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RTRVR × GOOGLE CLOUD

Browser-agent infrastructure built to finish the job.

Google Cloud powers the control plane behind rtrvr across the browser extension, managed Cloud browsers, API, MCP, and WhatsApp.

Talk partnership Read the architecture
PRODUCTION REQUESTlive
EXTENSIONCLOUDAPIMCPWHATSAPP
01Cloud Run orchestrationroute · plan · coordinate
Firebaseidentity + state + FCM
Gemini Flashreasoning + tools
Cloud Storagefiles + results
02Browser runtimemanaged Cloud or signed-in device
Finished resultreturned to the surface that started the work
35,000+
Users served
7M+
Live-web runs
81.4%
Benchmark success
100%
GCP infrastructure

THE GOOGLE CLOUD SPINE

One control plane behind every door in.

Each Google Cloud service has one clear job in the path from request to verified result.

01

ORCHESTRATE

Cloud Run

Runs the agent services and managed browser workloads behind Cloud, API, MCP, and mobile requests.

  • Request-based scaling
  • Isolated browser workloads
  • Pay for active compute
02

COORDINATE

Firebase

Keeps identity, task state, files, and real-time device coordination consistent across every surface.

  • Firebase Authentication
  • Firestore and Cloud Storage
  • FCM device wake-up
03

REASON

Gemini Flash

Turns compact semantic page context into plans, tool calls, structured outputs, and checked results.

  • Structured output
  • Fast tool decisions
  • Efficient semantic context

HALLUMINATE WEB BENCH

The infrastructure earns its keep in the result.

Compact semantic browser context, fast model decisions, and one shared execution path produced an 81.4% success rate in the published benchmark snapshot.

View benchmark data
METRICRESULTRANK
Overall success81.4%#1
Read tasks88.24%#1
Write tasks65.63%#1
Average execution0.9 min—
Average task cost$0.12—

WHAT RUNS ON IT

Cloud infrastructure, visible through finished work.

01

SCHEDULED SIGNALS

Watch the market without keeping a tab open.

Cloud Run starts a managed browser on schedule, rtrvr checks the sources, and the new result returns to the team.

RESULTFresh changes, ready to reviewCloud Run · Firestore · Gemini
02

BATCH DATA

Turn a column of sources into a usable sheet.

Parallel browser jobs collect the requested fields and write structured results back where the team already works.

RESULTSource-linked rows in Google SheetsCloud Run · Cloud Storage · Sheets
03

EVENT-DRIVEN WORK

Let another product start the browser job.

An API, MCP, webhook, or WhatsApp message can route work to Cloud or wake a user-owned extension through FCM.

RESULTOne result across every entry pointCloud Run · Firebase · FCM

WHY THIS ARCHITECTURE

Scale when the workload needs it. Stay local when the session needs it.

A managed browser when scale matters

Cloud workloads can start on demand, process many independent jobs, and return structured results without tying up a user device.

The user’s browser when session matters

The same control plane can route work to an online extension, preserving the logins and permissions already held on that device.

One orchestration path across every surface

Extension, Cloud, API, MCP, and WhatsApp share task contracts, progress state, observability, and result handling.

Semantic page context instead of raw pixels

Structured browser context gives the model explicit controls, relationships, and page state before it chooses the next action.

GOOGLE CLOUD PARTNERSHIP

From one signed-in browser to a managed fleet.

rtrvr uses one Google Cloud backbone to make browser work callable wherever people and software need the finished result.

Contact the founders Open Cloud
Chrome extensionStart in the browserDocumentationSee every product pathAPI referenceCall a managed browserTechnical blogBenchmarks and launches
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work for you.

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Use cases

Vibe ScrapingLead EnrichmentForm FillingWeb MonitoringSocial MediaJob ApplicationsData MigrationAI Web ContextAgentic Checkout

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Products
Browser ExtensionCloudRoverData & Evals
Use cases
Vibe ScrapingLead EnrichmentForm FillingWeb MonitoringSocial MediaJob ApplicationsData MigrationAI Web ContextAgentic Checkout
Resources
DocsBlogModelsData for AI LabsCase StudiesVideosNewslettersChangelogPricingAppSumoDemoAffiliate
Company
TeamContactGCP PartnerWhat We BelieveSecurityPrivacyTerms
Developers
APIMCPCLI & SDKTemplatesIntegrationsWhatsApp
Compare
ApifyBardeenBrowserbaseBrowser UseClayClaudeCometFirecrawl
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