The difficult problem
Competitor signals were fragmented across storefronts, delivery locations, currencies and noisy review data.
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Product intelligence
DataIntel
An AI-native product-intelligence platform that turns changing product, price, review and availability signals into decision-ready briefs.
PlatformAutonomousResearch
Built around the hard part
The constraint shaped the intelligence.
The intelligence built
A resilient collection layer normalizes each market, scores confidence and generates evidence-linked commercial recommendations.
How the system works.
The model is one layer. The value comes from connecting inputs, intelligence and production action as one accountable system.
Fetcher orchestration
Acquire and structure the operating signal.
Structured extraction
Transform it through the model, rules and control layer.
AI insight generation
Deliver a decision, artifact or action into production.
Where it runs
Cloud platform with scheduled market monitoring and browser-based analysis.
What it changes
A repeatable path from raw storefront change to evidence-backed action.
Production stack
PythonPlaywrightFastAPIPostgreSQLRedisNext.js
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