rtrvr.ai: AI Web Intelligence
Built on Google Cloud
The web intelligence layer for the agentic era. 15,000+ users, 250,000+ workflows/month, 81.39% benchmark success rate—powered entirely by Google Cloud Platform.
Executive Summary
rtrvr.ai is the web intelligence layer for the agentic era—enabling AI agents to understand, navigate, and extract data from any website with unprecedented accuracy and speed. Built entirely on Google Cloud Platform infrastructure, we process 250,000+ workflows monthly for 15,000+ users, achieving state-of-the-art performance: 81.39% task success rate on industry benchmarks while maintaining sub-minute average execution times at $0.12 per task.
Our unified backend architecture leverages Cloud Run for serverless browser orchestration, Firebase for real-time progress tracking and authentication, and Gemini Flash models for AI-powered decision-making—creating a platform that scales from individual developers to enterprise B2B partnerships while delivering best-in-class reliability and cost efficiency.
Technical Architecture: Google Cloud at the Core
Every component of rtrvr.ai runs on Google Cloud infrastructure, from Chrome extensions to cloud APIs to WhatsApp bots.
Cloud Run
Stateless microservices for web agent orchestration. Auto-scaling from 0 to thousands of concurrent browser instances.
- Sub-second cold starts
- Request-based scaling
- Pay-per-use economics
Firebase Suite
Real-time data & authentication across all surfaces
- Authentication
- Cloud Firestore
- FCM for browser wake-up
- Cloud Storage
Gemini Flash
Primary reasoning engine for web agent decision-making
- $0.12 avg task cost
- 0.9 min completion
- Structured output mode
Unified Backend Architecture
81.39% Success Rate on Halluminate Web Bench
#1 ranking across all AI web agents, beating OpenAI Operator, Anthropic CUA, and other leading competitors.
Why We Win: Smart DOM Trees vs. Screenshots
Competitors rely on vision models analyzing screenshots—forcing expensive models to parse pixels, handle overlays, and infer structure. rtrvr.ai extracts semantic DOM trees: hierarchical, structured data that explicitly labels buttons, inputs, prices, and relationships.
Google Workspace Integration: Automated Data Workflows
Direct Google Sheets integration enables collaborative automation—structured data where teams already work.
Batch Processing Workflows
- 1Upload spreadsheet with 1,000 company URLs
- 2rtrvr processes each row in parallel (cloud browsers per row)
- 3Extracted data writes back as new columns
- 4Result: Structured dataset ready for analysis
Real-Time Intelligence Feeds
- Scheduled workflows (cron-style) run monitoring tasks
- Price monitoring, competitor analysis, compliance checks
- Results append to shared Google Sheets automatically
- Teams access live data without custom dashboards
Use Cases in Production
Real-World Use Cases & Customer Stories
From AI SEO tracking to parallel browser execution—see how customers leverage rtrvr.ai's Google Cloud infrastructure.
AI SEO / GEO Visibility Tracking
Marketing teams verify ChatGPT, Perplexity recommendations daily
Event-Driven Sales Automation
Calendar webhook → LinkedIn research → Personalized outreach
Parallel Multi-Browser at Scale
12+ cloud browsers processing 1000s of sites simultaneously
Automated Job Applications
Parallel form filling across 100+ positions with file uploads
More Video Demonstrations
Feastables Inventory for MrBeast
AI agent audits Walmart stock, maps in-stock units, flags discounts in under 2 minutes
Japan Trend Analyzer for MrBeast
Scans Japan's Gaming Trending tab, translates titles, calculates viral velocity before US trends
Customer Traction & B2B Partnerships
By the Numbers
Enterprise Use Cases
Technical Differentiators
Local-First Execution Model
Unlike cloud-only agents, rtrvr can execute in user's own browser
- Works with logged-in accounts (LinkedIn, internal tools)
- Accesses paywalled content user already has
- No bot detection—real browser fingerprint
- Credentials never leave user's machine
DOM-Based Intelligence
Reads semantic DOM trees vs screenshot analysis
- Pop-ups and overlays don't block extraction
- Layout-agnostic—redesigns don't break workflows
- Accurate form interaction with real HTML elements
- Smaller model requirements for same results
Zero-Configuration Browser Control
FCM-based architecture enables instant scalability
- No local servers to run—extension auto-wakes
- Cross-device execution from anywhere
- Scale from 1 to 1,000 browsers instantly
- Works behind corporate firewalls
Unified Multi-Modal Backend
One Cloud Run deployment serves all surfaces
- Chrome extension, cloud platform, REST API
- WhatsApp bot, MCP server requests
- Consistent reliability, single codebase
- Unified observability and monitoring
Built from Ground Up: Zero Third-Party Browser Dependencies
Unlike competitors who rely on third-party hosted browser services, rtrvr built the most robust, secure browser hosting infrastructure from scratch. No CDP dependencies, no external browser providers—just pure Google Cloud innovation.
Our Journey: 2 Founders, 100% Bootstrapped
Phase 1 (Jan-Aug 2025): Built Chrome extension from scratch. 7 months of focused development to create the most robust browser automation platform.
Phase 2 (Aug-Nov 2025): Made the decision to become agentic infrastructure—providing web intelligence anywhere users and developers need it. Took platform offline, rebuilt for 3 months.
Phase 3 (Nov 12, 2025): Launched Act 2 with brand new extension, cloud API, WhatsApp bot, and revolutionary Extension-as-API/MCP architecture. 15,000 users and 200,000 workflows in just 20 days.
Built entirely by 2 founders with deep conviction in solving web intelligence at the infrastructure level.
Building the Web Intelligence Layer
Google built the information layer for the web. rtrvr.ai is building the intelligence layer—enabling AI agents to not just find information, but understand, interact with, and extract value from any website.