
Evals in Production
Drawing on agentic AI deployments across financial services, life sciences, investment management, and technology sectors.
Modern enterprises, especially in retail, are under constant pressure to adapt faster. Yet, behind every business change lies a complex web of data schemas, pipelines, and dependencies that are still managed through slow, manual, and error-prone processes.
This whitepaper introduces SchemaFlow, Altimetrik’s AI-powered framework that transforms change management from a bottleneck into a competitive advantage. By combining AI, knowledge graphs, and intelligent orchestration, SchemaFlow converts natural language requests into validated, production-ready database changes, automating impact analysis, SQL generation, and testing while keeping humans in control.
AI-powered change management isn’t just about automation, it’s about enabling businesses to move at the speed of change, without compromising reliability or control.
Download the full whitepaper to explore how AI can transform your data platform operations.
Authors: Atharva Joshi, Mohan Kocherlakota & Shashwat Jha

Drawing on agentic AI deployments across financial services, life sciences, investment management, and technology sectors.

Building a Trusted, Conversational Data Layer for Financial Services Financial services companies rely on data to operate. Things like credit ratings are based on data and market intelligence is built using data. The systems that support these things need to be easy to see, secure and well managed. But the information needed to manage all […]

AI Practitioner’s Guide to Building Production-Ready LLM Applicationss Most enterprise LLM projects stall between pilot and production. The difference is rarely the model, it is the architecture. This guide synthesizes what we have learned across 35+ enterprise implementations, organized into seven application patterns we have repeatedly delivered. The focus is on the decisions that determined […]