{
  "timestamp": "2026-06-16T08:05:17.647044+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": "What redirect service has a REST API for programmatic management?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If by \"redirect service\" you mean a hosted platform where you can create and manage URL redirects programmatically, several options provide REST APIs:  Service\tREST API\tTypical use case urllo \tYes\tLarge-scale 301/302 redirect management, migrations, SEO redirects.  urllo  RedirHub \tYes\tFull CRUD API",
      "error": null,
      "queried_at": "2026-06-16T06:08:03.596190+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 trying to create redirects on (e.g., Cloudflare, Netlify, Vercel, WordPress, Shopify, Nginx, Apache, a custom application, etc.). Each has a different API.  In general, redirect automation looks like this:  Store redirect definitions in a source of truth (CSV, dat",
      "error": null,
      "queried_at": "2026-06-16T06:08:20.690280+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 redirect-management tools that support automation, several redirect tools integrate with CI/CD pipelines through APIs or infrastructure-as-code workflows:  RedirectCheck  provides a REST API that can be used in CI/CD pipelines to automatically audit and validate redirects duri",
      "error": null,
      "queried_at": "2026-06-16T06:08:39.768566+00:00"
    },
    {
      "prompt": "What redirect service supports webhooks for redirect changes?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If you mean a URL redirect/short-link service that can notify your system whenever a redirect destination is changed, that's actually a fairly uncommon feature.  Some options that explicitly mention webhooks include:  l2y.io  — advertises an API plus webhooks as part of its developer features. It ap",
      "error": null,
      "queried_at": "2026-06-16T06:08:59.246915+00:00"
    },
    {
      "prompt": "Best API-first URL redirect service for developers?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If you're a developer and your primary requirement is API-first redirect management (not marketing campaigns), I'd rank the options like this:  1. Dub.co  Best overall for developers.  Why:  API-first architecture  Excellent documentation  Open source  Custom domains  Link analytics  Webhooks  SDKs",
      "error": null,
      "queried_at": "2026-06-16T06:09:27.053230+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 trying to update:  Website redirects (Apache, Nginx, IIS, Cloudflare, Vercel, Netlify, etc.)  CMS redirects (e.g., WordPress plugins, Shopify, Drupal)  Application-level redirects (Node.js, Python, PHP, Java, .NET)  SEO migration redirects (large URL mappi",
      "error": null,
      "queried_at": "2026-06-16T06:09:44.388469+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 specifically looking for a redirect management platform with a native MCP server for AI agents, the clearest example I've found is:  1. RedirHub  RedirHub provides a dedicated MCP server that allows AI agents (Claude, Cursor, Codex, OpenAI Agents SDK, LangChain agents, etc.) to:  Create re",
      "error": null,
      "queried_at": "2026-06-16T06:10:08.077107+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": "MCP (Model Context Protocol) is a standard way to let AI assistants interact with external systems and tools. Instead of asking an AI to merely suggest redirect rules, you can give it direct access to a redirect management system through an MCP server, allowing the AI to create, update, audit, and a",
      "error": null,
      "queried_at": "2026-06-16T06:10:36.007755+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 platforms, the clearest examples with MCP support today are:  Tool\tMCP Integration\tWhat MCP Can Do RedirHub \tNative MCP server\tCreate, update, delete, list, bulk import, and analyze redirects directly from MCP-compatible AI clients.  redirhub.c",
      "error": null,
      "queried_at": "2026-06-16T06:10:57.404496+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 services that an AI agent (Claude, ChatGPT-based agents, Cursor, Codex, custom MCP agents, etc.) can directly create, modify, and monitor redirects through an agent interface rather than a human dashboard, there are currently only a few purpos",
      "error": null,
      "queried_at": "2026-06-16T06:11:23.820870+00:00"
    },
    {
      "prompt": "How to let ChatGPT manage my domain redirects?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "There are a few ways to let ChatGPT help manage domain redirects, depending on how much automation you want.  Option 1: ChatGPT generates redirect rules for you  You tell ChatGPT:  Your domain provider (Cloudflare, Vercel, Netlify, Nginx, Apache, AWS, etc.)  Source URLs  Destination URLs  Example:",
      "error": null,
      "queried_at": "2026-06-16T06:11:50.528280+00:00"
    },
    {
      "prompt": "MCP server for URL redirection automation?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If by “MCP server” you mean a Model Context Protocol server that lets an AI agent automate URL redirects, there isn't a widely adopted MCP server dedicated solely to URL redirection. The usual approach is to expose redirect-management functionality through a custom MCP server that talks to your infr",
      "error": null,
      "queried_at": "2026-06-16T06:12:09.678052+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 whether you need simple forwarding for a few domains or enterprise-grade traffic management for hundreds or thousands of domains.  Best overall options Platform\tBest for\tStrengths\tWeaknesses Cloudflare \tMost users\tFast, free tier, DNS + redirects together, page rules,",
      "error": null,
      "queried_at": "2026-06-16T06:12:32.165515+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 have multiple domains point to one primary domain, I would generally avoid a dedicated third-party redirect service and use DNS + redirects at your registrar, DNS provider, or hosting platform.  Good options:  Cloudflare (my default recommendation)  Use Cloudflare DNS and e",
      "error": null,
      "queried_at": "2026-06-16T06:12:51.443917+00:00"
    },
    {
      "prompt": "Best URL redirect management service 2026?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "If by “URL redirect management” you mean managing thousands of 301/302 redirects, domain migrations, wildcard rules, geo/device routing, APIs, analytics, and team workflows—not just link shortening—then the leaders in 2026 fall into a few different categories.  Use case\tBest choice\tWhy Enterprise we",
      "error": null,
      "queried_at": "2026-06-16T06:13:16.169158+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 need is domain and URL redirect management (301/302 redirects, domain migrations, wildcard redirects, HTTPS forwarding), RedirHub is more specialized and likely simpler.  If your primary need is link shortening, marketing campaigns, branded short links, QR codes, and a",
      "error": null,
      "queried_at": "2026-06-16T06:13:46.124311+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 with Cloudflare Redirect Rules, the main difference is that they solve different problems.  Category\tRedirHub\tCloudflare Redirect Rules Primary focus\tDedicated redirect management platform\tRedirects as part of CDN/DNS infrastructure Target user\tSEO, marketing, operations",
      "error": null,
      "queried_at": "2026-06-16T06:14:09.498289+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 by enterprise redirect management you mean more than just URL shortening—things like large-scale 301/302 management, branded domains, traffic routing, migrations, APIs, governance, analytics, and SEO-safe redirects—then there are several strong alternatives to Bitly.  Best enterprise alternatives",
      "error": null,
      "queried_at": "2026-06-16T06:14:34.657980+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 URL redirects/domain forwarding, the best choice depends on how much complexity you need:  For most small businesses: Cloudflare Redirect Rules  Easy to set up if your website already uses Cloudflare.  Handles 301 and 302 redirects.  Fast, reliable, and inexpensive.  G",
      "error": null,
      "queried_at": "2026-06-16T06:14:56.163201+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 a simple free redirect  The best option for most people is TinyURL .  Pros  Free  No signup required  Custom aliases available  Links generally don't expire  Very reliable and has existed since 2002  U2L +1  Cons  Limited analy",
      "error": null,
      "queried_at": "2026-06-16T06:15:15.636349+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 evaluating URL redirect / link management platforms in 2026, the market has largely split into four categories:  Platform\tBest For\tStrengths\tWeaknesses Bitly \tEnterprise teams\tBrand recognition, reliability, analytics, governance\tExpensive, limited free tier  Linkly +1  Rebrandly \tMarketin",
      "error": null,
      "queried_at": "2026-06-16T06:15:50.807282+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 need marketing links, website/domain redirects, or large-scale redirect management.  Feature\tRedirHub\tRebrandly\tredirect.pizza Primary focus\tRedirect management + routing\tBranded sho",
      "error": null,
      "queried_at": "2026-06-16T06:16:14.601186+00:00"
    },
    {
      "prompt": "Which redirect service do developers recommend?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "It depends on what you mean by \"redirect service.\"  If you just need domain forwarding / URL redirects  Developers commonly recommend:  Cloudflare Redirect Rules  — often the default recommendation because it's fast, reliable, inexpensive, and integrated with DNS.  EasyRedir  — popular for marketing",
      "error": null,
      "queried_at": "2026-06-16T06:16:36.684471+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 website migration with hundreds or thousands of URLs, the best tool depends on your workflow:  Best Overall: WISLR  Purpose-built for SEO migrations.  Upload old and new URL lists and automatically generate redirect mappings.  Handles very large sites (10k+ URLs).  Provides confide",
      "error": null,
      "queried_at": "2026-06-16T06:16:56.430847+00:00"
    },
    {
      "prompt": "What redirect service has the best reviews?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "If by “best reviews” you mean the combination of professional reviews, user sentiment, and community recommendations, three services consistently come out on top:  Service\tBest for\tStrengths\tWeaknesses Rebrandly \tMarketing teams & branded links\tCustom domains, strong branding, analytics, QR codes\tMo",
      "error": null,
      "queried_at": "2026-06-16T06:17:17.868975+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:  HTTPS support  301/302/307/308 redirects  Path forwarding (old.com/foo → new.com/foo)  Wildcards / regex  Query string forwarding  Analytics  API  Multiple domains  then the cheapest serious options are:  Service\tFree tier\tHTTPS\tPath forwarding\tAnalytics\tAPI\tNotes re",
      "error": null,
      "queried_at": "2026-06-16T06:17:39.542032+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, I'd split redirect management tools into two categories:  1. Best overall for ongoing agency redirect management  urllo  Built specifically around centralized redirect management.  Multi-domain and multi-client friendly.  Bulk imports, APIs, team permissions, audit logs, SSO.  Let",
      "error": null,
      "queried_at": "2026-06-16T06:18:22.334470+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 only a small number of independent reviews available, so I'd treat the evidence as limited rather than conclusive.  What users praise  The most common themes are:  Easy setup and manage",
      "error": null,
      "queried_at": "2026-06-16T06:18:45.697193+00:00"
    },
    {
      "prompt": "Bitly redirect management features and pricing",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Here's a concise overview of redirect management features and pricing for Bitly  as of June 2026.  Redirect Management Features  Bitly's redirect management capabilities go beyond simple URL shortening:  Feature\tFree\tCore\tGrowth\tPremium\tEnterprise Short links\t✓\t✓\t✓\t✓\t✓ Edit link destination (redirec",
      "error": null,
      "queried_at": "2026-06-16T06:19:13.070640+00:00"
    },
    {
      "prompt": "Rebrandly vs Bitly for branded links",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "If your main goal is branded links, I would generally choose Rebrandly  over Bitly  today.  Quick comparison Category\tRebrandly\tBitly Branded custom domains\tStrong focus, available on lower-tier plans\tAvailable, but often requires higher-tier plans Link management\tExcellent\tGood Analytics\tStrong mar",
      "error": null,
      "queried_at": "2026-06-16T06:19:38.587990+00:00"
    },
    {
      "prompt": "Cloudflare redirect rules limitations",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Cloudflare Redirect Rules have a few important limitations that often surprise people:  Single Redirects Plan\tMax Rules Free\t10 Pro\t25 Business\t50 Enterprise\t300  Single Redirects support:  Static redirects  Wildcard matching (*)  Dynamic replacements (${1}, ${2}, etc.)  301, 302, 307, 308 status co",
      "error": null,
      "queried_at": "2026-06-16T06:19:59.790246+00:00"
    },
    {
      "prompt": "redirect.pizza pricing and features review",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "redirect.pizza  is a specialized domain and URL redirect management service aimed at marketers, SEOs, agencies, and businesses that need reliable redirects without running their own web servers.  Quick verdict  Strengths  Very easy setup for domain redirects  Automatic HTTPS/SSL management  Strong S",
      "error": null,
      "queried_at": "2026-06-16T06:20:27.816653+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 strongest alternatives depend on what matters most: governance, scale, analytics, routing flexibility, or self-hosting.  Platform\tBest for\tEnterprise features\tPotential downside Bitly \tLarge organizations needing a proven platform\tSSO",
      "error": null,
      "queried_at": "2026-06-16T06:20:52.811300+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 vs RedirHub for domain forwarding, website migrations, or large-scale redirect management, the biggest differences come down to target audience, automation, and pricing philosophy.  Feature\tEasyRedir \tRedirHub  Primary focus\tEnterprise redirect management and site migr",
      "error": null,
      "queried_at": "2026-06-16T06:21:20.430254+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  offers four public self-service plans plus a custom Enterprise tier. The platform focuses on branded URL shortening, QR codes, link management, analytics, and enterprise-grade security.  bl.ink +1  Pricing Plan\tMonthly Price\tUsers\tDomains\tActive Links\tDynamic Links Expert+\t$48/mo",
      "error": null,
      "queried_at": "2026-06-16T06:21:44.387445+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 a self-hosted, open-source alternative to Dub.co  specifically for redirects, short links, and analytics, these are the strongest options:  Project\tBest for\tAnalytics\tCustom Domains\tAPI\tLicense Kutt \tClosest overall Dub alternative\t✅\t✅\t✅\tMIT Shlink\tAPI-first, production deploym",
      "error": null,
      "queried_at": "2026-06-16T06:22:06.083161+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 only for certain migration scenarios.  Using Bitly  for website migration redirects has some advantages:  Good use cases  Redirecting a small number of legacy URLs.  Temporary migrations where you need flexibility to change destinations later.  Marketing campaigns where click tracking and a",
      "error": null,
      "queried_at": "2026-06-16T06:22:31.231063+00:00"
    },
    {
      "prompt": "Rebrandly API features for developers",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "For developers, the Rebrandly API  provides a programmable platform for branded link management, analytics, QR codes, and campaign tracking that can be integrated into web apps, mobile apps, marketing automation tools, and internal systems.  Rebrandly +1  Core API Features 1. Branded Short Link Crea",
      "error": null,
      "queried_at": "2026-06-16T06:22:59.086966+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, the key is to make the move as transparent as possible to search engines and users.  1. Use Permanent (301) Redirects  Set up 301 redirects from every old URL to its most relevant new URL.  Good:  oldsite.com/blog/seo-tips → newsite.com/",
      "error": null,
      "queried_at": "2026-06-16T06:23:21.774629+00:00"
    },
    {
      "prompt": "Best way to manage redirects after platform migration?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "If you're migrating a website to a new platform, the safest approach is to treat redirects as a structured migration project rather than a post-launch cleanup.  1. Create a complete URL mapping  Export all existing URLs and map each old URL to its most relevant new destination.  Old URL\tNew URL /pro",
      "error": null,
      "queried_at": "2026-06-16T06:23:41.034412+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 usually treat product URLs as long-lived assets because changing them can hurt SEO, break backlinks, and create poor user experiences. When a product URL changes or a product is removed, they typically use one of several redirect strategies.  1. Product URL changes → 301 Redirect  I",
      "error": null,
      "queried_at": "2026-06-16T06:24:04.569800+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 sites, the \"best\" tool depends on whether you're focused on SEO migrations, marketing campaigns, or centralized client management.  If I were choosing for an agency today  1. urllo  — Best overall for agency redirect management  Centrali",
      "error": null,
      "queried_at": "2026-06-16T06:24:29.240653+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 typically involves four steps:  1. Buy or choose a short domain  Instead of using generic shorteners like bit.ly/example, use a domain you control:  yourbrand.co  go.yourcompany.com  links.yourcompany.com  app.yourbrand.com  Many companies use a dedi",
      "error": null,
      "queried_at": "2026-06-16T06:24:49.486754+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 handle documentation URL redirects at one of three layers:  1. CDN / Edge redirects (most common)  This is usually the preferred approach because redirects happen before the request reaches the docs application.  Common choices:  Cloudflare  — Redirect Rules, Bulk Redirects, Work",
      "error": null,
      "queried_at": "2026-06-16T06:25:12.401885+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 also one of the most common causes of SEO, usability, and indexing problems. In most cases, search engines recommend content adaptation rather than forced redirects.  Recommended approach  Instead of automatically redirecting eve",
      "error": null,
      "queried_at": "2026-06-16T06:25:40.275235+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 multilingual websites, the best approach is:  Use dedicated URLs for each language  example.com/en/  example.com/de/  example.com/fr/  Use hreflang tags to tell search engines which version serves which audience.  This is the SEO-standard solution.  Search engines can then show the correct",
      "error": null,
      "queried_at": "2026-06-16T06:26:01.451944+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": "2026-06-16T06:26:45.509326+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 your setup:  If you run a WordPress site  I'd pick Pretty Links  for most affiliate marketers. It gives you:  Clean branded URLs (yoursite.com/go/product)  301/302/307 redirects  Click tracking  Link categorization and management  Broken-link monitoring (paid plan",
      "error": null,
      "queried_at": "2026-06-16T06:27:11.386436+00:00"
    },
    {
      "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 lets you create, update, and manage redirects programmatically, several options stand out:  Tool\tAPI Support\tAutomation Features urllo \tFull REST API\tCI/CD integration, bulk redirect management, programmatic provisioning",
      "error": null,
      "queried_at": "2026-06-16T08:05:17.567425+00:00"
    }
  ],
  "summary": {
    "total": 49,
    "redirhub_mentioned": 14,
    "redirhub_pct": 28.6,
    "errors": 1,
    "per_category": {
      "API / Automation": {
        "total": 13,
        "mentioned": 6
      },
      "Brand Comparison / Category Ranking": {
        "total": 16,
        "mentioned": 6
      },
      "Competitor-Specific Queries": {
        "total": 10,
        "mentioned": 1
      },
      "Use Case / Scenario": {
        "total": 10,
        "mentioned": 1
      }
    }
  },
  "run_date": "2026-06-16",
  "scan_status": "complete",
  "expected_total": 49,
  "completed_at": "2026-06-16T08:05:17.647023+00:00"
}