AWS for Industries

Mirroring Your Organization with Multi-Agent AI for FSI Risk Assessment

Mirroring Your Organization with Multi-Agent AI for FSI Risk Assessment

In this post, we show how to design a system of domain specialized AI agents, each mirroring a role in the financial services three lines of defense model. This is a risk governance model most financial institutions run on: the first line (business and technology teams) owns and manages risk day to day, the second line (risk and compliance) sets policy and independently oversees that risk, and the third line (internal audit) provides independent assurance that both are working.

From Days to Minutes: How we built Multi-Agent KYC/KYB on AWS

From Days to Minutes: How we built Multi-Agent KYC/KYB on AWS

This post documents a working system. Five KYC/KYB checks, each with its own agent architecture, prompt methodology, and failure modes. We built it, ran it, broke it, fixed it, and are publishing the full method so you can build your own.

Reducing paint shop downtime with Industrial Data Fabric on AWS

Reducing unplanned downtime in automotive paint shops requires unifying siloed operational data into a contextualized fabric that enables AI-driven root cause analysis and anomaly detection. Today, when a paint shop line goes down, the industrial engineer must manually correlate data across Supervisory Control and Data Acquisition (SCADA) systems, Manufacturing Execution Systems (MES) platforms, downtime logs, […]

How Apollo Tyres Uses AI-Driven APC for First Time Right Tyre Extrusion

This post was co-written with Harsh Vardhan, Global Head of the Digital Innovation Hub, from Apollo Tyres Ltd. Every recipe change on a tyre extrusion line triggers a stabilization period—minutes of off-spec material that must be reworked or scrapped. For high-mix manufacturers running 30–35 setup changes per day, this adds up to 5–6% of total […]

Monitoring LLM Uncertainty in Financial Services on AWS

Monitoring LLM Uncertainty in Financial Services on AWS

This post demonstrates on Massive Multitask Language Understanding (MMLU) [Hendrycks et al., 2021], an open-source multiple-choice benchmark accessible via Hugging Face Hub, selecting four business-relevant subjects.

Manage ESG data and simplify Sustainability reporting with Amazon Quick

Emerging sustainability reporting requirements demand standardized, auditable processes with flexibility to adapt to evolving frameworks. For many organizations, the challenge isn’t data availability, it’s synthesizing fragmented information into coherent, audit-ready disclosures. Sustainability data resides across facility management systems, procurement platforms, HR tools, carbon accounting solutions, and operational databases. Many traditional business intelligence tools are not […]

Aligning AWS to MPA security best practices for media archives – Part 2

This is Part 2 of our three-part series on how Amazon Web Services (AWS) aligns with Motion Picture Association (MPA) Content Security Best Practices v5.3.1 for media archives. In this second installment, we turn to the operational and detective controls that complete the security picture.