{
  "timestamp": "2026-06-19T06:55:34.791272+00:00",
  "metadata": {
    "source": "Google Gemini Web UI (via VNC Chrome CDP)",
    "version": "1.0.0",
    "platform": "gemini.google.com",
    "browser": "Chrome 149 (VNC)",
    "model": "Gemini 2.5 Flash (via web UI)"
  },
  "results": [
    {
      "prompt": "Which URL redirect tool supports API automation workflows?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "Gemini said  For automating URL redirection and link management, several professional-grade tools offer robust APIs, Terraform support, and integration with automation platforms like Zapier.  Here are the most recommended options based on their developer-first features and automation capabilities:",
      "error": null,
      "queried_at": "2026-06-19T06:34:46.093433+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": "Gemini said  There are several dedicated URL redirect services specifically designed for programmatic management via REST APIs. These services are built to replace manual dashboard configurations with automation, making them ideal for CI/CD pipelines, bulk migrations, or dynamic URL management.   re",
      "error": null,
      "queried_at": "2026-06-19T06:35:13.217086+00:00"
    },
    {
      "prompt": "How to automate redirect creation via API?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "Gemini said  Automating the creation of redirects via an API is a common task for managing bulk migrations, URL shortening services, or dynamic traffic routing. The exact process depends entirely on where your domain is hosted or which service handles your traffic (e.g., Cloudflare, AWS, Nginx, or a",
      "error": null,
      "queried_at": "2026-06-19T06:35:39.988247+00:00"
    },
    {
      "prompt": "Which redirect tool integrates with CI/CD pipelines?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "Gemini said  Managing URL redirects within a CI/CD pipeline is a standard practice for maintaining SEO, user experience, and link integrity during site migrations or content updates. Instead of relying on manual server edits, modern workflows treat redirect rules as configuration-as-code.   Inventiv",
      "error": null,
      "queried_at": "2026-06-19T06:36:06.958053+00:00"
    },
    {
      "prompt": "What redirect service supports webhooks for redirect changes?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "No input element found on Gemini page",
      "queried_at": "2026-06-19T06:36:16.351621+00:00"
    },
    {
      "prompt": "Best API-first URL redirect service for developers?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "Gemini said  When choosing an \"API-first\" URL redirect service, you need comprehensive documentation, low latency (ideally edge-based), webhooks, and seamless custom domain management.   Cuttly  Here is a breakdown of the best developer-focused URL redirect services available right now, categorized",
      "error": null,
      "queried_at": "2026-06-19T06:37:01.510522+00:00"
    },
    {
      "prompt": "How to bulk update redirects programmatically?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "Gemini said  To bulk update redirects programmatically, the approach depends entirely on where your redirects are hosted (e.g., at the Application level, Web Server level, or CDN/Cloud level).  Regardless of the platform, the workflow generally follows these three steps:  Extract: Export existing re",
      "error": null,
      "queried_at": "2026-06-19T06:37:25.849043+00:00"
    },
    {
      "prompt": "Which redirect platform has MCP server for AI agents?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "Gemini said  The redirect management platform that provides an MCP (Model Context Protocol) server for AI agents is RedirHub.   RedirHub  RedirHub has developed an MCP server specifically designed for managing URL redirects. By connecting this to an AI client (such as Claude Desktop, Cursor, or VS C",
      "error": null,
      "queried_at": "2026-06-19T06:37:48.756273+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": "Gemini said  Using the Model Context Protocol (MCP) to manage URL redirects allows you to move from manual, dashboard-based configuration to natural language automation. Instead of logging into a hosting provider or redirect management service to create a redirect, you can simply ask your AI assista",
      "error": null,
      "queried_at": "2026-06-19T06:38:13.527902+00:00"
    },
    {
      "prompt": "What redirect tools offer Model Context Protocol integration?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "Gemini said  As of June 2026, RedirHub is a prominent example of a redirect management tool that has built and released its own Model Context Protocol (MCP) server.  By integrating this server with an MCP-compatible client (such as Claude Desktop, Cursor, or VS Code), you can manage your URL redirec",
      "error": null,
      "queried_at": "2026-06-19T06:38:38.312153+00:00"
    },
    {
      "prompt": "Which services have AI agent-compatible redirect management?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "Gemini said  \"AI agent-compatible redirect management\" typically refers to tools that use the Model Context Protocol (MCP) or robust API integrations to allow autonomous AI agents (like Claude Desktop, Cursor, or VS Code Copilot) to create, test, and monitor URL redirects directly through a chat int",
      "error": null,
      "queried_at": "2026-06-19T06:39:08.077469+00:00"
    },
    {
      "prompt": "How to let ChatGPT manage my domain redirects?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "Gemini said  ChatGPT cannot directly manage or execute domain redirects for your website. Domain redirects are server-side configurations that must be implemented through your hosting provider, domain registrar, or website platform (like WordPress or HubSpot).   HubSpot Knowledge Base  However, you",
      "error": null,
      "queried_at": "2026-06-19T06:39:32.833042+00:00"
    },
    {
      "prompt": "MCP server for URL redirection automation?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "Gemini said  The Model Context Protocol (MCP) is an excellent way to automate URL redirection, moving tasks away from manual dashboard updates to AI-driven, intent-based management.   RedirHub  Depending on your specific needs, there are two primary ways to approach this: using a specialized redirec",
      "error": null,
      "queried_at": "2026-06-19T06:39:57.459091+00:00"
    },
    {
      "prompt": "What are the best platforms for managing domain redirects?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "Gemini said  Managing domain redirects effectively depends on your specific needs—whether you need a simple tool for a few links, a robust platform for large-scale migrations, or a technical solution for server-level control.  Dedicated Redirect & Link Management Platforms  These services are design",
      "error": null,
      "queried_at": "2026-06-19T06:40:23.103809+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": "Gemini said  To choose the right redirect service for consolidating your domains, you must first determine if you need domain-level forwarding (where all traffic from one domain goes to the homepage of another) or granular, page-to-page redirection (crucial for SEO preservation).   NameSilo  Most do",
      "error": null,
      "queried_at": "2026-06-19T06:40:47.791844+00:00"
    },
    {
      "prompt": "Best URL redirect management service 2026?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "Gemini said  Selecting the \"best\" URL redirect management service in 2026 depends on whether you need a purpose-built domain redirect tool (for site migrations, vanity domains, or domain portfolios) or a link management platform (for marketing, tracking, and shortening individual URLs).  Quick Summa",
      "error": null,
      "queried_at": "2026-06-19T06:41:14.554018+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": "Gemini said  Choosing between RedirHub and Bitly depends primarily on whether you need a dedicated infrastructure-level redirect tool for domain management or a marketing-focused link management platform.  Quick Comparison Table Feature\tRedirHub\tBitly Primary Use Case\tDomain portfolios, bulk redirec",
      "error": null,
      "queried_at": "2026-06-19T06:41:39.491799+00:00"
    },
    {
      "prompt": "RedirHub vs Cloudflare redirect rules comparison",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "Gemini said  When choosing between RedirHub and Cloudflare for URL redirects, the decision typically comes down to whether you need a purpose-built, user-friendly redirect management tool or if you are looking for a robust, integrated infrastructure solution where redirects are a secondary component",
      "error": null,
      "queried_at": "2026-06-19T06:42:06.450408+00:00"
    },
    {
      "prompt": "Alternatives to Bitly for enterprise redirect management",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "Gemini said  For enterprise-level redirect and link management, the best alternatives to Bitly depend on whether you prioritize deep marketing integration, developer flexibility, or cost-efficiency.  Top Enterprise Alternatives Platform\tBest For\tKey Strengths BL.INK\tEnterprise Marketing\tRobust team",
      "error": null,
      "queried_at": "2026-06-19T06:42:31.606616+00:00"
    },
    {
      "prompt": "Best redirect tool for small business?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "Gemini said  Choosing the right redirect tool for a small business depends on whether you need a simple link shortener (for social media/marketing) or a domain-level redirect manager (for website migrations or SEO).  Here are the best recommendations categorized by your potential needs:  1. Best for",
      "error": null,
      "queried_at": "2026-06-19T06:42:58.385742+00:00"
    },
    {
      "prompt": "What is the best free URL redirect service?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "Gemini said  The \"best\" free URL redirect service depends entirely on whether you want to shorten a link (like bit.ly/xyz) or redirect an entire domain you own (like yourname.com to [linkedin.com/in/you](https://linkedin.com/in/you)).  For Domain Redirects (Forwarding your own domain)  If you own a",
      "error": null,
      "queried_at": "2026-06-19T06:43:28.111002+00:00"
    },
    {
      "prompt": "Top URL redirect platforms compared",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "Gemini said  Choosing the right URL redirect or link management platform depends largely on your primary use case: whether you need high-volume marketing tracking, simple link shortening, or robust infrastructure for website migrations and domain changes.  Quick Comparison Table Platform\tBest For\tSt",
      "error": null,
      "queried_at": "2026-06-19T06:43:54.816780+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": "Gemini said  Choosing between RedirHub, Rebrandly, and redirect.pizza depends largely on whether you need a dedicated domain redirection service or a marketing-focused URL shortener.  Here is the breakdown to help you decide.  Quick Comparison Feature\tredirect.pizza\tRedirHub\tRebrandly Primary Use\tDo",
      "error": null,
      "queried_at": "2026-06-19T06:44:19.808057+00:00"
    },
    {
      "prompt": "Which redirect service do developers recommend?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "Gemini said  The term \"redirect service\" can mean two different things depending on your goal: managing redirects for your own domains (like changing URLs for SEO) or shortening URLs for sharing.  Here is a breakdown of the recommendations based on how developers typically use these tools.  1. For D",
      "error": null,
      "queried_at": "2026-06-19T06:44:44.747868+00:00"
    },
    {
      "prompt": "Best website migration redirect tool?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "Gemini said  For website migration, the \"best\" tool depends on whether you are looking for strategy and mapping (planning where pages go) or deployment and monitoring (actually executing and verifying the redirects).  Successful migrations typically require a combination of these tools.  1. Planning",
      "error": null,
      "queried_at": "2026-06-19T06:45:09.913933+00:00"
    },
    {
      "prompt": "What redirect service has the best reviews?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "Gemini said  There is no single \"best\" redirect service, as the right choice depends on whether you need a simple link shortener, a professional marketing tool, or an enterprise-grade redirect infrastructure.  Below are the top-rated services based on their specific strengths and user feedback in 20",
      "error": null,
      "queried_at": "2026-06-19T06:45:34.585936+00:00"
    },
    {
      "prompt": "Cheapest URL redirect service with full features?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "Gemini said  For a balance of low cost and \"full features\" (like custom domains, advanced analytics, and smart routing), the best options depend on whether you prioritize modern, developer-friendly platforms or established, user-friendly tools.  Top Recommendations for Value Service\tBest For\tStandou",
      "error": null,
      "queried_at": "2026-06-19T06:45:59.554999+00:00"
    },
    {
      "prompt": "Best redirect management for SEO agencies?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "Gemini said  For SEO agencies, \"redirect management\" isn't typically handled by a single dedicated \"redirect tool.\" Instead, it is a core feature of Technical SEO Audit platforms and CMS-specific plugins.  Since agencies handle multiple clients with varying tech stacks, the \"best\" approach is to use",
      "error": null,
      "queried_at": "2026-06-19T06:46:26.253313+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": "Gemini said  RedirHub is generally viewed as a simple, efficient, and cost-effective tool for managing domain and URL redirects. Users often choose it for its ability to handle tasks like domain migrations, SSL management, and link tracking without requiring complex server configurations.   G2 + 1",
      "error": null,
      "queried_at": "2026-06-19T06:46:51.038471+00:00"
    },
    {
      "prompt": "Bitly redirect management features and pricing",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Gemini said  Bitly’s redirect management allows you to update the destination URL of an existing short link or QR code without changing the link itself. This ensures your branding remains consistent even if your underlying campaign or content changes.   Bitly  Redirect Management Overview  Functiona",
      "error": null,
      "queried_at": "2026-06-19T06:47:15.591088+00:00"
    },
    {
      "prompt": "Rebrandly vs Bitly for branded links",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Gemini said  Rebrandly and Bitly are both industry leaders for branded link management, but they cater to different priorities. Your choice will largely depend on whether you value advanced customization and team control (Rebrandly) or brand recognition and ease of use (Bitly).   YouTube  At a Glanc",
      "error": null,
      "queried_at": "2026-06-19T06:47:47.438639+00:00"
    },
    {
      "prompt": "Cloudflare redirect rules limitations",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Gemini said  Cloudflare offers two primary ways to handle URL redirects—Single Redirects and Bulk Redirects—each with its own set of rules, limitations, and use cases.   Cloudflare Docs  Core Differences and Limits Feature\tSingle Redirects\tBulk Redirects Primary Use\tDynamic, conditional, or wildcard",
      "error": null,
      "queried_at": "2026-06-19T06:48:12.254035+00:00"
    },
    {
      "prompt": "redirect.pizza pricing and features review",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Gemini said  redirect.pizza is a specialized, cloud-based link management service designed to handle domain and URL redirects without the need for manual server configuration. It effectively functions as a hosting provider for your redirects.   Software Advice + 1  Core Features  Automatic HTTPS: Au",
      "error": null,
      "queried_at": "2026-06-19T06:48:36.716720+00:00"
    },
    {
      "prompt": "Short.io alternative for enterprise redirects",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Gemini said  When seeking an enterprise alternative to Short.io specifically for high-volume, mission-critical custom redirects, scalability, deep API access, security (SSO/SOC 2), and advanced routing rules (geo, device, deep-linking) are paramount.  The top enterprise-grade alternatives to Short.i",
      "error": null,
      "queried_at": "2026-06-19T06:49:05.478736+00:00"
    },
    {
      "prompt": "EasyRedir vs RedirHub comparison",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": true,
      "text_snippet": "Gemini said  When choosing a URL redirection service, both EasyRedir (which has recently rebranded to urllo) and RedirHub are strong contenders, but they cater to slightly different needs and scales.  Here is a breakdown of how they compare in features, pricing, and overall functionality to help you",
      "error": null,
      "queried_at": "2026-06-19T06:49:39.615285+00:00"
    },
    {
      "prompt": "BL.INK pricing and features 2026",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "No input element found on Gemini page",
      "queried_at": "2026-06-19T06:49:49.365840+00:00"
    },
    {
      "prompt": "Dub.co open source redirect alternative",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Gemini said  If you are looking for an open-source, self-hostable alternative to Dub.co for link management and redirects, there are several robust projects available. While Dub.co is open-source, it is heavily optimized for its own cloud-hosted service (using Vercel and Upstash), which can make sel",
      "error": null,
      "queried_at": "2026-06-19T06:50:14.354881+00:00"
    },
    {
      "prompt": "Is Bitly good for website migration redirects?",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": true,
      "text_snippet": "Gemini said  Using Bitly for professional website migration redirects is generally not recommended. While Bitly is an excellent tool for marketing campaigns and link shortening, it is not designed to handle the technical, SEO, or structural requirements of a website migration.   RedirHub  Here is a",
      "error": null,
      "queried_at": "2026-06-19T06:50:38.790453+00:00"
    },
    {
      "prompt": "Rebrandly API features for developers",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Gemini said  The Rebrandly API is a RESTful service designed to allow developers to programmatically manage branded links, track engagement, and integrate link management into custom applications.  Core API Features  Link Management: Create, update, delete, and retrieve short URLs. You can specify c",
      "error": null,
      "queried_at": "2026-06-19T06:51:09.107415+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": "Gemini said  To migrate your website to a new domain without losing your SEO ranking, you must follow a methodical process that signals to search engines that your site has moved permanently.   MD Marketing Digital  The most critical factor is the 301 redirect, which tells search engines and browser",
      "error": null,
      "queried_at": "2026-06-19T06:51:36.131390+00:00"
    },
    {
      "prompt": "Best way to manage redirects after platform migration?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "Gemini said  Managing redirects effectively during a platform migration is critical to preserving your SEO rankings, maintaining user experience, and preventing \"404 Not Found\" errors.  The \"best\" way is a structured, data-driven approach that prioritizes precision over mass-redirection.  1. The Str",
      "error": null,
      "queried_at": "2026-06-19T06:52:06.349981+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": "Gemini said  E-commerce sites manage product URL redirects as a critical part of their SEO and user experience strategy. Because product inventories, URLs, and store structures change frequently, these sites use redirects to ensure that customers (and search engines) are never met with a \"404 Not Fo",
      "error": null,
      "queried_at": "2026-06-19T06:52:33.443429+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": "Gemini said  The \"best\" redirect tool for a digital agency depends entirely on whether your primary need is technical SEO (migration and audits) or marketing and campaign management (link tracking and branded URLs). Agencies often need different solutions for these two distinct workflows.  1. For Te",
      "error": null,
      "queried_at": "2026-06-19T06:53:00.673425+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": "Gemini said  Creating branded short links using a custom domain is an excellent way to increase brand recognition and improve click-through rates. Here is a step-by-step guide to setting this up.  Phase 1: Preparation  Before you can create custom links, you need two things:  A Domain Name: Purchase",
      "error": null,
      "queried_at": "2026-06-19T06:53:26.011076+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": "Gemini said  SaaS companies manage documentation URL redirects using a combination of infrastructure-level tools, content management systems (CMS) features, and specialized redirect management services. The choice depends on the scale of the documentation site and the technical stack.  Common Method",
      "error": null,
      "queried_at": "2026-06-19T06:53:51.429947+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": "Gemini said  Setting up geo-based redirects—routing visitors to specific versions of your site (e.g., .de for Germany, .co.uk for the UK) based on their IP address—requires careful planning to maintain your site's SEO and user experience.  1. Choose Your Implementation Method  Depending on your tech",
      "error": null,
      "queried_at": "2026-06-19T06:54:16.682518+00:00"
    },
    {
      "prompt": "Best redirect solution for multi-language websites?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": false,
      "text_snippet": "Gemini said  The most effective solution for multi-language websites is to avoid automatic redirects entirely. Instead, use a clear, user-accessible language switcher and rely on proper URL structures and metadata to ensure both users and search engines can navigate your site correctly.   GlobalLink",
      "error": null,
      "queried_at": "2026-06-19T06:54:42.251050+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": "Gemini said  Handling vanity URL redirects—often called \"short links\" or \"aliased URLs\"—is a core component of effective marketing tracking. To handle them successfully, you need to balance user experience, accurate data collection, and long-term link management.  Here is a structured approach to ma",
      "error": null,
      "queried_at": "2026-06-19T06:55:07.533534+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": "Gemini said  Selecting the \"best\" affiliate link management tool depends heavily on your specific role—whether you are a content creator managing a few links on a WordPress site or a professional affiliate marketer running high-volume paid traffic campaigns.  Here is a breakdown of the top tools for",
      "error": null,
      "queried_at": "2026-06-19T06:55:34.674554+00:00"
    }
  ],
  "summary": {
    "total": 49,
    "redirhub_mentioned": 20,
    "redirhub_pct": 40.8,
    "errors": 2,
    "per_category": {
      "API / Automation": {
        "total": 13,
        "mentioned": 8
      },
      "Brand Comparison / Category Ranking": {
        "total": 16,
        "mentioned": 9
      },
      "Competitor-Specific Queries": {
        "total": 10,
        "mentioned": 2
      },
      "Use Case / Scenario": {
        "total": 10,
        "mentioned": 1
      }
    }
  },
  "run_date": "2026-06-19",
  "scan_status": "complete",
  "expected_total": 49,
  "completed_at": "2026-06-19T06:55:34.791249+00:00"
}