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Spectrum AI Agent

Automated Business Intelligence for Property Valuations

AWSStep FunctionsBedrockMulti-AgentTerraform

Client

Spectrum Valuations & Asset Solutions

Property & Asset Valuation

South Africa's leading independent valuation firm with over a century of combined expertise. They provide property and asset valuations for financial reporting, legal proceedings, and insurance purposes across all nine provinces.

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System Architecture

Click on any component to see the technologies underneath. Watch the animated flow to see how data moves through the system.

Pipeline OrchestratorClick for detailsData SourcesClick for detailsKnowledge StoreClick for detailsAI OrchestratorClick for detailsReport GeneratorClick for detailsClient InterfaceClick for details
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The Challenge

Spectrum Valuations needed visibility into their digital marketing performance across multiple channels. As South Africa's leading valuation firm competing in a specialized market, they required automated intelligence reports to track website analytics, advertising ROI, and search visibility against competitors - without dedicating staff time to manual reporting.

The Approach

We built a serverless multi-agent system on AWS tailored to their workflow. An AWS Step Functions pipeline orchestrates the entire monthly reporting process - collecting data in parallel from GA4, Google Ads, Moz, and SERP tracking APIs with automatic retries and validation at each stage. A Bedrock-powered AI agent analyzes performance against a curated knowledge base of industry benchmarks, generating five branded PDF reports with actionable insights. Reports are consolidated and delivered directly to the team via Microsoft Teams, with an operational digest ensuring pipeline reliability.

Outcomes

4
Data Sources
5
PDF Reports
Monthly
Automated Delivery

What Gets Delivered

Automated reports and insights delivered directly to the team through their existing tools.

Consolidated Monthly Reports

Five branded PDF reports covering GA4 analytics, Google Ads performance, SEO metrics, SERP rankings, and strategic insights - bundled and delivered automatically.

Competitive Analysis

Search ranking comparisons, domain authority tracking, and market positioning insights against key competitors.

AI-Powered Recommendations

Actionable insights generated by analyzing patterns across all data sources with industry benchmark context.

Interactive Teams Bot

Ask questions about performance data, request custom analyses, and get instant insights through natural conversation.

Data Integrations

Real-time data pulled from multiple sources to provide comprehensive insights.

Google Analytics 4

Website traffic & sourcesUser behavior flowsConversion trackingAudience demographics

Google Ads

Campaign performanceCost per conversionROI analysisKeyword effectiveness

SERP Tracking

Keyword rankingsSearch visibilityCompetitor positionsRanking trends

Moz

Domain authorityBacklink profileSpam scoreLink opportunities

Microsoft Teams

Report deliveryInteractive queriesReal-time alertsOn-demand analysis
AI"Show melast month"T

Interact with AI insights through Microsoft Teams on any device

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