Research that grounds the product.

Peer-reviewed publications

Shaping the future with publications in the world's leading machine learning journals and conferences.

Applied research

The Pre-Award Value Gap.

A diagnostic on where value leaks out of complex sourcing before the contract is signed — and how pre-award AI is starting to close the gap. Four leaks per package, scaled to the procurement-lead's portfolio. Workload math behind why proper-depth evaluation is structurally unaffordable today. Reliability profile of the Perspix agent measured against independent human ground truth.

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