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Field Report2026.02.18

Turning scattered enterprise data into knowledge an AI can actually use

Questions from a manufacturing and retail company evaluating an ontology-based AI platform — extracting a graph from documents, connecting the RDB, where public LLMs draw the data boundary, how often knowledge needs refreshing, and where to start.

PPlateer AI Labs

Field Report2026.01.23

How far can you automate repetitive work by handing it to an AI agent?

An AI agent PoC on repetitive work at a food and retail company — how a PoC differs from production, connecting to existing systems, agents built by business teams, choosing a model per task, and the structure that carries you to the second task.

PPlateer AI Labs