At ARC Advisory Group’s 24th India Forum, Harish P. and Abhishek Wani of AmiT discussed how connected factory data, traceability, integrated workflows, and digital maturity can help discrete manufacturers in India build a foundation for AI adoption.

Tulip has introduced operational intelligence capabilities that connect machine, enterprise, and video data with frontline workflows, enabling manufacturers to analyze production events and govern AI-assisted actions through a common operational record.

At ARC Advisory Group’s 24th India Forum, Arun Kumar of HPCL-Mittal Energy Limited examined how AI, digital twins, Industrial IoT, and robotics can support predictive maintenance, safer inspections, and improved refinery reliability.

At ARC Advisory Group’s 24th India Forum, DS Latha of Tata Consulting Engineers outlined how AI, digital twins, BIM, predictive analytics, and intelligent automation can support engineering efficiency, asset performance, safety, and operational decision-making.

Tulip has launched a Federal Practice to help US defense manufacturers and federal production sites digitize frontline assembly, inspection, quality, maintenance, and repair workflows while supporting traceability and controlled-data requirements.

At ARC Advisory Group’s 24th India Forum, Arun Gopalaswamy of ITC discussed how manufacturers can build the connected data, operational processes, and workforce capabilities needed to scale AI in production environments.

Tulip’s Validation Accelerator helps life sciences manufacturers align GxP validation with modular, app-based digital workflows.

AstraZeneca’s supply chain transformation demonstrates how connected data, AI-enabled automation, and strong governance can support more predictive, resilient, and increasingly autonomous operations.

Reliability is becoming a strategic differentiator as high-pressure regulator and valve customers prioritize uptime, lifecycle performance, and operational risk reduction.

US manufacturing maintained expansion in September, but rising input prices, delivery delays, and inventory pressure could challenge margins and execution.