AI Engineering & Hybrid Cloud Infrastructure

Building the Autonomous Era.

We architect autonomous workflows and hybrid-cloud infrastructure. Whether you need to embed LLM and AI capabilities into an existing system, or build a new AI-native product from scratch — we scope fast and ship production-ready.

Vertex AI

Primary AI Platform

GKE-Ready

Every Deployment

LLM+

Existing Systems Upgraded

n8n

Automation Engine

Core Service Pillars

Built for the Autonomous Era

Four specialised disciplines — from agentic AI workflows and LLM integration to multi-cloud Kubernetes infrastructure.

AI Automation Agency

Enterprise AI Automation

We design and deploy autonomous agentic workflows — multi-step LLM agents that plan, use tools, and execute complex tasks end-to-end, with minimal human-in-the-loop.

  • Agentic Workflow Design & Deployment
  • Tool-Using & Multi-Step LLM Agents
  • n8n + Google Workspace Automation
  • CrewAI / LangGraph Orchestration
Kubernetes Consultancy

Hybrid Kubernetes Consultancy

Architect hybrid Kubernetes environments that run affordably on VPS pre-prod clusters and scale seamlessly onto any managed Kubernetes platform — GKE, AWS EKS, or Azure AKS.

  • GKE · AWS EKS · Azure AKS Ready
  • VPS Pre-Prod (SSDNodes / Linode)
  • Cloud-Agnostic Cluster Architecture
  • In-house & Edge Cluster Management
Existing System Upgrade

LLM Retrofit & AI Uplift

Already have a product or internal tool? We add LLM intelligence to it — search, summarisation, classification, chat, or decision-support — without a full rewrite.

  • AI Layer onto Existing Codebases
  • Intelligent Search & Summarisation
  • Chatbot & Copilot Integration
  • Structured Output & Classification
AI Engineering

AI Engineering & RAG

We add LLM and AI capabilities to existing systems, and build new AI-native applications. From wiring a RAG layer into a legacy codebase to shipping a Gemini-powered product end-to-end.

  • LLM Integration into Existing Systems
  • New AI-Native Application Builds
  • RAG & Vector DB Architecture
  • Prompt Engineering & Model Fine-tuning
The Hybrid Advantage

Strategic Pre-Prod Efficiency. Enterprise-Scale Ready.

Every infrastructure we deploy is architected to be cloud-agnostic from the first commit. Develop locally, validate on cost-optimised hybrid VPS clusters, and scale seamlessly onto GKE, AWS EKS, or Azure AKS — with zero re-architecture and zero friction.

Multi-Cloud · Managed Kubernetes

GKEAWS EKSAzure AKSVertex AICloud RunBigQueryCloud SQLPub/SubCloud Armor
STEP 01

Local Development

Engineers iterate fast with local tooling — Docker Compose, Minikube, and Vertex AI SDK.

STEP 02Cost-optimised

Hybrid Pre-Prod (VPS)

GKE-architected clusters on Hostinger, SSDNodes or Linode deliver true-to-prod testing at a fraction of managed cloud cost.

STEP 03

Scale on Managed K8s

When traffic demands, workloads migrate to your target cloud — GKE, AWS EKS, or Azure AKS — with zero re-architecture. Cloud-agnostic by design from day one.

Scale-up Strategy: designed for Google Cloud from the start.
Product Case Study

Built in-house. sokapal.ai

A live demonstration of Hakiri's full technical stack — AI, automation, and hybrid infrastructure working in concert.

Live Product

sokapal.ai

A high-performance AI sports intelligence platform delivering real-time match analysis, automated content, and conversational soccer insights — all powered by Google Cloud and Gemini.

Launch sokapal.ai

Gemini Vision Analysis

Real-time tactical match breakdown powered by Gemini Vision multimodal models, identifying patterns from match footage and data streams.

AI Match-Day Podcasts

Automated post-match audio summaries generated by LLMs and narrated using Google Cloud Text-to-Speech — zero human production effort.

LLM News Assistant

RAG-powered soccer news assistant that surfaces contextually relevant insights, team news, and analysis from curated knowledge bases.

Hybrid GKE Infrastructure

Deployed on a cost-optimised hybrid VPS cluster with full GKE-ready architecture — capable of scaling to Google Cloud on demand.

Stack:Gemini VisionGoogle Cloud TTSVertex AIRAGHybrid K8sNext.js
Start Building

Ready to Scale? Let's talk.

Whether you need an AI automation sprint, a hybrid pre-prod cluster, or a full Vertex AI integration — we scope fast and deliver production-ready.

48-hour response

We scope your project quickly.

Google Cloud aligned

All deliverables are GCP-native.

Fixed-scope sprints

No scope creep, clear milestones.