{
  "timestamp": "2026-07-17T04:21:14.629508+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": "2026-07-17T04:00:45.732971+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 solid options:  Service\tREST API\tBest for\tNotes redirect.pizza\t✅ Full CRUD\tSEO, migrations, SaaS\tCreate, update, delete redirects, domains, email forwards. Also has Terraform support.  redirect.pizza  EasyRedir\t✅ Ful",
      "error": null,
      "queried_at": "2026-07-17T04:01:06.007644+00:00"
    },
    {
      "prompt": "How to automate redirect creation via API?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "It depends on which platform you're referring to. Many services expose redirect management APIs, but they're all different.  For example:  Cloudflare – Redirects can be managed via the Cloudflare API (Bulk Redirects or Rulesets).  Vercel – Redirects are typically managed through your project's confi",
      "error": null,
      "queried_at": "2026-07-17T04:01:24.006914+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 which redirect management tool specifically advertises CI/CD pipeline integration, several do, including:  Redirect Manager  – API-first design that lets you automate redirect creation and updates directly from CI/CD pipelines via its REST API.  redirect-manager.com  UrlEdge  – Buil",
      "error": null,
      "queried_at": "2026-07-17T04:01:43.742561+00:00"
    },
    {
      "prompt": "What redirect service supports webhooks for redirect changes?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If you're specifically looking for a redirect/URL shortener service that emits a webhook when a redirect is changed (not just when a link is clicked), the list is fairly short.  Service\tWebhook on redirect/link update\tClick webhooks\tAPI to update redirect s.id\t✅ link.updated\t✅ link.clicked\t✅ Yes  s.",
      "error": null,
      "queried_at": "2026-07-17T04:02:03.161892+00:00"
    },
    {
      "prompt": "Best API-first URL redirect service for developers?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If you're looking for a developer-first URL redirect platform (not just a link shortener), I'd rank them like this:  Service\tBest for\tAPI\tIaC\tEdge/CDN\tNotes RedirHub \tEnterprise & infrastructure\t✅ Excellent\t✅ Terraform\t✅ Global\tProbably the strongest API-first offering today.  RedirHub  redirection.",
      "error": null,
      "queried_at": "2026-07-17T04:02:24.862818+00:00"
    },
    {
      "prompt": "How to bulk update redirects programmatically?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "How you bulk update redirects depends on where the redirects are stored. Here are the most common approaches:  1. Database-backed redirects (CMS or custom app)  If redirects are stored in a database, update them with SQL or your application's ORM.  Example SQL:  SQL UPDATE redirects SET destination",
      "error": null,
      "queried_at": "2026-07-17T04:02:44.147148+00:00"
    },
    {
      "prompt": "Which redirect platform has MCP server for AI agents?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If you're looking specifically for a URL redirect management platform that exposes an MCP (Model Context Protocol) server so AI agents (Claude, ChatGPT, Cursor, Codex, etc.) can manage redirects, here are the current options:  1. RedirHub ✅ Native MCP server  The standout option is RedirHub .  Accor",
      "error": null,
      "queried_at": "2026-07-17T04:03:01.435850+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 Model Context Protocol (MCP), you can use it to let an AI assistant safely inspect, create, update, and test URL redirects through a controlled server rather than giving the AI direct access to your infrastructure.  A typical architecture looks like this:  User   │   ▼ AI Assistant (Clau",
      "error": null,
      "queried_at": "2026-07-17T04:03:25.016021+00:00"
    },
    {
      "prompt": "What redirect tools offer Model Context Protocol integration?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "As of mid-2026, only a handful of redirect and link-management platforms offer native Model Context Protocol (MCP) integration. Here's the current landscape:  Platform\tMCP support\tWhat you can do RedirHub\t✅ Native MCP server\tFull redirect management, bulk operations, analytics, domains, teams, acces",
      "error": null,
      "queried_at": "2026-07-17T04:03:44.492490+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 (via MCP or similar protocols) can operate directly, there are very few services today.  Here's the current landscape:  Service\tAI agent can manage redirects directly?\tHow RedirHub \t✅ Yes\tNative MCP server exposing redirect CRUD operations to Claude, Cu",
      "error": null,
      "queried_at": "2026-07-17T04:04:04.894434+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 letting ChatGPT handle your website’s domain redirects (301/302 redirects), ChatGPT itself cannot directly take control of your domain, DNS, hosting account, or registrar. However, it can help you plan, generate, audit, and automate redirects if you give it the right access through your",
      "error": null,
      "queried_at": "2026-07-17T04:04:22.590046+00:00"
    },
    {
      "prompt": "MCP server for URL redirection automation?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If you mean an MCP (Model Context Protocol) server that automates URL redirects, there are a few ways to approach it depending on what you want to automate:  1. Build a custom URL redirect MCP server  An MCP server can expose tools like:  create_redirect(source, destination, status_code)  update_red",
      "error": null,
      "queried_at": "2026-07-17T04:04:40.197865+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, large-scale SEO migrations, developer control, or enterprise-grade traffic management. Here are the strongest options:  Platform\tBest for\tStrengths\tConsiderations Cloudflare\tMost users, businesses, hig",
      "error": null,
      "queried_at": "2026-07-17T04:04:57.550879+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 you mean redirecting several domains to one main domain (domain consolidation), the best choice depends on what you need:  Best overall: your domain registrar or DNS/CDN provider  Use a provider that supports 301 permanent redirects (not just URL masking). Good options:  Cloudflare — usually the",
      "error": null,
      "queried_at": "2026-07-17T04:05:16.461098+00:00"
    },
    {
      "prompt": "Best URL redirect management service 2026?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "The “best” URL redirect management service in 2026 depends on whether you mean SEO migrations, marketing links, domain forwarding, or enterprise routing. The strongest options are not all the same category.  RedirHub +1  Best URL redirect management services (2026) Best for\tService\tWhy 🏆 Overall red",
      "error": null,
      "queried_at": "2026-07-17T04:05:36.313308+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 built around different problems:  RedirHub is primarily a redirect infrastructure/management tool for people managing domains, migrations, SEO redirects, and large redirect inventories.  RedirHub +1  Bitly is primarily a branded link shortening and marketing",
      "error": null,
      "queried_at": "2026-07-17T04:05:57.870657+00:00"
    },
    {
      "prompt": "RedirHub vs Cloudflare redirect rules comparison",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "Cloudflare Redirect Rules and RedirHub solve a similar problem—sending one URL to another—but they are built for different audiences. Cloudflare treats redirects as an edge infrastructure feature; RedirHub is purpose-built for managing redirects at scale.  RedirHub +1  Quick comparison Feature\tRedir",
      "error": null,
      "queried_at": "2026-07-17T04:06:19.623242+00:00"
    },
    {
      "prompt": "Alternatives to Bitly for enterprise redirect management",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "For enterprise redirect management (not just URL shortening), the best Bitly alternatives depend on whether you care most about large-scale redirects, branded domains, governance, APIs, security, analytics, or self-hosting. Here are the strongest options.  Bitly +1  Platform\tBest for\tStrengths vs Bi",
      "error": null,
      "queried_at": "2026-07-17T04:06:40.785266+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 URL redirects (301/302 redirects) for a small business website, the best choice depends on what you need:  Tool\tBest for\tWhy Cloudflare Redirect Rules\tMost small businesses\tCheap/free, fast, reliable, works at the DNS/CDN level Redirection\tWordPress sites\tFree, easy, handles 404s and 301",
      "error": null,
      "queried_at": "2026-07-17T04:06:58.452652+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 mean a free URL redirect/short-link service (turning a long URL into a short URL), the “best” depends on what you need:  Best for\tService\tWhy Most people / easiest choice\tBitly \tReliable, well-known, QR codes, simple dashboard; good if you only need a few links. Its free plan is limited (for",
      "error": null,
      "queried_at": "2026-07-17T04:07:18.038443+00:00"
    },
    {
      "prompt": "Top URL redirect platforms compared",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "6  A URL redirect platform can mean anything from a simple link shortener to an enterprise-grade redirect management system with analytics, routing rules, and SEO controls. Here is a comparison of the leading options.  Platform\tBest for\tKey strengths\tAnalytics\tCustom domains\tTypical users Bitly\tEnte",
      "error": null,
      "queried_at": "2026-07-17T04:07:35.427990+00:00"
    },
    {
      "prompt": "RedirHub vs Rebrandly vs redirect.pizza — which is better?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "RedirHub, Rebrandly, and redirect.pizza overlap, but they are optimized for different jobs. The “best” one depends on whether you need SEO/domain redirects, marketing short links, or simple forwarding.  RedirHub +1  Quick verdict Best for\tWinner Large-scale 301 redirects, migrations, many domains\tRe",
      "error": null,
      "queried_at": "2026-07-17T04:07:55.049642+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 (301/302/307 redirects, short links, custom domains), developers tend to recommend different options depending on whether they want SaaS convenience or control.  Best choices by use case Use case\tCommon recommendation\tWhy Simple production redirects\tCloudflare Redi",
      "error": null,
      "queried_at": "2026-07-17T04:08:12.929071+00:00"
    },
    {
      "prompt": "Best website migration redirect tool?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "If you mean SEO-safe 301 redirect management during a website migration, the “best” tool depends on your migration size and stack. My shortlist:  Use case\tBest choice\tWhy Most migrations (small → large sites)\tScreaming Frog + spreadsheet + server/CDN redirects\tBest for crawling old URLs, finding bro",
      "error": null,
      "queried_at": "2026-07-17T04:08:33.909746+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 mean a URL/domain redirect service (301/302 forwarding, domain changes, link redirects), the “best reviewed” depends on what you need. Based on available review signals and common use cases, these are among the strongest options:  Trustpilot +1  Service\tBest for\tReview impression RedirHub\tDom",
      "error": null,
      "queried_at": "2026-07-17T04:08:51.683172+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, QR codes, geo/device routing, branded links, etc., the cheapest “full-feature” options are usually not the big names like Bitly.  Flyn +1  Here are the best value picks:  Service\tApprox. cost\tBest for\tFeatures Short.io\tFree tier av",
      "error": null,
      "queried_at": "2026-07-17T04:09:11.040430+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 depends on whether you mostly handle site migrations, ongoing SEO retainers, or large enterprise sites. The strongest options are usually a combination of a crawler + a redirect deployment system rather than a single tool.  Best redirect manage",
      "error": null,
      "queried_at": "2026-07-17T04:09:30.532729+00:00"
    },
    {
      "prompt": "What do people say about RedirHub redirect service?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "RedirHub appears to have mostly positive user feedback, but the public review base is still fairly small, so the signal is limited.  Trustpilot +1  What users like  1. Easy setup and simple interface  Many reviewers say the dashboard is straightforward and that redirects can be configured quickly wi",
      "error": null,
      "queried_at": "2026-07-17T04:09:49.773274+00:00"
    },
    {
      "prompt": "Bitly redirect management features and pricing",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Bitly provides redirect management as part of its paid link-management plans. Redirects let you change the destination URL of an existing Bitly link (and associated QR Codes or Bitly Pages) without changing the short URL itself.  Bitly Support +1  Bitly redirect management features Feature\tDescripti",
      "error": null,
      "queried_at": "2026-07-17T04:10:09.421440+00:00"
    },
    {
      "prompt": "Rebrandly vs Bitly for branded links",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Rebrandly  and Bitly  are both strong options for branded links, but they are optimized for slightly different users.  rebrandly.com +1  Quick verdict \tRebrandly\tBitly Best for\tMarketing teams, agencies, brands managing many branded URLs\tCompanies wanting a well-known, mature link platform Branding",
      "error": null,
      "queried_at": "2026-07-17T04:10:32.988486+00:00"
    },
    {
      "prompt": "Cloudflare redirect rules limitations",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Cloudflare Redirect Rules (in the Rules → Redirect Rules section) are powerful, but they have several limitations depending on your plan and use case.  1. Rule count limits  The number of Redirect Rules you can create depends on your Cloudflare plan:  Free plan: limited number of rules (commonly 10",
      "error": null,
      "queried_at": "2026-07-17T04:10:53.921630+00:00"
    },
    {
      "prompt": "redirect.pizza pricing and features review",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "5 redirect.pizza review: pricing, features, and whether it’s worth it  redirect.pizza official website  is a hosted domain redirect management service that lets you redirect domains without running your own server. Its main selling point is handling HTTPS/SSL redirects, DNS setup, analytics, and adv",
      "error": null,
      "queried_at": "2026-07-17T04:11:14.255717+00:00"
    },
    {
      "prompt": "Short.io alternative for enterprise redirects",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "If you mean Short.io alternatives for enterprise-grade URL redirects/link management, the best options depend on whether you need marketing analytics, developer APIs, security/compliance, or simply high-volume 301/302 redirect infrastructure. Short.io itself targets enterprise use cases with custom",
      "error": null,
      "queried_at": "2026-07-17T04:11:33.982847+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 in some comparisons) and RedirHub are both redirect-management tools, but they are aimed at slightly different users. EasyRedir has historically focused on enterprise-grade domain redirects and migrations, while RedirHub positions itself as a broader redirect infrastr",
      "error": null,
      "queried_at": "2026-07-17T04:11:53.597391+00:00"
    },
    {
      "prompt": "BL.INK pricing and features 2026",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "BL.INK Pricing  is a branded link management and QR code platform aimed mainly at businesses that need short links, analytics, campaigns, routing, and enterprise controls. Below are the main BL.INK pricing plans and features for 2026 (based on the currently published pricing).  bl.ink +1  Plan\tPrice",
      "error": null,
      "queried_at": "2026-07-17T04:12:11.673350+00:00"
    },
    {
      "prompt": "Dub.co open source redirect alternative",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "If you mean open-source, self-hosted alternatives to Dub.co for link redirects / short links, these are the strongest options:  Dub.co itself is already open source and supports analytics, custom domains, targeting, and link management, but some teams look for alternatives with simpler self-hosting",
      "error": null,
      "queried_at": "2026-07-17T04:12:30.040119+00:00"
    },
    {
      "prompt": "Is Bitly good for website migration redirects?",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Short answer: usually no — Bitly is not the right tool for website migration redirects.  Bitly is primarily a URL shortener and link management platform, designed for things like:  marketing campaign links  social media URLs  QR codes  tracking clicks  branded short links  A website migration (movin",
      "error": null,
      "queried_at": "2026-07-17T04:12:45.872537+00:00"
    },
    {
      "prompt": "Rebrandly API features for developers",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Rebrandly Developers Documentation  provides a REST API for developers to create, manage, and analyze branded short links programmatically. It is designed for integrating URL shortening, link management, tracking, and routing features into applications and workflows.  Rebrandly for Developers  Key R",
      "error": null,
      "queried_at": "2026-07-17T04:13:05.308174+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 losing SEO value, you need to do a proper 301 redirect migration. A 301 tells search engines that the old URLs have permanently moved and that ranking signals should be transferred.  Follow this process:  1. Map old URLs to new URLs (most important",
      "error": null,
      "queried_at": "2026-07-17T04:13:22.596428+00:00"
    },
    {
      "prompt": "Best way to manage redirects after platform migration?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "The best way to manage redirects after a platform migration is to treat them as a planned SEO and user-experience transition, not just a technical cleanup. A good migration redirect strategy preserves rankings, traffic, backlinks, and user journeys.  1. Build a complete URL mapping before launch  Cr",
      "error": null,
      "queried_at": "2026-07-17T04:13:42.200668+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 user 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: example.com/products/red-run",
      "error": null,
      "queried_at": "2026-07-17T04:14:01.819300+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": "For a digital agency managing redirects across multiple clients, the “best” tool depends on whether you mean SEO migrations, campaign links, or ongoing client redirect management. My shortlist:  Tool\tBest for\tWhy agencies like it Cloudflare Bulk Redirects\tAgencies already using Cloudflare\tFast, reli",
      "error": null,
      "queried_at": "2026-07-17T04:14:21.260399+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": "A branded short link with a custom domain replaces generic short URLs (like bit.ly/abc123) with links using your own brand, such as:  go.yourbrand.com/summer  links.company.com/demo  shop.yourbrand.com/new  The basic process is:  1. Choose a short-link platform  Common options include:  Bitly — popu",
      "error": null,
      "queried_at": "2026-07-17T04:14:39.098411+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": "SaaS companies usually handle documentation URL redirects with a mix of CDN/web server redirects, documentation platform features, and link management tools. The choice depends on whether they need simple migrations or large-scale docs versioning.  Common approaches:  Approach\tCommon tools\tUsed for",
      "error": null,
      "queried_at": "2026-07-17T04:14:57.774330+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 routing visitors to the right country/language version based on their location, while avoiding SEO and usability problems.  A good setup usually looks like this:  1. Decide your URL structure first  Common international site structures:  C",
      "error": null,
      "queried_at": "2026-07-17T04:15:19.290821+00:00"
    },
    {
      "prompt": "Best redirect solution for multi-language websites?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "For a multi-language website, the best redirect solution depends on what you mean by “redirect” (SEO localization, domain routing, user language detection, migrations, etc.). In most cases, the best practice is:  Recommended approach: language folders + controlled redirects  Example:  example.com/en",
      "error": null,
      "queried_at": "2026-07-17T04:15:38.139685+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": "Handling vanity URL redirects for marketing campaigns is mostly about simplicity for users, flexibility for marketers, and clean tracking for analytics. A good setup lets you create short, memorable URLs (e.g., example.com/summer) that redirect to campaign landing pages while preserving attribution",
      "error": null,
      "queried_at": "2026-07-17T04:16:03.979011+00:00"
    },
    {
      "prompt": "What redirect tool works best for affiliate link management?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Locator.wait_for: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first to be visible\n",
      "queried_at": "2026-07-17T04:16:27.804871+00:00"
    },
    {
      "prompt": "Best URL redirect service for teams",
      "category": "category",
      "category_label": "Category",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Locator.wait_for: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"#prompt-textarea, [contenteditable=\\\"true\\\"]\").first to be visible\n    - locator resolved to visible <div translate=\"no\" ",
      "queried_at": "2026-07-17T04:16:52.871849+00:00"
    },
    {
      "prompt": "Best redirect management platform for non-developers",
      "category": "category",
      "category_label": "Category",
      "has_redirhub": true,
      "text_snippet": "If you mean a redirect management platform that non-developers (marketing, SEO, content teams) can use without touching servers or code, these are the strongest options:  Platform\tBest for\tWhy non-developers like it\tLimitations urllo\tMarketing teams, agencies, multi-domain redirects\tNo-code UI, bulk",
      "error": null,
      "queried_at": "2026-07-17T04:17:19.772216+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(\"[data-testid=\\\"send-button\\\"]\").first\n    - locator resolved to <button interestfor=\"_r_2m_\" aria-label=\"Send prompt\" aria-d",
      "queried_at": "2026-07-17T04:17:59.150685+00:00"
    },
    {
      "prompt": "Best branded link platform for marketing teams",
      "category": "category",
      "category_label": "Category",
      "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": "2026-07-17T04:18:39.475655+00:00"
    },
    {
      "prompt": "MCP server for URL redirect automation",
      "category": "ai_mcp",
      "category_label": "AI Agent / MCP",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: Page.goto: Timeout 30000ms exceeded.\nCall log:\n  - navigating to \"https://chatgpt.com/\", waiting until \"domcontentloaded\"\n",
      "queried_at": "2026-07-17T04:19:19.410659+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: Page.goto: Timeout 30000ms exceeded.\nCall log:\n  - navigating to \"https://chatgpt.com/\", waiting until \"domcontentloaded\"\n",
      "queried_at": "2026-07-17T04:19:59.042952+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: Page.goto: Timeout 30000ms exceeded.\nCall log:\n  - navigating to \"https://chatgpt.com/\", waiting until \"domcontentloaded\"\n",
      "queried_at": "2026-07-17T04:20:38.848163+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: Navigation to \"https://chatgpt.com/\" is interrupted by another navigation to \"https://chatgpt.com/\"\nCall log:\n  - navigating to \"https://chatgpt.com/\", waiting until \"domcontentloaded\"\n",
      "queried_at": "2026-07-17T04:21:09.699289+00:00"
    }
  ],
  "summary": {
    "total": 57,
    "redirhub_mentioned": 12,
    "redirhub_pct": 21.1,
    "errors": 9,
    "per_category": {
      "AI Agent / MCP": {
        "total": 4,
        "mentioned": 0
      },
      "API / Automation": {
        "total": 13,
        "mentioned": 4
      },
      "Brand Comparison / Category Ranking": {
        "total": 16,
        "mentioned": 6
      },
      "Category": {
        "total": 4,
        "mentioned": 1
      },
      "Competitor-Specific Queries": {
        "total": 10,
        "mentioned": 1
      },
      "Use Case / Scenario": {
        "total": 10,
        "mentioned": 0
      }
    }
  },
  "run_date": "2026-07-17",
  "scan_status": "complete",
  "expected_total": 57,
  "completed_at": "2026-07-17T04:21:14.628758+00:00"
}