---
title: Bion Blog | Observability
description: Observability | Technical insights on AWS, Kubernetes, observability, AI infrastructure, platform engineering, cloud security, and operating production systems at scale.
---

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# Bion Blog: Observability

<https://www.bionconsulting.com/blog/ai-gateway-architecture-on-aws>

## [AI Gateway Architecture on AWS: Controlling Models, Cost and Governance at Scale](https://www.bionconsulting.com/blog/ai-gateway-architecture-on-aws)

Most AI architectures start with a simple model call.

<https://www.bionconsulting.com/blog/how-to-build-production-ready-llm-deployments-on-aws>

## [How to Build Production-Ready LLM Deployments on AWS](https://www.bionconsulting.com/blog/how-to-build-production-ready-llm-deployments-on-aws)

Moving an LLM application from prototype to production requires more than selecting the right model.

<https://www.bionconsulting.com/blog/reduce-llm-inference-costs-aws>

## [How to Reduce LLM Inference Costs on AWS](https://www.bionconsulting.com/blog/reduce-llm-inference-costs-aws)

Most teams do not discover LLM inference costs during the proof of concept.

<https://www.bionconsulting.com/blog/rag-architecture-on-aws-what-actually-works-in-production>

## [RAG Architecture on AWS: What Actually Works in Production](https://www.bionconsulting.com/blog/rag-architecture-on-aws-what-actually-works-in-production)

Most RAG systems don’t fail because of the model.

<https://www.bionconsulting.com/blog/streamlining-your-monitoring-new-relic-and-aws-integration-with-terraform>

## [Streamlining Your Monitoring: New Relic and AWS Integration with Terraform](https://www.bionconsulting.com/blog/streamlining-your-monitoring-new-relic-and-aws-integration-with-terraform)

<https://www.bionconsulting.com/blog/observability-for-rise-with-sap-on-aws-using-new-relic>

## [Observability for RISE with SAP on AWS Using New Relic](https://www.bionconsulting.com/blog/observability-for-rise-with-sap-on-aws-using-new-relic)

RISE with SAP on AWS allows enterprises to modernise core ERP systems by removing the burden of...

<https://www.bionconsulting.com/blog/new-relic-now-2025-the-new-era-of-ai-driven-observability>

## [New Relic NOW 2025: The New Era of AI-Driven Observability](https://www.bionconsulting.com/blog/new-relic-now-2025-the-new-era-of-ai-driven-observability)

Digital systems are living ecosystems of microservices, distributed pipelines, real-time user...

<https://www.bionconsulting.com/blog/ai-needs-devops-more-than-ever>

## [AI Needs DevOps More Than Ever](https://www.bionconsulting.com/blog/ai-needs-devops-more-than-ever)

AI development moves fast, but production moves carefully.

<https://www.bionconsulting.com/blog/scale-responsible-genai-on-aws>

## [From Proof of Concept to Production: Building Responsible GenAI on AWS](https://www.bionconsulting.com/blog/scale-responsible-genai-on-aws)

Every major organisation is experimenting with Generative AI — building chatbots, copilots, or...

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