AI Infrastructure & DevOps

Case Studies

Concrete problems, concrete solutions, concrete numbers. No fluff.

Today we run production for AI apps and deploy private LLMs. Both stand on the same foundation as the cases below: GPU-capable Kubernetes, network isolation, infrastructure as code and round-the-clock operations.

13+
projects in production
4–6
weeks to a production LLM
15 min
incident response
0
vendor lock-in
AI / LegalTechCase

Self-Hosted RAG for a Legal AI Assistant

AI assistant for legal teams: RAG over 50,000+ documents, with models served inside the client's own cluster

Result: Latency p95: 1.1s (was 28s), 99.97% uptime over 3 months, embedding cost −62%. Timeline: 5 days.
KubernetesvLLMQdrantRedis+4
SaaS / VPNCase

VPN Service

Cross-platform VPN service for secure internet access

Result: Deploy identical clusters in 30 minutes, reduced incidents, seamless updates without interruption.
KubernetesTerraformAnsibleGitLab+4
FinTech / Web3Case

Crypto Exchange

High-load digital asset trading platform with strict security requirements

Result: Environment deployment from scratch in <2 hours, 100% reproducibility and rollback capability.
KubernetesTerraformGitLabArgoCD+4
DaaS / Databases

Infrastructure for DaaS Company

Internal systems support for a database services company, 24/7 incident response

Result: Network VM deployment from scratch in 1 hour, process transparency via pipeline, regular DRP validation.
KubernetesTerraformAnsibleZabbix+4
eCommerce / Insurance

Insurance Company Platform

Internal platform to accelerate Kubernetes deployment and integration with internal services

Result: 6 development teams onboarded to the platform, 50 services deployed via the platform.
KubernetesGitLab CIPrometheusVault+1
Housing & Utilities

Housing & Utilities Service

Application for residential management companies — web and mobile app

Result: Infrastructure described as code and deployed in a couple of commands, automatic deployment via ArgoCD.
DockerKubernetesTerraformAnsible+4
eCommerce / FoodTech

International Restaurant Service

Food delivery and ordering app with microservices architecture, 600+ clients

Result: Complete migration to Kubernetes cluster, automated microservice migration between servers.
DockerKubernetesTerraformAnsible+4
Information Portal

IT Encyclopedia

High-traffic niche educational website, >1000 requests per minute

Result: Prod load reduced 3–4x, site speed increased, traffic up 10–20%.
DockerAnsibleGitLab CIGrafana+3
Cloud / Storage

High-Performance Cloud File Hosting

Scalable and fault-tolerant infrastructure for a major international cloud file hosting service

Result: 6 PB data with 99.99% availability, 3M active users, 12K concurrent connections, 1.5 Gbps traffic, -75% deployment time, -30% costs.
TerraformPackerAWS S3Load Balancers+3
eCommerce / Marketplace

Scalable Marketplace with 24/7 Monitoring

High-load infrastructure for a major international online marketplace

Result: +80% deployment speed, -90% downtime, 20K+ users, 50 releases/day, -25% server costs, +15% satisfaction.
AnsibleGitLabPrometheusNagios+8
Cloud / SaaS

Cloud Services Marketplace on Huawei Cloud

Comprehensive marketplace for cloud provider enabling users to independently deploy applications

Result: -90% deployment time for users, +40% deployed apps in first year, +20% satisfaction, -35% support load, 99.9% availability.
GoLangTerraformGitLab CIKubernetes+2
Finance / Infrastructure

Comprehensive IT Infrastructure Support for Insurance Company

Highly reliable and secure IT infrastructure for a major insurance group

Result: 99.999% availability of critical systems, -60% incident resolution time, -40% security risks, -20% operational costs, +50% new service deployment speed.
AnsibleGitLab CITerraformVMware+4

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