Kyriakos Michalakis
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Signal

An AI assistant that turns engineering documents into structured data.

Signal

Signal ingests datasheets, specifications and drawings and returns structured, queryable data for engineering teams.

Process

Began with a narrow extraction task and widened scope only where accuracy held.

Challenges

Hallucination control on numeric tolerances — wrong numbers are worse than no numbers.

Outcome

Extraction accuracy above manual baseline on a 500-document evaluation set.

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