most ai projects talk about “trust” without ever earning it. at verusen we took the opposite path...most ai projects talk about “trust” without ever earning it. at verusen we took the opposite path...
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Federico Imparatta
• Dec 7
most ai projects talk about “trust” without ever earning it. at verusen we took the opposite path: we built explainability into the core of the product, not as an accessory.
my role was to make this real. i led the work that turned years of messy historical recommendations, user notes, risk flags, procurement logic, and domain heuristics into a system that can finally explain why the ai suggests what it suggests.
we mapped recommendation patterns, rebuilt the rules engine, audited edge cases, aligned data teams and product, and created the loop that lets users challenge, correct, and strengthen the model. no black boxes, no magic. just clarity.
the result is an explainability layer that lets mro, supply, and procurement teams interrogate decisions, understand tradeoffs, and act with confidence.
Product ManagementProject ManagementDatabricksOpenAI
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