{
  "timestamp": "2026-06-22T06:55:31.859239+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  There are several specialized URL redirection services designed specifically for developers and enterprise teams that require API-driven automation. These platforms allow you to manage redirects programmatically via REST APIs, SDKs, or Infrastructure-as-Code (IaC) tools like Terraform.",
      "error": null,
      "queried_at": "2026-06-22T06:33:12.647103+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 redirect services offer robust REST APIs designed for programmatic management. These services are built to handle high-scale operations, such as managing thousands of redirects via CI/CD pipelines, bulk updates, or custom internal dashboards.   redirect.pizza + 1  De",
      "error": null,
      "queried_at": "2026-06-22T06:33:37.893486+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 heavily on your hosting provider, DNS manager, or web infrastructure, as each service (e.g., Cloudflare, AWS, Nginx, Vercel) has its own specific API endpoint and authentication method.  To learn how to structure this process conceptually,",
      "error": null,
      "queried_at": "2026-06-22T06:34:02.691462+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  There isn't a single \"redirect tool\" that is universally used; instead, redirect management is typically handled through infrastructure-as-code (IaC) or configuration files integrated directly into your existing CI/CD pipeline.  Because redirects are part of your application’s routing o",
      "error": null,
      "queried_at": "2026-06-22T06:34:29.741098+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  When looking for a redirect service that supports webhooks for redirect changes, you are primarily looking for \"enterprise-grade\" URL management platforms that emphasize automation and API-first workflows.   RedirHub  Recommended Services  RedirHub: Specifically markets itself as a deve",
      "error": null,
      "queried_at": "2026-06-22T06:36:14.367717+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  Choosing the \"best\" API-first redirect or shortening service depends on whether your priority is infrastructure-grade domain management or high-velocity link generation.  For developers, the landscape is generally split into Dedicated Redirect Infrastructure (best for domain migrations",
      "error": null,
      "queried_at": "2026-06-22T06:36:41.773938+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 (e.g., WordPress, Nginx, Apache, or a cloud provider like Cloudflare/AWS).  Here is the most effective workflow for managing redirects at scale.  1. The Strategy: \"Source of Truth\"  Do not",
      "error": null,
      "queried_at": "2026-06-22T06:37:06.515925+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 a standard category for Model Context Protocol (MCP) servers. However, based on the architecture of MCP and how it handles authentication and service routing, you are likely looking for an MCP Gateway or Registry—which functions as a central \"redirect",
      "error": null,
      "queried_at": "2026-06-22T06:37:31.289221+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 delegate tedious tasks like link cleanup, bulk updates, and migration mapping to an AI agent. Instead of manually editing server configuration files or logging into dashboards, you can interact with your redire",
      "error": null,
      "queried_at": "2026-06-22T06:37:56.068463+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  Redirect management tools are beginning to integrate with the Model Context Protocol (MCP) to allow AI agents to programmatically create, update, and monitor URL redirects without requiring manual dashboard interaction.   RedirHub  Notable Redirect Tools with MCP Support  RedirHub: This",
      "error": null,
      "queried_at": "2026-06-22T06:38:21.327765+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\" refers to systems that allow autonomous AI agents to programmatically create, update, delete, or analyze URL redirects via standard protocols rather than requiring human intervention in a manual dashboard.   RedirHub  The primary method for enab",
      "error": null,
      "queried_at": "2026-06-22T06:38:54.150296+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 your website. ChatGPT is an AI language model, not a web hosting server or a domain registrar, so it does not have the administrative access required to change your DNS records or server confi",
      "error": null,
      "queried_at": "2026-06-22T06:39:19.170577+00:00"
    },
    {
      "prompt": "MCP server for URL redirection automation?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "Gemini said  Yes, there is a dedicated solution for this. RedirHub provides an official MCP (Model Context Protocol) server designed specifically to bring AI-powered URL redirect management directly into your AI agent's workspace.  This allows you to create, update, delete, and monitor redirects usi",
      "error": null,
      "queried_at": "2026-06-22T06:39:44.228352+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  The best platform for managing domain redirects depends on your specific needs—whether you need a simple \"point and click\" solution for a single domain, or an enterprise-grade tool for managing thousands of redirects during a site migration.  1. Specialized Redirect Management Platforms",
      "error": null,
      "queried_at": "2026-06-22T06:40:11.311975+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  Consolidating your domains effectively requires choosing a method that balances your technical comfort level with the need to preserve your SEO authority.  For domain consolidation, you should almost exclusively use 301 (Permanent) Redirects. Unlike 302 (temporary) redirects, a 301 tell",
      "error": null,
      "queried_at": "2026-06-22T06:40:38.106472+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  The \"best\" URL redirect management service in 2026 depends heavily on whether you need to manage entire domains/website migrations or individual marketing links.  These are two distinct categories with different technical requirements.  1. For Domain & Website Redirects  If you are mana",
      "error": null,
      "queried_at": "2026-06-22T06:41:05.318529+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 technical domain-level management (RedirHub) or marketing-focused link tracking (Bitly).  The two services serve different primary purposes, though their features overlap.  At a Glance: Key Differences Feature",
      "error": null,
      "queried_at": "2026-06-22T06:41:30.763210+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 for URL redirects depends primarily on whether you are already integrated into the Cloudflare ecosystem and the complexity of your redirect needs.  Comparison at a Glance Feature\tCloudflare Redirect Rules\tRedirHub Primary Use Case\tInfrastructure/",
      "error": null,
      "queried_at": "2026-06-22T06:41:55.864481+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 enterprise-grade redirect management solution requires balancing branding, tracking capabilities, security, and integration with your existing marketing stack.  Below are the most prominent alternatives to Bitly, categorized by their primary strengths for enterprise use cas",
      "error": null,
      "queried_at": "2026-06-22T06:42:23.618676+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  Choosing the best redirect tool for your small business depends on whether you need simple, occasional redirects or a robust platform for marketing and tracking.  Here are the top recommendations for 2026 based on common business needs:  Top Recommendations at a Glance Tool\tBest For\tSta",
      "error": null,
      "queried_at": "2026-06-22T06:42:50.832262+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  Selecting the \"best\" free URL redirect or shortening service depends on your specific needs—whether you need simple, anonymous links or more advanced features like custom domains and analytics.  Here are the top recommendations for 2026:  1. Best Overall Free Plan: Short.io  Short.io is",
      "error": null,
      "queried_at": "2026-06-22T06:43:23.171036+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 in 2026 depends on your specific needs—whether you require simple, high-volume redirection, advanced marketing analytics, or developer-friendly infrastructure.  Comparison of Top URL Redirect Platforms Platform\tBest For\tKey Str",
      "error": null,
      "queried_at": "2026-06-22T06:43:49.657021+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 the \"better\" service depends entirely on whether you need a marketing-focused URL shortener or a technical domain-level redirect manager.  While all three tools handle redirects, they are built for different primary use cases.  Quick Comparison Feature\tRebrandly\tRedirHub\tredire",
      "error": null,
      "queried_at": "2026-06-22T06:44:17.293765+00:00"
    },
    {
      "prompt": "Which redirect service do developers recommend?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "Gemini said  Choosing the right redirect service depends heavily on your specific technical requirements, such as whether you need to manage domain-level redirects or API-driven link shortening.  Developers generally categorize these tools into two main types: Domain Redirect Services (for migrating",
      "error": null,
      "queried_at": "2026-06-22T06:44:44.526324+00:00"
    },
    {
      "prompt": "Best website migration redirect tool?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "Gemini said  The \"best\" tool for website migration depends heavily on your technical setup (CMS, server environment) and whether you need an end-to-end management platform or a specialized utility.  Effective migration relies on two distinct phases: mapping (the \"what\" and \"where\") and deployment (t",
      "error": null,
      "queried_at": "2026-06-22T06:45:11.759196+00:00"
    },
    {
      "prompt": "What redirect service has the best reviews?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "No input element found on Gemini page",
      "queried_at": "2026-06-22T06:45:30.990482+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  Finding the \"cheapest\" service depends on whether you need a free, high-limit plan or an affordable entry-level paid plan with advanced features.  For most users balancing cost and professional features (custom domains, analytics, and reliability), these are the top contenders in 2026:",
      "error": null,
      "queried_at": "2026-06-22T06:45:58.249591+00:00"
    },
    {
      "prompt": "Best redirect management for SEO agencies?",
      "category": "brand_comparison",
      "category_label": "Brand Comparison / Category Ranking",
      "has_redirhub": true,
      "text_snippet": "Gemini said  For SEO agencies, redirect management is less about a single \"plugin\" and more about establishing a governance system that prevents technical debt, redirect chains, and \"link equity leakage.\"  At scale, the best approach is to move away from fragmented CMS-based plugins and toward centr",
      "error": null,
      "queried_at": "2026-06-22T06:46:24.997401+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 well-regarded as a specialized tool for managing URL redirects, particularly for businesses and marketers who need to handle migrations, domain parking, or bulk link management.   RedirHub  Here is a summary of what users and reviewers commonly report:  Common Prai",
      "error": null,
      "queried_at": "2026-06-22T06:46:49.598952+00:00"
    },
    {
      "prompt": "Bitly redirect management features and pricing",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Flash-Lite     Something went wrong (1096)",
      "error": null,
      "queried_at": "2026-06-22T06:47:17.396956+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 depends on your specific business goals, as each platform prioritizes different strengths.  Quick Summary  Choose Rebrandly if: You prioritize domain flexibility, need to manage multiple brands or clients, and want a more cost-effec",
      "error": null,
      "queried_at": "2026-06-22T06:47:47.833760+00:00"
    },
    {
      "prompt": "Cloudflare redirect rules limitations",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Gemini said  Cloudflare’s redirect system is split into different products, each with its own set of capabilities and limitations. Understanding which tool to use depends on the volume of redirects you need and whether you require dynamic logic.   Cloudflare Docs  1. The Main Redirect Methods Produc",
      "error": null,
      "queried_at": "2026-06-22T06:48:24.392971+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 SaaS platform designed to simplify domain and URL redirection. It serves as a managed hosting service specifically for redirects, allowing users to handle complex domain forwarding—including automatic SSL/HTTPS setup—without the need to manage their own s",
      "error": null,
      "queried_at": "2026-06-22T06:48:51.210840+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 requirements—where reliability, security, scalability, and API-first workflows are paramount—several platforms serve as robust alternatives to Short.io.  The \"best\" choice depends on whether you prioritize established enterprise infrastructure (like Bitly) or high-p",
      "error": null,
      "queried_at": "2026-06-22T06:49:16.738295+00:00"
    },
    {
      "prompt": "EasyRedir vs RedirHub comparison",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "",
      "error": "No input element found on Gemini page",
      "queried_at": "2026-06-22T06:49:26.141043+00:00"
    },
    {
      "prompt": "BL.INK pricing and features 2026",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": true,
      "text_snippet": "Upgrade Conversation with Gemini What's the vibe, Redirhub?     Flash-Lite     Gemini is more relevant with location  Gemini uses location from your Google Account’s Home and Work addresses and your IP address. Learn more about location settings Opens in a new window  To get more relevant responses,",
      "error": null,
      "queried_at": "2026-06-22T06:49:46.336291+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 alternative to Dub.co—specifically for self-hosting—you have several excellent, well-established options.  While Dub.co is itself open-source (using an \"open core\" model), some users prefer a solution that is entirely self-hostable without needing t",
      "error": null,
      "queried_at": "2026-06-22T06:50:13.187836+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 and is considered a poor practice for long-term site stability, SEO, and user experience.   RedirHub  While Bitly is an excellent tool for marketing campaigns and link shortening, it is not built to serve as a robu",
      "error": null,
      "queried_at": "2026-06-22T06:50:38.541559+00:00"
    },
    {
      "prompt": "Rebrandly API features for developers",
      "category": "competitor_specific",
      "category_label": "Competitor-Specific Queries",
      "has_redirhub": false,
      "text_snippet": "Flash-Lite     Something went wrong (1096)",
      "error": null,
      "queried_at": "2026-06-22T06:51:04.739041+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 engine rankings and traffic. The process centers on telling Google that your content has moved permanently so that it can transfer your existing \"lin",
      "error": null,
      "queried_at": "2026-06-22T06:51:32.236595+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 authority, maintaining user experience, and preventing traffic drops.   Inventive HQ  The \"best\" way involves a disciplined, data-driven approach rather than a manual, haphazard one.  1. Pre-Mi",
      "error": null,
      "queried_at": "2026-06-22T06:52:02.637461+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 core component of their technical SEO and user experience strategy. Because e-commerce inventories change frequently—products go out of stock, collections are renamed, and site structures evolve—having a robust redirect system is essent",
      "error": null,
      "queried_at": "2026-06-22T06:52:29.650598+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  For digital agencies managing multiple clients, the \"best\" redirect tool depends on whether you need a link management platform (for marketing campaigns, social media tracking, and branded short links) or a technical/SEO tool (for site migrations and managing large-scale server-side red",
      "error": null,
      "queried_at": "2026-06-22T06:52:57.130662+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 allows you to replace generic domains (like bit.ly/xyz) with your own (like go.yourbrand.com/offer), which increases brand trust and click-through rates.  You do not need to be a developer to set this up. Follow these four steps",
      "error": null,
      "queried_at": "2026-06-22T06:53:22.362012+00:00"
    },
    {
      "prompt": "What do SaaS companies use for documentation URL redirects?",
      "category": "use_case",
      "category_label": "Use Case / Scenario",
      "has_redirhub": true,
      "text_snippet": "Gemini said  SaaS companies typically handle documentation URL redirects using a combination of infrastructure-level tools and content management strategies to ensure that users and search engines can navigate site changes without broken links.  The approach generally depends on the company's size,",
      "error": null,
      "queried_at": "2026-06-22T06:53:49.957769+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 is a powerful way to personalize the user experience for an international audience. However, because it involves routing users based on their IP address, it must be handled carefully to avoid harming your search engine optimization (SEO) or creating frustr",
      "error": null,
      "queried_at": "2026-06-22T06:54:15.575664+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 in favor of user-driven selection and clear, consistent URL structures.   Google for Developers  While it is tempting to use IP address or browser-language detection to force a redirect, t",
      "error": null,
      "queried_at": "2026-06-22T06:54:40.695156+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 \"pretty links\" or \"marketing URLs\"—is a critical task for tracking campaign performance and maintaining brand consistency. The goal is to ensure that a clean, memorable URL (e.g., brand.com/summer-sale) directs traffic to a specific destination",
      "error": null,
      "queried_at": "2026-06-22T06:55:05.903872+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 your technical setup and the scale of your affiliate business. Different tools are designed for bloggers using WordPress, professional media buyers running paid ads, or teams managing large-scale operations.   RedTrac",
      "error": null,
      "queried_at": "2026-06-22T06:55:31.757449+00:00"
    }
  ],
  "summary": {
    "total": 49,
    "redirhub_mentioned": 22,
    "redirhub_pct": 44.9,
    "errors": 2,
    "per_category": {
      "API / Automation": {
        "total": 13,
        "mentioned": 8
      },
      "Brand Comparison / Category Ranking": {
        "total": 16,
        "mentioned": 11
      },
      "Competitor-Specific Queries": {
        "total": 10,
        "mentioned": 2
      },
      "Use Case / Scenario": {
        "total": 10,
        "mentioned": 1
      }
    }
  },
  "run_date": "2026-06-22",
  "scan_status": "complete",
  "expected_total": 49,
  "completed_at": "2026-06-22T06:55:31.859215+00:00"
}