The challenge
The problem behind the brief
The product needed to make complex model outputs legible, useful, and auditable without slowing down teams managing thousands of customer conversations.
AI operations workspace · 2025
An explainable AI command center that helps support leaders turn noisy conversations into confident decisions.
The challenge
The product needed to make complex model outputs legible, useful, and auditable without slowing down teams managing thousands of customer conversations.
The outcome
I partnered with design to build the interaction model, streaming data pipeline, and evaluation framework behind a workspace operators trust every day.
What made it work
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Ledger Health