01 / OPERATIONS + AI
Reducing
Turn Times
How can we make complex pricing faster without losing the judgment that protects scope and margin?
This is not simply estimating development hours. The work can combine internal labor, production specifications, materials, outside suppliers, quantities, fulfillment, shipping, client-specific pricing and margin requirements.
Complex client programs require detailed scoping across creative, development, print, signage, documentation, catalogs, brochures, direct mail, boxing and kitting, fulfillment, shipping and specialized suppliers. Building a reliable estimate could take nearly a week of research, consultation and back-and-forth.
Concepted and prototyped an AI-assisted pricing and scoping approach that brings historical project knowledge, role requirements, client pricing structures and business rules into a more consistent starting point. I defined how the workflow should think about scope and risk, tested its output against real work, and kept human review where experience and judgment matter.
DataAI-Assisted
AnalysisDraft
EstimateHuman
ReviewClient
Pricing
MY CONTRIBUTION Concept · Workflow Architecture · Pricing Logic · Business Rules · Historical Comparables · Prototyping · Testing · Adoption