Luke Tilja's Work | Contra
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Luke Tilja
Enterprise AI strategist building practical automations
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New York, USA
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New York, USA
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Predictive Modeling & Decision Intelligence Built a research-grade predictive modeling workflow using XGBoost, point-in-time data controls, validation gates, and calibrated decision logic. The work focuses on reproducible forecasting and auditable model quality rather than unsupported performance claims.
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Multimodal E-Commerce Intelligence System Designed a multimodal product-intelligence concept that connects imagery, catalog data, and semantic reasoning to improve product understanding and decision support. The work combines AI product strategy, solution architecture, and hands-on prototyping for a practical commerce workflow.
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17
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Voice AI Carrier-Rate Negotiation Assistant Designed and built a working prototype that combines conversational voice AI, pricing logic, and workflow automation to support freight-rate negotiations. The system demonstrates how structured guardrails and real-time context can turn a manual call workflow into a repeatable AI-assisted process.
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16
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Enterprise AI Trend-Intelligence Platform Designed an end-to-end intelligence platform that translated fragmented market and consumer signals into prioritized opportunities. Combined AI strategy, solution architecture, and delivery leadership to create a scalable decision workflow that generated $2M+ in annual savings.
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