{
  "timestamp": "2026-06-23T06:20:07.131190+00:00",
  "metadata": {
    "source": "ChatGPT Web UI (via VNC Chrome CDP)",
    "version": "1.0.0",
    "platform": "chatgpt.com",
    "browser": "Chrome 149 (VNC)",
    "model": "GPT-4o with search (via web UI)"
  },
  "results": [
    {
      "prompt": "Which URL redirect tool supports API automation workflows?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If you're looking for a URL redirect management tool that can be automated through APIs and integrated into workflows, redirect.pizza is a strong option. It provides a REST API for creating, updating, listing, and deleting redirects, along with SDK support and a Terraform provider for infrastructure",
      "error": null,
      "queried_at": "2026-06-23T06:01:29.564910+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 your goal is to create, update, delete, and manage redirects programmatically, there are several good options depending on whether you want SaaS or self-hosted.  SaaS options Service\tREST API\tNotes Bitly \tYes\tMature API for branded links, redirects, analytics, custom domains. TinyURL \tYes\tSupport",
      "error": null,
      "queried_at": "2026-06-23T06:01:49.182947+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 or service you're creating redirects on.  For example:  Cloudflare → Redirect Rules can be managed through the Cloudflare API.  Vercel → Redirects are usually configured in project settings or vercel.json; some aspects can be managed through the API.  Netlify → Redirects",
      "error": null,
      "queried_at": "2026-06-23T06:02:06.425268+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/checking tools specifically support integration with CI/CD pipelines, several do:  RedirectCheck  provides a REST API designed for automated redirect auditing and can be integrated directly into CI/CD pipelines to validate 301/302 redirects during deploymen",
      "error": null,
      "queried_at": "2026-06-23T06:02:23.717369+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 changes\" you mean when a redirect rule is created, updated, or deleted, surprisingly few redirect-management platforms expose first-class webhooks for configuration changes.  Some options:  RedirectFlow appears to support webhooks and advertises \"real-time notifications for redirect",
      "error": null,
      "queried_at": "2026-06-23T06:02:40.908794+00:00"
    },
    {
      "prompt": "Best API-first URL redirect service for developers?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If by API-first you mean:  The API is the primary product (not an afterthought)  Fast redirect performance  Custom domains  Analytics/webhooks  Infrastructure reliability  Good developer experience  then I'd group the options into three tiers.  Best overall: Short.io  Short.io is probably the closes",
      "error": null,
      "queried_at": "2026-06-23T06:03:04.438436+00:00"
    },
    {
      "prompt": "How to bulk update redirects programmatically?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "It depends on what kind of redirects you're updating and where they're stored. Common scenarios:  1. Database-backed redirects  If redirects are stored in a database table, you can update them in bulk with SQL:  SQL UPDATE redirects SET target_url = REPLACE(target_url, '/old-path/', '/new-path/') WH",
      "error": null,
      "queried_at": "2026-06-23T06:03:23.586965+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 redirect management or link-shortening platform that offers a native MCP (Model Context Protocol) server for AI agents, the strongest options currently are:  Platform\tMCP Server\tWhat AI Agents Can Do RedirHub \tNative first-party MCP\tCreate, update, test, monitor",
      "error": null,
      "queried_at": "2026-06-23T06:03:41.718873+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) for URL redirect management means exposing your redirect system as a set of tools that an AI agent can discover and call directly. Instead of logging into a dashboard and manually creating redirects, you tell the AI what you want, and it invokes redirect-management",
      "error": null,
      "queried_at": "2026-06-23T06:04:09.690681+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 redirect management, link-shortening, or redirect-inspection platforms that expose functionality through MCP, here are the notable ones I found:  Tool\tMCP Support\tWhat MCP Can Do RedirHub \tNative MCP server\tCreate, update, delete, list, bulk import, analyze, and m",
      "error": null,
      "queried_at": "2026-06-23T06:04:29.213365+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 service that an AI agent (Claude, ChatGPT agents, Cursor, Codex, custom MCP agents, etc.) can directly manage through tools rather than a human dashboard, the field is still very small.  The clearest example I found is:  RedirHub  —",
      "error": null,
      "queried_at": "2026-06-23T06:04:55.611312+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, update, and maintain redirects for your website, ChatGPT cannot directly control your domain or DNS by itself. However, there are a few ways to make it part of the workflow.  Option 1: ChatGPT writes redirect rules for",
      "error": null,
      "queried_at": "2026-06-23T06:05:17.520543+00:00"
    },
    {
      "prompt": "MCP server for URL redirection automation?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If by “URL redirection automation” you mean an MCP server that lets an AI agent create, update, and manage website redirects, the most purpose-built option I found is:  RedirHub MCP Server  — exposes tools for creating, updating, deleting, bulk-importing, and monitoring URL redirects through MCP. It",
      "error": null,
      "queried_at": "2026-06-23T06:05:43.576552+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, how dynamic the redirects are, and whether you need analytics.  For most people: Cloudflare  Cloudflare  Why it's often the best choice:  Free or low-cost for many use cases  Fast global edge network  Redirects happen close to the visitor  Su",
      "error": null,
      "queried_at": "2026-06-23T06:06:03.842551+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 choose Cloudflare  unless you have a specific requirement that it can't meet.  Best options Service\tBest for\tPros\tCons Cloudflare \tMost people\tFast, reliable, inexpensive, DNS",
      "error": null,
      "queried_at": "2026-06-23T06:06:23.219686+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 asking for the best URL redirect management service in 2026 (not just URL shortening), the answer depends on scale and workflow.  Top Picks for 2026 Use Case\tService\tWhy It Stands Out Best overall for enterprises\turllo \tCentralized redirect management, APIs, analytics, SSO, audit logs, bul",
      "error": null,
      "queried_at": "2026-06-23T06:06:45.765787+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": "Quick Summary  If your primary goal is URL redirect management for domains, migrations, and infrastructure, RedirHub is more specialized.  If your goal is marketing links, branded short URLs, QR codes, and campaign analytics, Bitly remains the more established platform.  Feature Comparison Feature\tR",
      "error": null,
      "queried_at": "2026-06-23T06:07:07.370369+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 Target user\tMarketing, S",
      "error": null,
      "queried_at": "2026-06-23T06:07:27.807525+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 your goal is enterprise redirect management (not just URL shortening), I'd look beyond the typical Bitly competitors and focus on platforms that provide:  Centralized 301/302 redirect management  Multiple domains and brands  Role-based access control  APIs and automation  Traffic routing rules (g",
      "error": null,
      "queried_at": "2026-06-23T06:07:50.466683+00:00"
    },
    {
      "prompt": "Best redirect tool for small business?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "For most small businesses, the best redirect tool depends on how complex your needs are:  1. Simple website redirects (best value)  Cloudflare Redirect Rules via Cloudflare  Easy to set up  Fast global performance  Handles 301/302 redirects  Works well for domain migrations and old-page redirects  O",
      "error": null,
      "queried_at": "2026-06-23T06:08:16.155398+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 just need simple URL forwarding  My top picks are:  TinyURL  Free  No signup required  Custom aliases  Very reliable and long-established  Best for occasional redirects and short links  MiniLy  Open-source  Modern dashboard  Developer-fr",
      "error": null,
      "queried_at": "2026-06-23T06:08:42.664922+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 / link management platforms in 2026, the market has largely split into four categories:  Platform\tBest For\tStrengths\tWeaknesses Bitly\tEnterprise\tStrong brand, integrations, analytics, team features\tExpensive, restrictive free tier  Zapier +1  Rebrandly\tMarketing team",
      "error": null,
      "queried_at": "2026-06-23T06:09:06.381193+00:00"
    },
    {
      "prompt": "RedirHub vs Rebrandly vs redirect.pizza — which is better?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "If you're choosing specifically between RedirHub, Rebrandly, and redirect.pizza, the answer depends on whether you care most about marketing links, redirect infrastructure, or simplicity.  Feature\tRedirHub\tRebrandly\tredirect.pizza Primary focus\tRedirect management + routing\tBranded short links & mar",
      "error": null,
      "queried_at": "2026-06-23T06:09:29.956692+00:00"
    },
    {
      "prompt": "Which redirect service do developers recommend?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "If by \"redirect service\" you mean a URL shortener / link redirect platform, developers most commonly recommend:  Bitly  The industry standard and most widely recognized.  Strong analytics, custom domains, QR codes, API support.  Often the default recommendation for businesses and marketing teams.  W",
      "error": null,
      "queried_at": "2026-06-23T06:09:49.360371+00:00"
    },
    {
      "prompt": "Best website migration redirect tool?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "If you're doing a serious SEO-sensitive website migration, the best tool depends on scale:  For most SEO professionals: URLMatcher  Purpose-built for migrations.  Automatic URL matching with confidence scores.  Includes post-launch validation, 404 recovery, and migration monitoring.  Handles large U",
      "error": null,
      "queried_at": "2026-06-23T06:10:16.306037+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 service for URL forwarding, domain redirects, or link management, there isn't one universally agreed winner, but a few consistently stand out in reviews and community discussions.  Service\tBest For\tStrengths\tWeaknesses Bitly \tOverall link management\tMature platfor",
      "error": null,
      "queried_at": "2026-06-23T06:10:37.614363+00:00"
    },
    {
      "prompt": "Cheapest URL redirect service with full features?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "If by \"full features\" you mean:  HTTPS redirects  301/302/307 support  Path preservation (/old/page → /new/page)  Query-string forwarding  Wildcards/regex  Analytics  API access  Multiple domains  then the cheapest options are:  Service\tCost\tHTTPS\tPath forwarding\tAnalytics\tAPI\tNotes Cloudflare Redir",
      "error": null,
      "queried_at": "2026-06-23T06:10:57.062437+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 solving:  Site migrations and redirect mapping  Ongoing redirect hosting/management across clients  Enterprise governance and collaboration  404 monitoring and redirect opportunities  Best Overall for SEO Agencies",
      "error": null,
      "queried_at": "2026-06-23T06:11:40.903078+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": "From the public feedback I could find, the overall sentiment toward RedirHub  is generally positive, but there are a few caveats.  What users like  The strongest recurring themes are:  Easy setup — many reviewers say they were able to configure redirects quickly without dealing with web servers, Ngi",
      "error": null,
      "queried_at": "2026-06-23T06:12:02.387861+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 lets you change the destination URL behind an existing short link or QR code without changing the short URL itself. This is useful for updating campaigns, fixing broken destinations, or repurposing marketing links. When you redirect a Bitly link, any associated QR codes a",
      "error": null,
      "queried_at": "2026-06-23T06:12:22.339990+00:00"
    },
    {
      "prompt": "Rebrandly vs Bitly for branded links",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "If your primary goal is branded links, I'd generally lean toward Rebrandly  over Bitly .  Quick comparison Feature\tRebrandly\tBitly Custom branded domains\tCore focus of the platform\tAvailable, but more restricted on lower tiers Multiple branded domains\tStrong support\tMore limited depending on plan Dy",
      "error": null,
      "queried_at": "2026-06-23T06:12:41.611967+00:00"
    },
    {
      "prompt": "Cloudflare redirect rules limitations",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Cloudflare Redirect Rules have several important limitations depending on whether you're using Single Redirects or Bulk Redirects.  Single Redirects  Free plan  Up to 10 redirect rules per zone  Wildcards supported  No regex support  Pro plan  Up to 25 rules  Wildcards supported  No regex support  B",
      "error": null,
      "queried_at": "2026-06-23T06:13:00.939458+00:00"
    },
    {
      "prompt": "redirect.pizza pricing and features review",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "redirect.pizza review (2026)  redirect.pizza  is a specialized SaaS for managing domain and URL redirects without maintaining your own web server, reverse proxy, or SSL certificates. It is particularly useful for domain migrations, rebrands, parked domains, marketing URLs, and consolidating multiple",
      "error": null,
      "queried_at": "2026-06-23T06:13:24.988960+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 evaluating Short.io for enterprise-grade redirects, the best alternative depends on whether your priority is branding, analytics, governance, developer tooling, or scale.  Top Enterprise Alternatives Platform\tBest For\tEnterprise Features\tNotes Bitly \tLarge marketing organizations\tSSO, gove",
      "error": null,
      "queried_at": "2026-06-23T06:13:45.480301+00:00"
    },
    {
      "prompt": "EasyRedir vs RedirHub comparison",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": true,
      "text_snippet": "If you're evaluating EasyRedir  versus RedirHub , the right choice depends on whether your priority is enterprise-grade redirect management or broader routing/automation features.  Category\tEasyRedir\tRedirHub Core focus\tDomain forwarding, URL redirects, website migrations\tRedirects, link management,",
      "error": null,
      "queried_at": "2026-06-23T06:14:04.824493+00:00"
    },
    {
      "prompt": "BL.INK pricing and features 2026",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "BL.INK's 2026 offering is split between BL.INK Core (self-service link management and QR codes), Enterprise (customized large-scale deployments), and specialized products such as CXP and GS1 Digital Link solutions.  bl.ink +1  Pricing (2026) Plan\tMonthly Price\tActive Links\tUsers\tDomains\tDynamic Link",
      "error": null,
      "queried_at": "2026-06-23T06:14:26.239575+00:00"
    },
    {
      "prompt": "Dub.co open source redirect alternative",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "If you're looking for an open-source alternative to Dub.co specifically for redirects, short links, analytics, and self-hosting, these are the strongest options:  Project\tBest For\tAnalytics\tCustom Domains\tSelf-Hosted\tLicense Kutt\tClosest overall Dub alternative\t✅\t✅\t✅\tMIT Shlink\tAPI-first deployments",
      "error": null,
      "queried_at": "2026-06-23T06:14:50.400757+00:00"
    },
    {
      "prompt": "Is Bitly good for website migration redirects?",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "For a website migration, I generally would not use Bitly  as the primary redirect solution.  Why Bitly is usually the wrong tool for migration redirects  When you migrate a website, you typically want:  301 redirects from old URLs to new URLs  Redirects hosted on your own domain  Maximum SEO value p",
      "error": null,
      "queried_at": "2026-06-23T06:15:15.236152+00:00"
    },
    {
      "prompt": "Rebrandly API features for developers",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "For developers, Rebrandly's API is focused on building and managing branded short-link infrastructure at scale. It provides REST APIs, SDKs, authentication options, analytics, QR-code support, and domain management capabilities.  Rebrandly for Developers +1  Core API Features Feature\tWhat it enables",
      "error": null,
      "queried_at": "2026-06-23T06:15:35.005202+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 domain migration, not just a redirect.  1. Use 301 Redirects for Every URL  Redirect each old URL to its exact equivalent on the new domain.  Good:  oldsite.com/blog/seo-guide → 301 → newsite.com/blog/seo-guide",
      "error": null,
      "queried_at": "2026-06-23T06:15:56.766612+00:00"
    },
    {
      "prompt": "Best way to manage redirects after platform migration?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "After a platform migration (new CMS, e-commerce platform, framework, etc.), the most important goal is to preserve SEO value, user bookmarks, and inbound links while minimizing broken pages.  Recommended approach 1. Create a complete URL mapping  Build a spreadsheet with:  Old URL\tNew URL\tRedirect T",
      "error": null,
      "queried_at": "2026-06-23T06:16:18.248273+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 to preserve SEO value, avoid broken links, and maintain a good user experience when products change.  Common scenarios and how they're handled Situation\tTypical Redirect Strategy Product URL changes (e.g., slug updated)\t301 redirect from old UR",
      "error": null,
      "queried_at": "2026-06-23T06:16:39.904609+00:00"
    },
    {
      "prompt": "What redirect tool is best for digital agencies managing clients?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": true,
      "text_snippet": "For a digital agency managing redirects across multiple client websites, I'd evaluate tools on:  Multi-client account structure  Bulk import/export of redirects  Domain and migration management  Analytics and 404 monitoring  Team permissions  API access  SEO-friendly 301/302 handling  My recommendat",
      "error": null,
      "queried_at": "2026-06-23T06:17:05.435200+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 domain is straightforward. The basic idea is:  Buy or use a domain you own (e.g., go.yourcompany.com).  Connect that domain to a link-shortening service.  Create short URLs like go.yourcompany.com/demo instead of generic links such as bit.ly/abc123.  Why us",
      "error": null,
      "queried_at": "2026-06-23T06:17:27.936197+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": "Most SaaS companies don't use a dedicated \"documentation redirect system.\" They typically handle redirects at one of four layers:  1. CDN / Edge Redirects (very common)  This is the most common approach for mature SaaS companies because redirects happen before the request reaches the docs applicatio",
      "error": null,
      "queried_at": "2026-06-23T06:17:56.115540+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 user experience on international sites, but they can also create SEO and usability problems if implemented incorrectly. The recommended approach today is usually geo-suggestions rather than forced redirects.  Recommended Architecture  Suppose you have:  example.com (g",
      "error": null,
      "queried_at": "2026-06-23T06:18:25.129360+00:00"
    },
    {
      "prompt": "Best redirect solution for multi-language websites?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "Query error: 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": "2026-06-23T06:19:01.909917+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": "Vanity URL redirects are short, memorable URLs (e.g., brand.com/summer or go.brand.com/demo) that redirect visitors to longer campaign landing pages. A good setup balances branding, tracking, analytics, and maintainability.  Recommended approach 1. Use permanent or temporary redirects appropriately",
      "error": null,
      "queried_at": "2026-06-23T06:19:30.346724+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.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": "2026-06-23T06:20:06.919524+00:00"
    }
  ],
  "summary": {
    "total": 49,
    "redirhub_mentioned": 15,
    "redirhub_pct": 30.6,
    "errors": 2,
    "per_category": {
      "API / Automation": {
        "total": 13,
        "mentioned": 7
      },
      "Brand Comparison / Category Ranking": {
        "total": 16,
        "mentioned": 6
      },
      "Competitor-Specific Queries": {
        "total": 10,
        "mentioned": 1
      },
      "Use Case / Scenario": {
        "total": 10,
        "mentioned": 1
      }
    }
  },
  "run_date": "2026-06-23",
  "scan_status": "complete",
  "expected_total": 49,
  "completed_at": "2026-06-23T06:20:07.131165+00:00"
}