Rakri AI Blog
Practical insights on custom AI engineering, LLM systems, workflow automation, and building production-grade AI solutions.
9 articles published

Why Rule-Based Automation Breaks and When AI-Powered Workflows Are the Fix
The real difference between traditional RPA and AI-powered workflows, where rule-based automation fails.

Kubernetes for AI Workloads
Why standard Kubernetes defaults fail for AI models, and how to configure scheduling, autoscaling, and rollouts for GPU workloads.

Multi-Tenant AI Architecture
Why isolated AI integrations don't scale, and how to build a shared private AI foundation that serves multiple products

Infrastructure as Code for AI Systems
Why portal-configured AI deployments don't scale, the real cost of configuration drift, and why infrastructure as code is essential for production AI.

The Real Total Cost of Ownership for Self-Hosted LLMs vs API-Based AI
An honest breakdown of the compute, maintenance, engineering time, and hidden costs involved in choosing between self-hosted LLMs and API-based AI.

On-Premise vs Private Cloud vs Public API: A Decision Framework for AI Infrastructure
A comprehensive decision framework for choosing between on-premise, private cloud, and public APIs for your AI infrastructure.

A Comprehensive Guide to GDPR Compliant Self-Hosted AI Deployment
Explore practical strategies for deploying GDPR compliant self-hosted AI solutions. This guide includes step-by-step instructions.

Building LLM Data Sovereignty Architectures: A Comprehensive Guide
Explore the intricacies of LLM data sovereignty architecture, including practical implementations to ensure compliance and security in AI deployments.

The Ultimate Guide to Private LLM Deployment in Production
Explore our comprehensive guide on private LLM deployment in production, featuring industry-specific compliance, custom integrations, case studies