All posts
Lily May 5, 2026 · Lily

Inside Lily: how Avatar scores every data source

A look at the ranking-by-source engine: why in Avatar there's no good or bad data, just data, and the best one available wins.

Inside Lily: how Avatar scores every data source

In the perishable supply chain, the same shipment can show up in a dozen systems, each with its own version of the truth. So how does Avatar decide what to show you?

There is no good or bad data, only data

Lily, the agent behind Avatar, treats every source equally at first. Then she scores each one on freshness, completeness and consistency. The best available source wins, and you always see where the number came from.

Why scoring matters

  • No more chasing conflicting flight times
  • A clear audit trail for every field
  • Confidence that the panel reflects reality

This is the technical heart of Avatar, and we’ll keep sharing how it evolves.