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Production AI and data systems that survive contact with reality.

Luce Consulting designs and ships production-grade AI and data platforms — real-time streaming at a billion events per day, AI-ready data stacks for finance, luxury, crypto, and engineering, and live AI products like Nestorchat and Sales Pilot. Working with clients globally.

Trusted across financial services, luxury, crypto, and engineering

We keep client engagements confidential. Our work spans Fortune 500 financial institutions, luxury maisons, crypto platforms, family offices, and industrial operators.

  • Financial services
  • Luxury maisons
  • Crypto platforms
  • Family offices
  • Industrial operators

Selected work

Anonymized case studies from production data and AI platforms — billion-event streaming, zero-downtime migrations, fraud detection at scale, multi-cloud governance, and self-service BI. Numbers we can defend, NDA details on request.

Case study

Multi-Cloud Governance with Luce

A multi-cloud governance solution for a financial services organization managing complex AWS/GCP hybrid infrastructure with automated compliance and cost optimization.

Case study

Anomaly Detection and MLOps with Luce

A MLOps solution implementing DBT feature engineering and Airflow orchestration for retail anomaly detection, achieving materially faster ML deployment.

Case study

Self-Service BI for a Conglomerate with Luce

A self-service BI solution for a large conglomerate, eliminating IT bottlenecks and empowering business users with direct data access.

What we do - Production AI and data platforms, end to end.

We design the architecture, ship the system, and stay on through production hardening. Most work falls into four buckets:

  • AI-Ready Data Stacks. Real-time streaming, lake/warehouse architectures, and DBT pipelines built to feed downstream AI without rework. Designed for billion-event scale from day one.
  • Production AI Systems. Voice, conversation, recommendation, and detection systems that survive real users — with monitoring, fallbacks, retraining pipelines, and cost controls wired in before launch.
  • Cloud & Data Governance. Multi-cloud Terraform foundations, GDPR/compliance frameworks, and metadata catalogs that pass audit on day one and stay passing as the platform evolves.
  • Architecture Review & Rescue. Independent assessment for projects that demoed but won't ship, or platforms hitting scale walls. Concrete remediation, not slideware.

Tell us about your project

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