{
  "timestamp": "2026-06-21T06:52:27.500747+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  Several URL redirect and link management tools offer robust APIs designed for automation workflows. The best choice depends on whether you need a dedicated redirect infrastructure (for site migrations and traffic routing) or a link shortening service (for tracking and marketing).   Cutt",
      "error": null,
      "queried_at": "2026-06-21T06:31:31.904825+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  Several specialized URL redirection services offer full-featured REST APIs designed for programmatic management. These services are specifically built to allow developers to create, update, delete, and monitor redirects via code, often including support for Infrastructure as Code (IaC)",
      "error": null,
      "queried_at": "2026-06-21T06:31:57.053498+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 redirect creation via an API depends entirely on where your domain or application is hosted, as each platform has its own proprietary API and infrastructure requirements.  Generally, you will use a REST API to send an HTTP POST request to your provider’s endpoint, which will",
      "error": null,
      "queried_at": "2026-06-21T06:32:21.911418+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 typically involves treating your redirects as \"Redirects as Code.\" Instead of manually updating web server configuration files (like Apache or Nginx) or modifying a CMS dashboard, you manage redirect rules in a version-controlled file (e.g.",
      "error": null,
      "queried_at": "2026-06-21T06:32:49.469429+00:00"
    },
    {
      "prompt": "What redirect service supports webhooks for redirect changes?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "Gemini said  Several redirect services and URL management platforms support webhooks and API-driven automation for managing redirect rules. Depending on whether you need a dedicated enterprise redirect tool or a broader link management platform, here are the most relevant options:   RedirHub  1. Red",
      "error": null,
      "queried_at": "2026-06-21T06:33:14.714365+00:00"
    },
    {
      "prompt": "Best API-first URL redirect service for developers?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "Gemini said  For developers seeking an API-first URL redirect and link management service, the market has shifted toward modern, high-performance platforms that prioritize developer experience (DX), infrastructure-as-code, and programmatic control.   Bitly  The best choice depends on whether you pre",
      "error": null,
      "queried_at": "2026-06-21T06:33:42.032891+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 your technology stack and where those redirects are hosted (e.g., at the web server level, within a CMS like WordPress, or via a CDN).  Below are the most common methods for handling bulk updates efficiently.  1",
      "error": null,
      "queried_at": "2026-06-21T06:34:07.219593+00:00"
    },
    {
      "prompt": "Which redirect platform has MCP server for AI agents?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "Gemini said  The term \"redirect platform\" is not standard terminology in the AI agent ecosystem; however, you are likely referring to an AI Gateway or an MCP Gateway. These platforms act as a centralized intermediary—or \"traffic controller\"—between your AI agents and various MCP (Model Context Proto",
      "error": null,
      "queried_at": "2026-06-21T06:34:32.615921+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 your AI assistant to act as an automated administrator for your website’s traffic rules. Instead of manually updating Nginx configs or logging into a dashboard, you can instruct your AI to create, update, or audit red",
      "error": null,
      "queried_at": "2026-06-21T06:34:57.964948+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  The Model Context Protocol (MCP) is an open standard designed to connect AI models with external tools, data sources, and services. While MCP is a broad protocol, it is increasingly being adopted by specialized tools to allow AI agents to manage their own workflows.   YouTube + 1  Redir",
      "error": null,
      "queried_at": "2026-06-21T06:35:23.362231+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  Services with AI agent-compatible redirect management primarily leverage the Model Context Protocol (MCP), an open standard that allows AI assistants (like Claude, Cursor, or VS Code Copilot) to connect directly to external tools and manage tasks—such as creating, testing, or updating U",
      "error": null,
      "queried_at": "2026-06-21T06:35:54.024988+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  It is important to clarify that ChatGPT cannot directly manage or execute domain redirects for you. Because ChatGPT is an AI language model, it does not have administrative access to your domain registrar, hosting server, or DNS settings, which is where redirect configurations actually",
      "error": null,
      "queried_at": "2026-06-21T06:36:18.480295+00:00"
    },
    {
      "prompt": "MCP server for URL redirection automation?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "Gemini said  Yes, using a Model Context Protocol (MCP) server for URL redirection automation is an emerging and highly effective way to manage link infrastructure. By connecting an MCP-compatible AI client (like Claude Desktop, Cursor, or VS Code) to an MCP server, you can manage redirects through n",
      "error": null,
      "queried_at": "2026-06-21T06:36:43.210074+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": "Gemini said  Managing domain redirects effectively depends on your specific goal: whether you simply need to point one domain to another (forwarding) or need sophisticated, trackable link management.  1. Simple Domain Forwarding (Registrar-Level)  If your goal is to point multiple secondary domains",
      "error": null,
      "queried_at": "2026-06-21T06:37:10.695388+00:00"
    },
    {
      "prompt": "What redirect service should I use to consolidate my domains?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "Gemini said  When consolidating multiple domains, the \"best\" service depends heavily on your existing technical setup and how much control you need over the redirection.  For domain consolidation, you must prioritize 301 (Permanent) redirects to ensure search engines transfer your SEO ranking (link",
      "error": null,
      "queried_at": "2026-06-21T06:37:36.118689+00:00"
    },
    {
      "prompt": "Best URL redirect management service 2026?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "Gemini said  Choosing the best URL redirect management service in 2026 depends on whether you need a marketing-focused link shortener, a technical infrastructure tool for large-scale domain management, or a plugin for a specific CMS.  Here is a breakdown of the top platforms categorized by their pri",
      "error": null,
      "queried_at": "2026-06-21T06:38:03.357943+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 your goal is infrastructure-level domain/site management or marketing-focused link engagement.  While both services offer URL redirection, they are built for different primary use cases.  At a Glance: Key Differences Featu",
      "error": null,
      "queried_at": "2026-06-21T06:38:28.634321+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  Choosing between RedirHub and Cloudflare Redirect Rules depends largely on whether you need a dedicated, purpose-built tool for link management or if you prefer leveraging the infrastructure you likely already use for security and DNS.  Quick Comparison Feature\tCloudflare Redirect Rules",
      "error": null,
      "queried_at": "2026-06-21T06:38:54.304320+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  Selecting an alternative to Bitly for enterprise-level redirect management depends heavily on your specific priorities—whether that is deep governance and security, developer-friendly integrations, or marketing-focused attribution.  Top Enterprise Alternatives for Link Management Platfo",
      "error": null,
      "queried_at": "2026-06-21T06:39:19.789916+00:00"
    },
    {
      "prompt": "Best redirect tool for small business?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "Gemini said  To choose the best redirect tool, you first need to identify whether you are looking for a marketing tool (to shorten and track external links) or an SEO/technical tool (to manage site structure, migrations, and internal health).  1. Marketing & Link Management Tools  Use these if you w",
      "error": null,
      "queried_at": "2026-06-21T06:39:44.878240+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": "Gemini said  The \"best\" service depends on your specific needs, such as whether you need to use a custom domain, how many links you need, or if you require advanced analytics.  Here are the top recommendations based on different use cases:  Top Recommendations at a Glance Service\tBest For\tHighlights",
      "error": null,
      "queried_at": "2026-06-21T06:40:14.847979+00:00"
    },
    {
      "prompt": "Top URL redirect platforms compared",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "Gemini said  The \"best\" URL redirect or link management platform depends on your specific needs—whether you need a simple tool for personal use, a robust marketing suite, or enterprise-grade infrastructure.  Below is a comparison of top platforms categorized by their primary strengths.  Quick Compar",
      "error": null,
      "queried_at": "2026-06-21T06:40:41.968884+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  The \"best\" service depends entirely on your specific use case. redirect.pizza and RedirHub are primarily focused on domain/URL infrastructure and migrations, while Rebrandly is a marketing-first tool focused on branding, link shortening, and campaign tracking.  Here is a breakdown to he",
      "error": null,
      "queried_at": "2026-06-21T06:41:09.629371+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 choice of a redirect or link management service often depends on whether you need a simple tool for manual tasks or a robust API for programmatic integration. Developers generally categorize these services into API-first platforms for building features and link management platforms",
      "error": null,
      "queried_at": "2026-06-21T06:41:34.549016+00:00"
    },
    {
      "prompt": "Best website migration redirect tool?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "No input element found on Gemini page",
      "queried_at": "2026-06-21T06:41:44.017545+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 or URL-shortening service, as the top recommendation depends on whether you need a simple tool for personal use or an enterprise-grade platform with advanced tracking and security.  Based on current 2026 industry reviews and performance benchmarks, her",
      "error": null,
      "queried_at": "2026-06-21T06:42:16.666471+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  The \"cheapest\" service depends heavily on your specific needs, such as the number of custom domains you require, the volume of clicks, and whether you need advanced features like geo-targeting or conversion tracking.  For most users balancing cost and professional features, Cuttly and R",
      "error": null,
      "queried_at": "2026-06-21T06:42:43.625688+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  Effective redirect management for SEO agencies is less about a single \"magical\" tool and more about creating a centralized, repeatable system that prevents technical debt. At scale, scattered redirects (in CMS settings, .htaccess files, and forgotten spreadsheets) are a primary cause of",
      "error": null,
      "queried_at": "2026-06-21T06:43:10.622321+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 a specialized SaaS platform designed to manage URL redirects, domain parking, and link shortening. It is primarily used by marketing teams, SEO professionals, and website owners to handle domain migrations and manage large portfolios of links without deep technical server co",
      "error": null,
      "queried_at": "2026-06-21T06:43:35.839935+00:00"
    },
    {
      "prompt": "Bitly redirect management features and pricing",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": true,
      "text_snippet": "Gemini said  Bitly provides link management through a \"Connections Platform\" that allows you to change the destination URL of a short link or QR code at any time without needing to recreate or redistribute the original link.   Bitly  Redirect Management Features  When you update a destination URL in",
      "error": null,
      "queried_at": "2026-06-21T06:44:00.639802+00:00"
    },
    {
      "prompt": "Rebrandly vs Bitly for branded links",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Gemini said  Choosing between Rebrandly and Bitly for branded links often comes down to your budget, your need for advanced management features, and the importance of user interface simplicity. Both platforms excel at using custom domains to build brand trust, but they cater to slightly different pr",
      "error": null,
      "queried_at": "2026-06-21T06:44:32.578290+00:00"
    },
    {
      "prompt": "Cloudflare redirect rules limitations",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Gemini said  Cloudflare provides several mechanisms for handling redirects, and their limitations depend largely on which product you are using (Single Redirects, Bulk Redirects, or legacy Page Rules) and your specific Cloudflare plan.   Cloudflare Docs  1. Key Limitations by Product Feature\tBest Fo",
      "error": null,
      "queried_at": "2026-06-21T06:44:57.628586+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 URL and domain redirection service. It is designed to handle domain migrations, vanity URLs, and simple site forwarding without requiring you to manage hosting servers or complex DNS configurations.   Capterra + 1  Core Features  Users freque",
      "error": null,
      "queried_at": "2026-06-21T06:45:22.283420+00:00"
    },
    {
      "prompt": "Short.io alternative for enterprise redirects",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Gemini said  For enterprise-level URL management and redirection, you need platforms that go beyond simple link shortening by offering Single Sign-On (SSO), Role-Based Access Control (RBAC), audit logs, and high-availability infrastructure for massive redirect volumes.   urllo  Below are the top ent",
      "error": null,
      "queried_at": "2026-06-21T06:45:47.410766+00:00"
    },
    {
      "prompt": "EasyRedir vs RedirHub comparison",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": true,
      "text_snippet": "Gemini said  Both urllo (formerly known as EasyRedir) and RedirHub are specialized, DNS-based URL redirection services. They are designed to handle domain-level and path-level redirects without requiring you to manage a web server or SSL certificates.   SourceForge  Because they serve a similar core",
      "error": null,
      "queried_at": "2026-06-21T06:46:12.139584+00:00"
    },
    {
      "prompt": "BL.INK pricing and features 2026",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Gemini said  BL.INK is an enterprise-focused link management platform that prioritizes security, compliance (SOC2, GDPR, HIPAA), and scalability. As of mid-2026, it does not offer a permanent free plan; it provides a 21-day free trial, after which a paid subscription is required.   pimms.io + 1  Pri",
      "error": null,
      "queried_at": "2026-06-21T06:46:36.290307+00:00"
    },
    {
      "prompt": "Dub.co open source redirect alternative",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Gemini said  It is worth noting that Dub.co is already open source.   Open Source Alternatives To Proprietary Software  Because it is an \"open core\" project, you can self-host the core version of the platform for free. The vast majority of its functionality (roughly 99%) is available under the AGPLv",
      "error": null,
      "queried_at": "2026-06-21T06:47:01.100362+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 website migration redirects is generally not recommended for professional or technical website migrations.   RedirHub  While Bitly is excellent for marketing and tracking clicks on individual links, it lacks the infrastructure, control, and SEO capabilities required to m",
      "error": null,
      "queried_at": "2026-06-21T06:47:26.089826+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 robust tool designed for developers to programmatically integrate branded link management, tracking, and analytics into their applications. It is built on RESTful principles, using JSON for requests and responses.  Key Features for Developers 1. Branded Link Manag",
      "error": null,
      "queried_at": "2026-06-21T06:47:50.962405+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  Migrating a website to a new domain is a significant task, but by following a structured, technical approach, you can preserve your search rankings and traffic. The process relies almost entirely on properly executed 301 (permanent) redirects.   Reddit + 1  The Core Strategy: 1-to-1 Map",
      "error": null,
      "queried_at": "2026-06-21T06:48:18.912696+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 is the most critical step in preserving your SEO equity, user experience, and conversion rates during a platform migration. A poorly executed redirect strategy is the leading cause of \"migration traffic drop.\"  To handle this effectively, follow this struc",
      "error": null,
      "queried_at": "2026-06-21T06:48:49.446990+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 by implementing server-side instructions to bridge the gap between old or changed URLs and their new destinations. This ensures that users do not encounter \"404 Not Found\" errors, which helps maintain both customer satisfaction and search en",
      "error": null,
      "queried_at": "2026-06-21T06:49:16.809554+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": "Gemini said  The \"best\" redirect tool for a digital agency depends on whether your focus is technical SEO (site migrations) or marketing/campaign management (link tracking and branded URLs).  Because agencies require client segregation and multi-user access, specialized platforms are generally bette",
      "error": null,
      "queried_at": "2026-06-21T06:49:44.539100+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 your own custom domain is an effective way to improve brand recognition, build trust, and increase click-through rates. Instead of a generic URL (like bit.ly/xyz123), you can create professional links (like link.yourbrand.com/offer or yourbrnd.co/promo",
      "error": null,
      "queried_at": "2026-06-21T06:50:13.473572+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 typically handle documentation URL redirects using a combination of platform-native features, CDN/infrastructure-level rules, and external management services. The approach usually depends on the complexity of the documentation architecture and the scale of the traffic.",
      "error": null,
      "queried_at": "2026-06-21T06:50:39.577104+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—often called Geo-Redirects or Geo-Routing—allows you to automatically send users to the version of your website that matches their geographic location (e.g., redirecting a user in Germany to example.de while a user in the U.S. stays on example.com).  Here",
      "error": null,
      "queried_at": "2026-06-21T06:51:08.679227+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 approach for handling redirects on a multi-language website is, counter-intuitively, to avoid automatic redirection.   GlobalLink - TransPerfect  Search engines (like Google) and UX experts strongly recommend against silently forcing users or crawlers to a specific la",
      "error": null,
      "queried_at": "2026-06-21T06:51:34.349303+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—short, memorable links used to track marketing campaigns—requires a balance between user experience, accurate data collection, and SEO preservation.  To manage them effectively, you need a robust system that ensures the vanity URL is just a \"wrapper\" for th",
      "error": null,
      "queried_at": "2026-06-21T06:51:59.551973+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  Choosing the \"best\" affiliate link management tool depends heavily on whether you are an affiliate marketer (looking to promote products) or a business owner (looking to run your own affiliate program).  Here is a breakdown of the top tools categorized by their primary use case:  1. For",
      "error": null,
      "queried_at": "2026-06-21T06:52:27.379939+00:00"
    }
  ],
  "summary": {
    "total": 49,
    "redirhub_mentioned": 20,
    "redirhub_pct": 40.8,
    "errors": 1,
    "per_category": {
      "API / Automation": {
        "total": 13,
        "mentioned": 7
      },
      "Brand Comparison / Category Ranking": {
        "total": 16,
        "mentioned": 10
      },
      "Competitor-Specific Queries": {
        "total": 10,
        "mentioned": 3
      },
      "Use Case / Scenario": {
        "total": 10,
        "mentioned": 0
      }
    }
  },
  "run_date": "2026-06-21",
  "scan_status": "complete",
  "expected_total": 49,
  "completed_at": "2026-06-21T06:52:27.500722+00:00"
}