.612514+00:00"
    },
    {
      "prompt": "Is Bitly good for website migration redirects?",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Yes, but usually only for a limited subset of redirects—not as the primary redirect solution for a website migration.  When Bitly works well  Using Bitly  can make sense if you need:  Short, shareable links for marketing campaigns  Redirects for social media, email, QR codes, or printed materials  C",
      "error": null,
      "queried_at": "2026-06-25T14:44:13.913433+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": "2026-06-25T14:44:50.652251+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": "To redirect an old website to a new domain without hurting SEO, the key is to use 301 redirects correctly and preserve as much of the site's structure as possible.  1. Use 301 Permanent Redirects  A 301 redirect tells search engines that a page has permanently moved and transfers most of the SEO val",
      "error": null,
      "queried_at": "2026-06-25T14:45:20.496229+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": "2026-06-25T14:46:04.219587+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 handle product URL redirects as part of their SEO, catalog management, and user experience strategy. The exact approach depends on what happened to the product.  1. Product moved to a new URL  If a product's URL changes (for example, due to a category restructuring or slug",
      "error": null,
      "queried_at": "2026-06-25T14:46:34.108967+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": "2026-06-25T14:47:10.810605+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 usually involves four steps:  1. Buy a short domain  Choose a domain that's easy to remember and type, such as:  go.yourcompany.com (most common)  links.yourcompany.com  your.co  acme.link  Many companies use a subdomain of their main website",
      "error": null,
      "queried_at": "2026-06-25T14:47:37.771582+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": "2026-06-25T14:48:14.488934+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 work well for international sites, but they’re often implemented in ways that hurt SEO, user experience, or both. The recommended approach is usually automatic suggestion + manual choice, rather than forcing redirects solely based on IP.  Recommended Architecture 1. Give each",
      "error": null,
      "queried_at": "2026-06-25T14:48:47.187871+00:00"
    },
    {
      "prompt": "Best redirect solution for multi-language websites?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "For most multi-language websites, the best approach is:  1. Use dedicated language URLs (recommended)  Examples:  example.com/en/  example.com/de/  example.com/fr/  or  de.example.com  fr.example.com  This is better than storing language only in cookies or relying entirely on browser detection becau",
      "error": null,
      "queried_at": "2026-06-25T14:49:17.597566+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": "2026-06-25T14:49:59.815436+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” redirect tool depends on how sophisticated your affiliate operation is:  For most affiliate marketers: ThirstyAffiliates  If you run a WordPress site and mainly need clean affiliate links, tracking, categorization, broken-link monitoring, and easy management, ThirstyAffiliates is one of t",
      "error": null,
      "queried_at": "2026-06-25T14:50:24.123418+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": "2026-06-25T14:51:00.873230+00:00"
    },
    {
      "prompt": "Best redirect management platform for non-developers",
      "category": "category",
      "category_label": "Category",
      "has_redirhub": true,
      "text_snippet": "If your priority is non-developers managing redirects without engineering tickets, I'd rank the options like this:  Platform\tBest For\tEase of Use\tBulk Redirects\tAnalytics\tEnterprise Controls urllo \tMarketing, SEO, WebOps teams\t⭐⭐⭐⭐⭐\t✅\t✅\t✅ SSO/RBAC Redirectionality \tContent teams & headless CMS users",
      "error": null,
      "queried_at": "2026-06-25T14:51:34.572015+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": "2026-06-25T14:52:11.346619+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 what you optimize for:  🏆 Best Overall: Rebrandly  If your primary goal is professional branded links at scale, Rebrandly is still the strongest dedicated platform. It offers:  Multiple custom domains  Advanced routing (geo, device,",
      "error": null,
      "queried_at": "2026-06-25T14:52:35.878931+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: 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": "2026-06-25T14:53:12.924882+00:00"
    },
    {
      "prompt": "AI agent to manage domain redirects",
      "category": "ai_mcp",
      "category_label": "AI Agent / MCP",
      "has_redirhub": false,
      "text_snippet": "If you want an AI agent to manage domain redirects, you’re basically looking for a system that can automatically create, update, and validate DNS/HTTP redirect rules based on intent (rules, traffic patterns, campaigns, or natural language requests).  There are three practical ways to do it, dependin",
      "error": null,
      "queried_at": "2026-06-25T14:53:36.161406+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.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": "2026-06-25T14:54:13.382678+00:00"
    },
    {
      "prompt": "Best AI-integrated redirect management platform",
      "category": "ai_mcp",
      "category_label": "AI Agent / MCP",
      "has_redirhub": true,
      "text_snippet": "If you’re looking for the best AI-integrated redirect management platforms (2026), there are two categories worth separating:  AI-native redirect & smart-link platforms (production use)  AI-assisted URL mapping tools (migration-heavy workflows)  Here are the strongest options right now:  🧠 Best AI-I",
      "error": null,
      "queried_at": "2026-06-25T14:54:37.136528+00:00"
    }
  ],
  "summary": {
    "total": 57,
    "redirhub_mentioned": 18,
    "redirhub_pct": 31.6,
    "errors": 14,
    "per_category": {
      "AI Agent / MCP": {
        "total": 4,
        "mentioned": 1
      },
      "API / Automation": {
        "total": 13,
        "mentioned": 8
      },
      "Brand Comparison / Category Ranking": {
        "total": 16,
        "mentioned": 8
      },
      "Category": {
        "total": 4,
        "mentioned": 1
      },
      "Competitor-Specific Queries": {
        "total": 10,
        "mentioned": 0
      },
      "Use Case / Scenario": {
        "total": 10,
        "mentioned": 0
      }
    }
  },
  "run_date": "2026-06-25",
  "scan_status": "complete",
  "expected_total": 57,
  "completed_at": "2026-06-25T14:54:37.525993+00:00"
}