Case Study • AI Analytics

GEO AI Analysis Tool

LLM Geo-Behavior Analytics & Benchmarking

Project Overview

A platform that benchmarks LLM responses across different regions and providers to understand AI behavior, bias, and compliance.

The Product Story

This tool is 'GeoAnalytics for AI'. It lets marketers, legal teams, and product managers test how models behave in different jurisdictions.

Users define prompts, execute them across regions (US, EU, APAC), and visualize the differences.

 Key Capabilities Define test prompts and scenarios
Execute against multiple models & regions
Capture and normalize responses
Run analysis (tone, bias, safety)
 

The Challenge

Orchestrating multiple vendors, handling rate limits, and providing actionable analytics.

Multi-vendor API orchestration
Rate limit and cost management
Structured storage of large text data
Clear visualization of differences

Solution Delivered

Architecture

Backend for test suite management
Multi-region API calls
Web UI for visualization
Aggregation logic for metrics

Key Features

Scenario builder
Multi-model runner
Diff and compare views
Charts and heatmaps

Results & KPIs

✓ Enables enterprise AI governance

✓ Visualizes model bias and regional differences

✓ Streamlines compliance testing

#LLM geo analysis tool#AI region benchmarking#enterprise AI governance#model comparison platform#AI compliance analytics

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