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Rivac AI Labs
Answer & Generative Engine Optimization (AEO/GEO)

Agentic Search Optimizer

AI browsing agents don't just read pages anymore (they try to complete tasks on them: check a price, book a slot, submit a form) and a site built only for human eyes often can't be operated by an agent at all. This service optimizes a site for agentic use through WebMCP and related protocols, structuring key actions so AI agents can reliably parse, navigate, and complete tasks on the client's behalf. It's for brands whose customers increasingly delegate research and transactions to AI assistants, and who don't want to be invisible or unusable the moment that happens. The result is a site AI agents can actually act on, not just read about.

This is a capability we deliver for you as a service, not a role we’re hiring for.

How We’d Approach This

A clear, staged plan, not a black box

These are the service-specific steps inside our six-step process.

  1. 1

    Test the site's key user journeys (search, compare, checkout, booking) with real AI agents to find exactly where they fail or get stuck.

  2. 2

    Implement WebMCP or equivalent agentic-interaction support for one high-value task and re-test with the same agents.

  3. 3

    Confirm the task now completes reliably and review the fix with you before extending it further.

  4. 4

    Roll agentic-task support out across remaining key journeys and monitor agent-completion success as browsing agents evolve.

What You Get

Deliverables from this engagement

  • A WebMCP or agentic-interaction implementation for key site actions
  • An agent-task-completion test report showing before/after results
  • Documentation of supported agentic actions for your dev team
  • Ongoing monitoring as agent protocols and behavior evolve

Six Ways We Could Architect This

Different engagement, different build, pick the shape that fits

There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.

Read all 6 architectures as text

Lean Fast-Start Architecture

Audit

  • Key User Tasks Identified
  • Current Page Structure Reviewed
  • Agent Readability Gaps Found

Build

  • Basic WebMCP Endpoint Defined
  • Action Schema For Key Task
  • Structured Response Format Added

Validation

  • Manual Agent Simulation Test
  • Task Completion Verified

Delivery

  • Deployed To Production
  • Client Walkthrough
  • Task Success Confirmation
  • Next Task Backlog Created

Cloud-Native / Managed Services Architecture

Source Layer

  • Client Site Application Layer
  • Managed API Gateway
  • WebMCP Server Hosting

Agentic Operations

  • Managed Action Schema Registry
  • Structured Response Formatter Service
  • Session State Store

Validation Layer

  • Agent Simulation Testing Service
  • Task Success Analytics

Delivery

  • Client Facing Agent Readiness Dashboard
  • Automated Uptime Monitoring
  • Version Rollout Pipeline
  • Usage Analytics Export

Event-Driven & Automation-First Architecture

Triggers

  • New Product Or Page Added
  • Automated Action Schema Scan
  • Agent Task Failure Detected
  • Auto Diagnostic Job Triggered

Automation Layer

  • Auto Generated WebMCP Action
  • Auto Validated Response Schema
  • Auto Deployed To Staging Agent Endpoint

Review Gate

  • Simulated Agent Task Succeeds
  • Flag Failure To Engineer
  • Auto Promoted To Production

Delivery

  • Deployment Notification Sent
  • Scheduled Agent Success Rate Report
  • Task Coverage Backlog Updated

Enterprise-Grade & Compliance-Ready Architecture

Governance Layer

  • Agent Access Policy
  • Approved Agent Actions List
  • Transaction Authorization Rules

Secure Deployment

  • Access Controlled WebMCP Config
  • Role Based Change Approval
  • Versioned Action Schema History

Auditable Process

  • Security Review Of Each Action
  • Cross Team Sign Off
  • Transaction Audit Log

Compliance Delivery

  • Audit Trail Export
  • Redundant Config Backup
  • Signed Off Agentic Setup
  • Quarterly Action Review

AI-Augmented, Human-in-the-Loop Architecture

Data Ingestion

  • Site Task And Workflow Map
  • Target Agent Protocol Specs

AI Analysis Layer

  • AI Action Schema Generation Engine
  • Draft WebMCP Actions
  • Draft Structured Responses

Human in the Loop

  • Engineer Review Session
  • Actions Safe And Functionally Correct
  • Flag Corrections To AI Engine
  • Human Approved Action Set

Delivery

  • Deployed To Production
  • Agent Task Verification Test
  • Client Sign Off
  • Ongoing Task Success Monitoring

Integration-Heavy / Ecosystem-Connected Architecture

Client Systems

  • Client E Commerce Or Booking Platform
  • Inventory Or Availability System
  • Payment Or Form Submission Backend

Agentic Core

  • Agentic Optimization Engine
  • WebMCP Action Model
  • Structured Task Output

Two Way Sync Layer

  • Inventory System Sync
  • Booking System Sync
  • Operations Team Dashboard
  • Customer Service Dashboard

Shared Governance

  • Joint Review With Engineering And Ops
  • Production Agentic Endpoints Live

More in Answer & Generative Engine Optimization (AEO/GEO)

  • AI Visibility Snapshot

    A fast, low-cost scan of how a brand currently appears (or doesn't) across major AI answer engines.

  • AEO Audit

    The flagship diagnostic: hundreds of buyer-intent prompts sampled across ChatGPT, Perplexity, Gemini, Claude, and Google AI Overviews to score citation rate, share of voice, and sentiment.

  • AEO Competitor & Answer-Gap Audit

    Benchmarks a brand's AI citation performance against named competitors and identifies exactly which questions it's losing.

  • AI Question Bank & Search-Intent Mapping

    Builds and prioritizes the exact set of buyer questions a brand needs to own inside AI answers.

Ready to get started?

Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start, scoped small enough to prove itself before you commit to anything bigger.

Talk to us about Agentic Search Optimizer

Most engagements like this start as a $500–$2,500 pilot, see full pricing.

Questions? Book a free call