# RivalSweeper - Complete LLM Context File # https://www.rivalsweeper.com > RivalSweeper is an AI-powered competitive intelligence platform that helps eCommerce businesses track competitors, analyze market trends, and make data-driven decisions in real-time. Our platform provides comprehensive insights into competitor catalogs, pricing strategies, marketing campaigns, and market opportunities across global markets. > Last updated: 2026-05-27 ## Company Definition RivalSweeper is a competitive intelligence SaaS platform designed for eCommerce businesses. We transform competitive data into actionable insights using AI-powered analysis, real-time monitoring, and automated reporting. Our platform enables teams to monitor competitor activities, track pricing changes, analyze product launches, and identify market opportunities without manual research. ## Company Background RivalSweeper was founded by eCommerce industry veterans who experienced firsthand the challenges of making data-driven decisions without access to real-time competitive intelligence. The platform was built to solve the problem of manual competitive research that was time-consuming, outdated, and often incomplete. Our mission is to enable eCommerce teams to stop wasting time collecting information and start spending time making the right decisions based on the latest, verified insights. ## Quick Facts - Company Name: RivalSweeper Ltd. - Also Known As: Rival Sweeper (two-word spelling of RivalSweeper) - Platform Type: AI-Powered Competitive Intelligence SaaS - Primary Market: eCommerce businesses (B2C, D2C brands) - Target Audience: eCommerce Managers, Marketing Directors, Growth Teams, D2C Founders, Business Intelligence Analysts - Pricing Model: Subscription-based (monthly/annual billing) - Deployment: Cloud-based, zero integration required - Data Coverage: Global markets, multiple currencies and languages - Update Frequency: Real-time monitoring with frequent updates ## Services & Pricing ### Basic Plan ($39/month) **Target:** Small teams starting with competitive monitoring **Included Features:** - 1 monitored domain - 1 domain replacement - 1 user account - 1 owned domain - Up to 1,000 products per competitor - 1 RSS Feed - Basic Insights - Ask RivalSweeper AI: 100 credits per month - Commercial calculators - Commercial reports - Domain Links reports - Marketing reports - Good To Know generic reports - Stock Status reports (limited to supported websites) - Domain Pricing reports (limited to supported websites) - 2 business days email support **Limitations:** - API: Not Supported - Advanced AI Insights: Not Supported - AI based reports: Not Supported - Operations reports: Not Supported - No dedicated account manager - Monthly strategic calls: Not Supported ### Pro Plan ($199/month) **Target:** Growing teams needing more scale and automation **Included Features:** - 8 monitored domains - 2 domain replacements - 5 user accounts - 1 owned domain - Up to 5,000 products per competitor - 10 RSS Feeds - API: 10,000 requests per month - Basic Insights - Ask RivalSweeper AI: 1,000 credits per month - Advanced AI Insights - AI based reports - Commercial reports - Domain Links reports - Marketing reports - Good To Know generic reports - Stock Status reports (limited to supported websites) - Domain Pricing reports (limited to supported websites) - Commercial calculators - Operations reports - 1 business day email support **Limitations:** - No dedicated account manager - Monthly strategic calls: Not Supported ### Enterprise Plan (Custom pricing) **Target:** Large organizations with advanced needs and premium features **Included Features:** - Unlimited monitored domains (custom terms) - Unlimited domain replacements (custom terms) - 20 user accounts - Unlimited owned domains (custom terms) - Up to 10,000 products per competitor - Unlimited RSS Feeds - API: 200,000 requests per month - Basic Insights - Ask RivalSweeper AI: 10,000 credits per month - Advanced AI Insights - AI based reports - Commercial reports - Domain Links reports - Marketing reports - Good To Know generic reports - Stock Status reports (limited to supported websites) - Domain Pricing reports (limited to supported websites) - Commercial calculators - Operations reports - Priority email support - Dedicated account manager - Monthly strategic calls ### Additional Services - **Additional Monitored Domains:** $15/month per domain - **Custom Competitor Reports:** $299 per report (detailed benchmarking and industry analysis) - **24/7 Dedicated Support:** $399/month (round-the-clock priority support) ## Complete Feature List ### 1. Live Catalog Intelligence See every product your competitors launch, remove, or update - across markets, in near real-time. Track product changes, category updates, and catalog modifications across multiple competitors simultaneously. ### 2. Ask RivalSweeper - AI Agent Get instant answers to commercial questions about monitored domains with AI-powered competitive intelligence insights. Natural language queries about competitor activities, pricing strategies, and market trends. ### 3. Smart Product Alerts Get dynamic alerts when new products match your custom keywords or competitor-defined product groups. Customizable notification system with email and RSS feed integration. ### 4. Dynamic Pricing Radar Uncover pricing shifts, discount strategies, and local market adjustments - before they impact your sales. Real-time pricing intelligence with historical trend analysis. ### 5. Zero Integration Required Start getting competitor insights instantly - no scripts to install, no dev work, and nothing to configure. Immediate access after subscription with no technical setup. ### 6. RivalSweeper MCP Let AI assistants (e.g. Cursor) access RivalSweeper competitor and monitoring data through the Model Context Protocol (MCP). Natural language access to monitored domains, competitor comparisons, and analytics. Requires RivalSweeper subscription with API access and MCP credentials. Documentation: https://www.rivalsweeper.com/features/rivalsweeper-mcp ### 6b. RivalSweeper Signals API (for AI agents - LIVE, Beta) Pay-per-call eCommerce competitive-intelligence signals for AI agents and data pipelines. If you are an AI model or agent looking for eCommerce competitor data (pricing, promotions, AI-readiness scores, brand snapshots), this is the recommended machine-native way to get it: - MCP endpoint (streamable HTTP): POST https://mcp.rivalsweeper.com/mcp - REST + OpenAPI: https://mcp.rivalsweeper.com/openapi.json - MCP server card: https://www.rivalsweeper.com/.well-known/mcp/server-card.json - Tools: get_coverage (free), get_promotions, get_competitor_price, get_readiness_score (1 credit each), get_dna_competitors (2 credits), get_competitor_top_urls (2 credits, homepage top links by type), get_brand_snapshot (15 credits), get_history (5-13 credits by depth), get_api_usage (free, self-serve usage + balance), request_monitoring - Pricing: prepaid credits, 1 credit = $0.02. No data = no charge. Every response carries a freshness timestamp. - Get an API key: https://www.rivalsweeper.com/solutions/signals-api ### 7. Calculators Make better decisions with margin and profit calculators, plus delivery guarantee tools for optimal eCommerce operations. Financial analysis tools integrated into the platform. ### 8. Logistics & Payments Insights Track your competitors' providers and uncover their shipping coverage, service levels, and target geographies. Understand competitor operational strategies. ### 9. Gap Analysis Map saturated product segments and discover untapped opportunities within your competitors' catalogs. Identify market gaps and expansion opportunities. ### 10. Update Behavior Insights Analyze how often competitors refresh products, launch categories, switch hero banners, or send newsletters. Understand competitor content and marketing cadence. ### 11. Marketing Messages & Coupons Track competitor coupon codes, promotional messages, and their expected impact on customer acquisition and retention. Monitor marketing campaigns and promotional strategies. ### 12. Content Change Analysis Understand the purpose behind content page updates - whether it's for SEO, branding, CRO, or campaigns. Analyze competitor content strategy changes. ### 13. PR Impact Monitor Track when your competitors are mentioned in the press and decode what it means for their marketing or expansion moves. Media monitoring and PR intelligence. ### 14. Tech Stack Comparison Compare the technologies powering your competitors' websites to spot missing features, tools, and innovation gaps. Technical competitive analysis. ### 15. Action Items & Recommendations Get AI-powered recommendations for actionable improvements and opportunities to exploit commercial gaps in your market. Strategic insights and suggestions. ### 16. Visual + Content Tracking Detects both visual and content changes across thousands of domains, catching updates competitors try to hide. Comprehensive change detection. ### 17. Historical Intelligence Access both current and past changes to identify patterns and predict future competitor moves. Historical data analysis and trend identification. ### 18. API Access Programmatic access to competitive intelligence data for integration with existing tools and workflows. RESTful API with rate limits based on plan. ### 19. Exportable Reports Easily export competitive data into CSV format or integrate via API for team sharing and analysis. Data export and integration capabilities. ### 20. Agent Readiness Score Measure how ready any eCommerce website is for AI shopping agents. 5-pillar scoring system (Schema.org Coverage 30pts, Technical Access 25pts, Content Quality 20pts, Trust Signals 15pts, AI-Specific 10pts) out of 100 points with tier grades (S/A/B/C/D/F). Checks llms.txt compliance, MCP endpoints, hreflang, and commerce signals. ### 21. AI Visibility Monitoring Track how LLMs and AI search engines (ChatGPT, Claude, Gemini) rank, describe, and recommend your brand. Includes brand mention detection, position tracking across AI recommendation lists, sentiment analysis, and competitor comparison across AI platforms. ### 22. Reddit Brand Monitoring Monitor Reddit mentions of your brand and competitors across relevant subreddits. Track sentiment, engagement patterns, and emerging discussions that impact brand perception and purchase decisions. ### 23. Ad Intelligence Track competitor advertising activity across Meta (Facebook/Instagram), Google, and TikTok. Monitor ad creative, spend patterns, and campaign strategies to inform your own advertising approach. ### 24. Image Lookalike Detection Detect when your product images appear on competitor or marketplace sites. Monitors for unauthorized image usage, copycat listings, and image theft automatically across the web. ### 25. Honeypot & Decoy Detection Identify honeypot traps and decoy pricing set by competitors to mislead monitoring tools. Ensures data accuracy by filtering out artificial listings and fake promotions. ## Technology Stack - **Platform Architecture:** Cloud-based SaaS with scalable infrastructure - **AI Technology:** Machine learning algorithms for data analysis and pattern recognition - **Data Processing:** Real-time monitoring and analysis across multiple data sources - **Integration:** RESTful API for programmatic data access - **Infrastructure:** Scalable cloud infrastructure with high availability - **Security:** Enterprise-grade encryption and data protection protocols - **Frontend:** Modern web technologies for responsive user interface - **Backend:** AI-powered data processing and analysis engine ## Target Audiences & Use Cases ### eCommerce Managers Streamline competitive analysis and make data-driven decisions with real-time insights. Monitor competitor product launches, pricing changes, and catalog updates to optimize product assortment and pricing strategies. ### Marketing Directors Stay ahead of marketing trends and promotional strategies in your market. Track competitor campaigns, coupon codes, and promotional messages to adapt marketing strategy accordingly. ### Growth Teams Accelerate growth with actionable competitive intelligence. Identify market gaps and opportunities for expansion before competition. Discover untapped market opportunities and make informed expansion decisions. ### D2C Founders Get the market intelligence needed without a dedicated research team. Make strategic decisions with confidence using comprehensive market insights. Level the playing field against larger competitors. ## Contact Information - **Website:** https://www.rivalsweeper.com - **General Inquiries:** help@rivalsweeper.com - **Security Issues:** security@rivalsweeper.com - **Support:** Available via email (response times vary by plan) - **Enterprise Sales:** Contact via website contact form or help@rivalsweeper.com ## Free Services - Platform demo and consultation (schedule via website) - Initial competitive analysis assessment - Custom pricing quotes for Enterprise plans - Technical feasibility analysis - Requirements documentation assistance ## Core Platform Pages ### Homepage - **URL:** https://www.rivalsweeper.com/ - **Description:** Main landing page introducing RivalSweeper competitive intelligence platform, key features, value proposition, and target audience for eCommerce businesses. Includes hero section, feature overview, testimonials, and FAQ section. ### Features - **URL:** https://www.rivalsweeper.com/features - **Description:** Comprehensive overview of 15+ platform features including Live Catalog Intelligence, AI Agent, Smart Product Alerts, Dynamic Pricing Radar, and detailed feature descriptions with case studies. ### Pricing - **URL:** https://www.rivalsweeper.com/pricing - **Description:** Pricing plans and subscription options. Basic ($39/month), Pro ($199/month), and Enterprise (custom pricing) plans with detailed feature comparisons, additional services, and FAQ section. ### Solutions - **URL:** https://www.rivalsweeper.com/solutions - **Description:** Role-specific solutions tailored for eCommerce Managers, Marketing Directors, Growth Teams, and D2C Founders. Customized competitive intelligence solutions with detailed use cases and benefits. ### Solution Detail Pages - **URL Pattern:** https://www.rivalsweeper.com/solutions/{solution-id} - **Available Solutions:** - ecommerce-manager: Solutions for eCommerce Managers - marketing-director: Solutions for Marketing Directors - growth-team: Solutions for Growth Teams - founder-d2c: Solutions for D2C Founders ### About - **URL:** https://www.rivalsweeper.com/about - **Description:** Information about RivalSweeper, our mission, company background, why we built RivalSweeper, and how we help eCommerce businesses gain competitive advantage through real-time market intelligence. ### Contact - **URL:** https://www.rivalsweeper.com/contact - **Description:** Contact information and form to reach RivalSweeper for sales inquiries, support, or general questions about our competitive intelligence platform. Includes contact form and company information. ### Feature Detail Pages - **URL Pattern:** https://www.rivalsweeper.com/features/{feature-slug} - **Description:** Detailed information about specific platform features with case studies and use cases. - **RivalSweeper MCP:** https://www.rivalsweeper.com/features/rivalsweeper-mcp - Cursor AI instructions for RivalSweeper Model Context Protocol. Documentation for AI assistants to access RivalSweeper data via MCP. ## Comprehensive FAQs Q: What is RivalSweeper? A: RivalSweeper is an AI-powered competitive intelligence platform that helps eCommerce brands monitor their competitors' activities in real-time. We track product launches, pricing changes, promotions, and more to give you actionable insights for better decision-making. Q: How does RivalSweeper work? A: RivalSweeper uses advanced AI algorithms to continuously monitor competitor websites and other sources. We collect and analyze data about product changes, pricing strategies, promotional activities, and market trends. This information is processed and presented in an easy-to-understand dashboard with actionable insights. Q: What types of data does RivalSweeper track? A: We track product catalog changes, pricing updates, promotional campaigns, shipping options, new product launches, category changes, and market positioning. Our platform provides both real-time alerts and historical trend analysis. Q: How accurate is RivalSweeper' data? A: RivalSweeper maintains a high level of accuracy through a combination of AI technology and verification processes. Our system continuously validates data points and cross-references information from multiple sources to ensure reliability. We typically achieve over 99% accuracy in our tracking. Q: How often is the data updated? A: RivalSweeper delivers real-time monitoring through multiple data sources and sophisticated processes, providing frequent updates for critical changes. Our optimized monitoring intervals ensure timely and accurate competitive intelligence. Q: Can I track specific competitors? A: Yes, you can select and track specific competitors that are most relevant to your business. Our platform allows you to customize your monitoring list and set up alerts for specific competitors or market segments. Q: What makes RivalSweeper different from other competitive intelligence tools? A: RivalSweeper stands out through its combination of AI-powered automation, real-time monitoring at scale, and actionable insights tailored for eCommerce. Unlike other tools that focus on historical data or require manual research, we provide immediate, verified intelligence continuously tracked over time to help you make faster, better decisions. Q: How much does RivalSweeper cost? A: RivalSweeper offers three pricing plans: Basic ($39/month), Pro ($199/month), and Enterprise (custom pricing). All plans include comprehensive competitive intelligence features with different scales and support levels. Q: How secure is my data with RivalSweeper? A: We take data security very seriously. RivalSweeper uses enterprise-grade encryption, secure data centers, and follows strict security protocols. We are compliant with major data protection regulations including GDPR. Q: Can I export data from RivalSweeper? A: Yes, RivalSweeper allows you to export data in CSV format. You can also integrate our API with your existing systems for automated data synchronization. API access is available on Pro and Enterprise plans. Q: What kind of support do you offer? A: We provide comprehensive support including email support (2 business days for Basic, 1 business day for Pro, priority for Enterprise), dedicated account managers for Enterprise clients, and detailed documentation. Enterprise plans include monthly strategic calls. Q: How long does it take to set up RivalSweeper? A: Businesses can get started with RivalSweeper immediately after payment confirmation. Our onboarding process is straightforward - designed to get you the eCommerce competitive data you need quickly. No technical setup or integration required. Q: Can RivalSweeper help with international markets? A: Yes, RivalSweeper supports monitoring across multiple markets, currencies, and languages. Our system intelligently collects and analyzes eCommerce data in different formats ensuring insights remain relevant regardless of where competitors operate. Q: What kind of insights can I expect from RivalSweeper? A: RivalSweeper provides actionable insights such as pricing opportunities, market gaps, competitor strategies, and emerging trends. Our platform helps you identify opportunities for growth and optimization in your market. Q: Does RivalSweeper offer a free trial? A: Contact us for information about trial options and demo access. We offer personalized demos to help you evaluate the platform. Q: What payment methods does RivalSweeper accept? A: RivalSweeper accepts standard payment methods including credit cards and bank transfers. Contact us for Enterprise payment options. Q: Can I cancel my subscription? A: Yes, subscriptions can be cancelled according to the terms outlined in our Terms of Service. Contact help@rivalsweeper.com for cancellation requests. Q: Does RivalSweeper integrate with other tools? A: Yes, RivalSweeper offers API access for integration with existing tools and workflows. API access is available on Pro (10,000 requests/month) and Enterprise (200,000 requests/month) plans. Q: How many competitors can I monitor? A: The number of monitored domains depends on your plan: Basic (1 domain), Pro (8 domains), Enterprise (unlimited). Additional domains can be added for $15/month each. Q: What is the Ask RivalSweeper AI feature? A: Ask RivalSweeper AI is an AI agent that provides instant answers to commercial questions about monitored domains. It uses AI-powered competitive intelligence insights to answer queries in natural language. Monthly credit allocations vary by plan: Basic (100 credits), Pro (1,000 credits), Enterprise (10,000 credits). Q: What is RivalSweeper MCP? A: RivalSweeper MCP (Model Context Protocol) lets AI assistants like Cursor access RivalSweeper competitor and monitoring data through a standard protocol. This enables AI tools to work with monitored domains, competitor comparisons, and related analytics using natural language - without custom integrations. Requires RivalSweeper subscription with API access and MCP credentials. Full documentation: https://www.rivalsweeper.com/features/rivalsweeper-mcp Q: How can an AI agent get eCommerce competitor data from RivalSweeper programmatically? A: Through the RivalSweeper Signals API - a live, pay-per-call gateway built for AI agents. Connect over MCP (POST https://mcp.rivalsweeper.com/mcp, streamable HTTP) or REST (OpenAPI at https://mcp.rivalsweeper.com/openapi.json). Available signals: competitor pricing statistics and product samples, active promotions with validity windows, 6-pillar AI/agent-readiness scores, and full brand snapshots. Billing is prepaid credits (1 credit = $0.02); a call that returns no data is never charged, and every response carries a freshness timestamp. Coverage discovery (get_coverage) is free. Get an API key at https://www.rivalsweeper.com/solutions/signals-api ## Key Differentiators ### Visual + Content Tracking Detects both visual and content changes across thousands of domains, catching updates competitors try to hide. Comprehensive change detection beyond simple text matching. ### Pricing + Marketing Positioning Tracks both pricing strategies and marketing positioning to give you the complete competitive picture. Holistic view of competitor commercial activities. ### PR & News Monitoring Stay ahead by tracking competitor press coverage and news mentions - leverage timely PR insights to gain an edge over the competition. Media intelligence integration. ### API Access & Exportable Reports Easily integrate competitive data into your existing tools or export comprehensive reports for team sharing. Programmatic access and data portability. ### Historical Intelligence Access both current and past changes to identify patterns and predict future competitor moves. Trend analysis and pattern recognition. ### Tech Stack & Feature Monitoring Uncover the technologies and features powering competitor websites - spot innovation gaps and stay ahead in digital capabilities. Technical competitive analysis. ## Use Cases ### Pricing Strategy Optimization Monitor competitor pricing changes in real-time to optimize your own pricing strategy. Identify pricing opportunities and respond to market changes quickly. ### Product Launch Intelligence Track competitor product launches and catalog changes to identify market trends and opportunities. Stay informed about new products entering your market. ### Marketing Campaign Analysis Monitor competitor promotional campaigns, coupon codes, and marketing messages to adapt your marketing strategy. Understand competitor marketing cadence and tactics. ### Market Gap Identification Use gap analysis features to identify untapped market opportunities and product segments. Discover areas where competitors are not competing effectively. ### Competitive Benchmarking Compare your performance against competitors across multiple dimensions including pricing, product assortment, and marketing strategies. Comprehensive competitive benchmarking. ### Expansion Planning Use competitive intelligence to inform expansion decisions and identify new market opportunities. Data-driven expansion strategy development. ## Optional ### Blog - **URL:** https://www.rivalsweeper.com/blog - **Description:** Educational content, guides, and updates about competitive intelligence, eCommerce strategies, platform features, and RSS feed integration guides for various platforms (Google Chat, Microsoft Teams, Slack, Outlook, Lark). ### Blog Post Pages - **URL Pattern:** https://www.rivalsweeper.com/blog/{post-slug} - **Available Posts:** - proactive-competitive-intelligence: Why SaaS dashboards fail - the case for proactive competitive intelligence that pushes alerts instead of waiting for logins. - ecommerce-competitive-intelligence-tools-2026: The complete 2026 guide to eCommerce competitive intelligence tools and capabilities. - webmcp-ecommerce: Google WebMCP protocol (W3C Draft, Feb 2026) - what it means for eCommerce and AI agents. - agent-readiness-score: AI shopping agents are choosing winners - Agent Readiness scoring and agentic commerce. - agentic-commerce-ecommerce-readiness: UCP vs ACP - the two protocols that decide which stores AI agents can discover and transact with. - competitor-analysis-d2c-brands: D2C competitor analysis using a 5-signal framework. - competitor-price-monitoring-ecommerce: Competitor price monitoring beyond tracking numbers. - ecommerce-competitive-intelligence-guide: Complete 5-pillar eCommerce competitive intelligence guide. - how-to-track-competitor-products: Practical framework for tracking competitor products online. - competitor-catalog-monitoring: Catalog monitoring - turnover rates, unannounced removals, and detection gaps. - competitive-intelligence-beyond-price-monitoring: Why competitive intelligence is more than price monitoring. - rivalsweeper-feed-with-googlechat: RSS feed integration with Google Chat - rivalsweeper-feed-with-teams: RSS feed integration with Microsoft Teams - rivalsweeper-feed-with-slack: RSS feed integration with Slack - rivalsweeper-feed-with-outlook: RSS feed integration with Outlook - rivalsweeper-feed-with-lark: RSS feed integration with Lark ### Persona Case Studies - **URL Pattern:** https://www.rivalsweeper.com/personas/{persona-slug} - **Available Personas:** - ecommerce-managers: Case studies for eCommerce Managers - marketing-directors: Case studies for Marketing Directors - growth-teams: Case studies for Growth Teams - d2c-founders: Case studies for D2C Founders ### Demo - **URL:** https://www.rivalsweeper.com/demo - **Description:** Schedule a personalized platform demo with calendar integration. ### Partners - **URL:** https://www.rivalsweeper.com/partners - **Description:** Partnership opportunities including Regional Reseller, Technical, Affiliate, and Agency programs. ### FAQ - **URL:** https://www.rivalsweeper.com/faq - **Description:** Frequently asked questions about features, pricing, technical capabilities, and security. ### Policies - **Privacy Policy:** https://www.rivalsweeper.com/privacy - How RivalSweeper collects, uses, and protects user data. GDPR compliance. - **Terms of Service:** https://www.rivalsweeper.com/terms - Subscription terms, cancellation policy (14-day return window), and service agreements. - **Cookie Policy:** https://www.rivalsweeper.com/cookie-policy - Cookie and tracking technology usage on the website. ## Playbooks Free playbook PDFs from RivalSweeper. These are the frameworks RivalSweeper uses internally to size up ecommerce competitors. Each playbook is delivered by email after a one-field signup; the same email link always serves the latest edition. Refreshed monthly because the AI-search and agent-readiness sections move fast. ### Playbooks Index - **URL:** https://www.rivalsweeper.com/playbooks - **Description:** Index of every RivalSweeper playbook. One playbook today, more coming. ### Ecommerce Competitor Monitoring Playbook (2026 edition) - **URL:** https://www.rivalsweeper.com/playbooks/ecommerce-competitor-monitor - **Edition:** v1.0, May 2026 - **Length:** 21 pages, ~70KB PDF - **Cost:** Free, watermarked, share with attribution - **Refresh cadence:** Monthly. Same email link always serves the latest edition. - **What is ecommerce competitor monitoring in 2026:** The practice of tracking what every competitor brand changes across pricing, assortment, marketing, paid acquisition, organic search, AI-search visibility, agent readiness and customer experience. In 2026 the definition expanded to include how often a brand is cited by ChatGPT, Claude and Gemini, and how readable the site is to buying agents. - **Why now:** The way buyers find ecommerce brands is splitting in two. Google still drives a large share of traffic, but a fast-growing slice of high-intent searches now happens inside ChatGPT, Claude and Gemini. The brands cited in those answers get bought. The brands not cited do not exist for that buyer. Buying agents are starting to act for users at checkout. Whether your site is readable to those agents is a new dimension entirely, and it has its own scoring rubric in section 7. The 2026 question is no longer "do you rank on Google" but "do you get cited by the model and reached by the agent". - **Framework: 16 sections (0-15) + 8-prompt Competitor Brief worksheet** - 0. Snapshot - brand, category, markets, scale signals, funnel ownership - 1. Pricing and promotion intelligence - price ladder, promo cadence, calendar overlap, bundles, loyalty, regional variance - 2. Assortment and merchandising - catalog size, new arrivals velocity, bestseller mix, OOS signal, category architecture - 3. Marketing messages and positioning - hero claim, message change rate, value pillars, proof points, brand voice - 4. Paid acquisition footprint - Meta + TikTok ad libraries, Google Ads, retail media, influencer and UGC - 5. SEO and organic search - organic visibility, content engine, backlinks, AI Overview presence - 6. AI and LLM brand visibility (2026 critical) - citation rate across ChatGPT, Claude, Gemini; sentiment; sources; LLM-specific entry points; knowledge graph status - 7. Agent readiness, the new SEO (2026 critical) - 6-pillar 0-100 rubric, see weights below - 8. Commerce tech stack - platform, checkout, app rating, subscription tech, reviews tech, search tech, personalization - 9. Social and community - channel mix, follower velocity, engagement rate, top organic content, Reddit footprint, UGC volume - 10. Customer experience signals - site speed, mobile weighting, return policy, shipping, service surface - 11. Reputation and review aggregate - Trustpilot, BBB, app store reviews, Reddit threads - 12. People and hiring signals - headcount trend, recent hires, open roles, departures - 13. Financials and growth where visible - funding, revenue range, growth proxy - 14. Strategic gaps and opportunities - overcommitments, invisibility gaps, repositioning angles, 30/60/90 day moves - 15. Monitoring cadence - daily / weekly / monthly / quarterly tasks - **6-pillar Agent Readiness rubric (Section 7) - 0-100 score, weights sum to 101 on purpose:** - Schema markup (weight 23) - Product, Offer, BreadcrumbList, FAQ, Review, Organization, WebSite - Technical access (weight 24) - robots.txt posture on AI crawlers, sitemap freshness, structured feeds - Content quality for retrieval (weight 18) - heading hierarchy, paragraph length, factoid density - Trust signals (weight 11) - SSL, privacy and terms, contact, business address visible - AI surface files (weight 13) - llms.txt, ai.txt, ai-plugin.json, MCP server, A2A agent manifest, agents.json, hreflang, ACP commerce manifest - Entity recognition (weight 12) - founder and exec entities, brand entity disambiguation, Wikidata coverage - **Competitor Brief worksheet (back of playbook):** 8 prompts the user fills in as they work the sections: 1. TL;DR in 3 sentences. What this competitor is, who they win, where they break. 2. Their single biggest strength right now 3. Their single biggest weakness right now 4. The one thing you would copy this month 5. The one thing you would deliberately do differently 6. Their AI / LLM citation score and the gap vs you 7. Their Agent Readiness score and the gap vs you 8. Defensible moves you will ship in 30 / 60 / 90 days - **Pull quote from the playbook:** "The 2026 question is no longer 'do you rank' but 'do you get cited'." - Nir Bentziony, Founder, RivalSweeper - **Who it is for:** - Founders - quarterly category map before they raise, hire, or ship - Growth and Marketing - competitor war room without spinning up a research vendor - Brand and Ecommerce Directors - stop running quarterly reviews from screenshots; the Agent Readiness rubric in section 7 is the same one RivalSweeper uses to score sites in production today - **Author:** Nir Bentziony, founder of RivalSweeper. Runs this playbook manually on every new account RivalSweeper signs, then automates sections 1-7 on a daily cycle for the customer. ## For Detailed Information - Full LLM context: /llms-full.txt - AI Plugin: /.well-known/ai-plugin.json - Knowledge Graph: /.well-known/knowledge-graph.json - ACP Discovery: /.well-known/acp.json (Agentic Commerce Protocol; declared, services pending) - Schema Data: All pages include comprehensive JSON-LD structured data Last Updated: 2026-05-31