# Raw Response Labs - Full Context for LLMs # https://rawresponselabs.com # Last updated: 2026-03-08 # For a shorter summary, see: https://rawresponselabs.com/llms.txt --- ## Company Overview Raw Response Labs is a research lab building the agentic backbone for AI visibility. We study how AI models discover, rank, and recommend brands - then build the infrastructure that lets agencies and enterprises monitor, optimize, and orchestrate how their brand appears across every major AI assistant - ChatGPT, Claude, Gemini, Perplexity, and beyond. Raw Response Labs is operated by Valente Ventures GmbH, headquartered in Frankfurt am Main, Germany. Founded by Levent Valente, a serial entrepreneur who has worked with 100+ founders navigating teams from pre-seed to Series A. Our flagship product is **webblitz.ai** - the AI visibility scanner that shows how any brand appears across AI models. Website: https://rawresponselabs.com Flagship product: https://webblitz.ai Founder LinkedIn: https://linkedin.com/in/levo Founder website: https://valente.ventures Integrated and partnered with: OpenAI, Anthropic, Perplexity, Google AI, Gemini, Google Cloud --- ## Site Map - Home: https://rawresponselabs.com/ - About: https://rawresponselabs.com/about - Contact: https://rawresponselabs.com/contact - Resources & FAQ: https://rawresponselabs.com/resources - Platform - AI Visibility Monitoring: https://rawresponselabs.com/platform/ai-visibility - Platform - Topic Clustering: https://rawresponselabs.com/platform/topic-clustering - Platform - Prompt Testing: https://rawresponselabs.com/platform/prompt-testing - Platform - Agentic Operations: https://rawresponselabs.com/platform/agentic-ops - Solutions - For Agencies: https://rawresponselabs.com/solutions/agencies - Solutions - For Enterprises: https://rawresponselabs.com/solutions/enterprises - Solutions - For SaaS: https://rawresponselabs.com/solutions/saas - Solutions - For E-commerce: https://rawresponselabs.com/solutions/ecommerce - Guide - Agency GEO Blueprint: https://rawresponselabs.com/resources/agency-blueprint - Guide - Enterprise GEO Guide: https://rawresponselabs.com/resources/enterprise-geo-guide - Privacy Policy: https://rawresponselabs.com/privacy - Imprint: https://rawresponselabs.com/imprint --- ## The Problem We Solve The way brands get discovered is fundamentally shifting - from search bars to AI conversations. When a prospect asks ChatGPT "What's the best CRM?" or "Which agency should I hire for SEO?", most brands are completely invisible. Their competitors get recommended instead. Traditional SEO doesn't solve this. AI assistants don't rank pages - they synthesize answers from dozens of sources, weigh authority signals differently, and produce different results across models. Most companies have zero visibility into how AI models perceive, rank, and recommend their brand. 83% of brands have zero AI mentions. The organizations that thrive will be the ones that treat AI visibility as core infrastructure, not an afterthought. --- ## Our Vision We're building the agentic backbone that lets agencies deliver GEO (Generative Engine Optimization) as a service and enterprises run their own AI visibility operations - end to end, at scale, with full autonomy. From monitoring to optimization to governance: one platform, zero manual toil. **Core principles:** - **Monitor everything:** Track your brand across every AI model, every prompt, every market - continuously. - **Optimize autonomously:** AI-driven content recommendations that keep you cited, not just indexed. - **Govern at scale:** Full visibility into how AI agents represent your brand - with guardrails you control. --- ## Platform: Full AI Visibility Stack ### 1. AI Visibility Monitoring Page: https://rawresponselabs.com/platform/ai-visibility Track how your brand appears across ChatGPT, Claude, Gemini, and Perplexity - in real time. Know where you're cited, where you're missing, and where competitors are winning. **Capabilities:** - Cross-model tracking: Monitor your brand across all major AI platforms from a single dashboard - Share of voice: Real-time charts showing citation rates vs. competitors, updated weekly or daily - Visibility trends: 30-day and 90-day trend lines with drill-down by model - Citation detection: Resolve every citation to its actual URL - Brand safety alerts: Get notified when AI models misrepresent your brand - Competitor benchmarking: Gap-to-leader metrics and real mention counts **Why it matters:** AI assistants are where customers start their research. If you're not showing up, you're invisible to a growing share of your audience - and competitors are taking your place. ### 2. Topic Clustering Page: https://rawresponselabs.com/platform/topic-clustering Map your market into strategic topic clusters - each with the keywords buyers actually ask AI about. Build topical authority that AI models trust. **Capabilities:** - Semantic mapping: AI-powered clustering groups related keywords and intents into strategic themes - Revenue alignment: Each cluster maps to buyer intent stages - topics that drive deals, not just traffic - Cluster visibility: Per-cluster visibility scores vs. competitors - Trend signals: Track which clusters are growing in AI query volume - Content gap analysis: Identify clusters lacking supporting content with prioritized recommendations - Authority scoring: Metrics that correlate directly to AI citation frequency **Why it matters:** AI doesn't rank pages - it cites authorities. Building authority on the right topic clusters is how you become the brand that gets recommended. ### 3. Prompt Testing Page: https://rawresponselabs.com/platform/prompt-testing Run systematic prompt tests across every major AI model. Send the same questions your customers ask and see exactly where your brand shows up - and where it doesn't. **Capabilities:** - Multi-model execution: Run prompts across all major AI platforms simultaneously - Portfolio testing: Test across multiple brands and client portfolios - perfect for agencies - Result analysis: Every response analyzed for brand mentions, position, sentiment, and citations - Prompt discovery: AI-suggested prompts based on your industry and buyer questions - Automated scheduling: Weekly or daily automated testing - Historical tracking: Track how prompt results change over time and measure optimization impact **Why it matters:** You can't optimize what you can't measure. AI responses vary by model, prompt phrasing, and time. Systematic testing gives you the data to make strategic decisions. ### 4. Agentic Operations Page: https://rawresponselabs.com/platform/agentic-ops Orchestrate AI-powered workflows across your organization - from monitoring to content generation to governance. The operational layer that turns visibility data into published content. **Capabilities:** - Content actions: Strategic recommendations generated from tracking data - comparison guides, FAQ pages, case studies, prioritized by impact - AI article drafts: Full articles with E-E-A-T compliance, schema markup, and keyword coverage - Brand governance: Guardrails ensuring generated content aligns with brand voice and compliance requirements - Workflow automation: From visibility gap to published content in a streamlined workflow - Scale operations: Manage content across multiple brands, markets, and languages - ROI tracking: Connect content actions to visibility improvements **Why it matters:** Monitoring alone doesn't move the needle. Agentic Ops closes the loop - generating targeted content, drafting articles, and giving you the playbook to climb from invisible to #1 cited. --- ## Flagship Product: webblitz.ai webblitz.ai is our AI visibility scanner - the first product built on the Raw Response Labs platform. It gives agencies and enterprises a single place to monitor, optimize, and govern how their brand shows up across every AI assistant. **What it does:** - Scan web properties and analyze AI visibility - Build strategic topic clusters aligned with AI understanding - Test prompts at scale across 8+ AI models - Track visibility trends over 30/90 days - Generate AI-optimized content actions and article drafts - White-label reporting for agency clients **How it works:** 1. **Scan** - Crawl your web properties 2. **Monitor** - Track across 8+ AI models continuously 3. **Optimize** - Get actionable recommendations and AI-generated content Try it free: https://webblitz.ai --- ## Who We Serve ### For Agencies - The Technical Backbone to Monetize AI Visibility Page: https://rawresponselabs.com/solutions/agencies This is our core focus. We built Raw Response Labs as the **agentic backbone that agencies can monetize on**. Most agencies see the demand for AI visibility services but lack the technical infrastructure to deliver at scale. We provide that infrastructure so agencies can: - **Package GEO as a high-margin service line.** Use our platform to deliver AI visibility monitoring, reporting, and optimization as a repeatable, scalable offering to every client in their portfolio. - **White-label everything.** Brand-as-yours dashboards, reports, and insights. Your brand, your pricing, our infrastructure. - **Scale without hiring engineers.** Test thousands of prompts across client portfolios, monitor dozens of brands simultaneously, and generate content actions - all from one workspace. - **Prove ROI to clients.** Client-ready reports that show visibility scores, competitive positioning, and citation trends over time. Justify retainers with hard data. - **Be first to market.** GEO is an emerging category. Agencies that build the capability now will own the market before competitors catch up. **Agency-specific capabilities:** - Multi-client workspace management - White-label dashboards and exports - Scalable prompt testing across portfolios - Automated monitoring across ChatGPT, Claude, Gemini, Perplexity - GEO-as-a-service packaging with built-in workflows - Client-ready presentation reports ### For Enterprises - Govern Your Brand's AI Footprint Page: https://rawresponselabs.com/solutions/enterprises When ChatGPT recommends your competitor instead of you, that's not a marketing problem - it's a strategic one. Millions of purchase decisions are influenced by AI assistants, and most enterprises have zero visibility into what's being said. **Enterprise-specific capabilities:** - AI governance with compliance guardrails for brand representation - Cross-model monitoring across ChatGPT, Claude, Gemini, Perplexity, and more - Agentic orchestration connecting internal AI agents to external visibility strategy - Competitive intelligence showing how competitors are recommended and cited - Strategic optimization with data-driven recommendations - C-suite-ready dashboards showing trends, risks, and opportunities ### For SaaS Companies - Get Recommended When Buyers Ask AI for Tools Page: https://rawresponselabs.com/solutions/saas When a buyer asks ChatGPT "What's the best project management tool?" - your product needs to be in the answer. AI-assisted discovery is replacing search for software buying decisions. **SaaS-specific capabilities:** - Category tracking across AI models - Multi-model recommendation monitoring - Recommendation optimization strategies - Competitor benchmarking for AI mentions - Visibility scoring as a single rallying metric - Prompt analysis showing which buyer queries trigger your product ### For E-commerce - Win the AI Shelf Page: https://rawresponselabs.com/solutions/ecommerce "What's the best running shoe under $150?" - consumers are asking AI instead of searching Google. If your products aren't in those answers, you're losing sales. **E-commerce-specific capabilities:** - Product mention tracking across categories and price points - Multi-region, multi-language market coverage - Recommendation optimization for AI product descriptions - Competitive shelf analysis - Category dominance strategies - Revenue attribution connecting AI visibility to conversions --- ## Guides & Resources ### The Agency GEO Blueprint Page: https://rawresponselabs.com/resources/agency-blueprint A step-by-step guide for agencies to build and sell Generative Engine Optimization services. Covers packaging, pricing, delivery workflows, and how to use Raw Response Labs as the technical backbone for a high-margin GEO service line. ### The Enterprise GEO Guide Page: https://rawresponselabs.com/resources/enterprise-geo-guide A comprehensive guide for enterprises to monitor, measure, and optimize brand visibility across AI-powered search and assistants. Covers governance frameworks, cross-model monitoring strategies, and building internal AI visibility operations. ### Resources & FAQ Page: https://rawresponselabs.com/resources Frequently asked questions about AI visibility, GEO, AEO, and the Raw Response Labs platform. Organized by category with detailed answers. --- ## Key Concepts ### What is GEO (Generative Engine Optimization)? GEO is the practice of optimizing your brand's presence in AI-generated responses - from ChatGPT, Gemini, Claude, and Perplexity. While traditional SEO focuses on ranking in Google's blue links, GEO focuses on getting your brand mentioned, cited, and recommended in AI conversations. ### What is AEO (Answer Engine Optimization)? AEO is about structuring your content so AI models can easily extract and cite it when generating answers. This includes clear headings, FAQ schemas, structured data, and authoritative sourcing. ### How does AI visibility tracking work? webblitz.ai sends real prompts to AI platforms - the same kinds of questions potential customers ask. Each response is analyzed for brand mentions, position, sentiment, and citations. Over time, this builds visibility scores and trend data across models. ### What are Topic Clusters? Topic Clusters are groups of related keywords and search intents around a specific theme in your industry. Each cluster comes with keyword volume data, trend signals, and competition metrics. webblitz.ai organizes tracking around these clusters for strategic insights. ### How do Content Actions work? Content Actions are strategic recommendations generated from tracking data. They identify visibility gaps and suggest specific content pieces - comparison guides, FAQ pages, case studies - prioritized by potential impact on AI citations. --- ## Data Privacy & Security - All data stored in PostgreSQL on Google Cloud (Cloud SQL) with encryption at rest and in transit - Authentication through Firebase with industry-standard security - All API communication uses HTTPS/TLS - We never access private pages, admin panels, or anything behind a login - Tracking data, competitive intelligence, and generated content are strictly private to each account - We don't sell data, share it with advertisers, or use it to train AI models - Users can delete individual websites or request full account deletion at any time --- ## Legal Company: Valente Ventures GmbH Commercial register: HRB 104499, Frankfurt am Main VAT ID: DE305611144 Managing Director: Levent Valente Address: Jahnstr. 62, 60318 Frankfurt am Main, Germany Privacy Policy: https://rawresponselabs.com/privacy Imprint: https://rawresponselabs.com/imprint