Project Overview

Associative has successfully designed, developed, and delivered the GCP Secure AI Pipeline PoC (Proof of Concept). Headquartered in Pune, Maharashtra, Associative is a premier full-service software development firm registered with the Registrar of Firms (ROF), Pune.

This project focused on creating a resilient, scalable, and highly secure cloud foundation on Google Cloud Platform (GCP) to orchestrate enterprise-grade Artificial Intelligence (AI) and Large Language Model (LLM) workflows. The primary objective was to demonstrate how organizations can process sensitive corporate data and run advanced AI models inside an isolated, Zero Trust cloud environment with low latency, strict access controls, and end-to-end automation.

Project Highlights & Execution Metrics

Team Composition

• 1 Cloud Solutions Architect & Tech Lead: Overall system architecture, GCP environment planning, and security framework design.

• 2 AI / Machine Learning & Backend Engineers: Core AI pipeline setup, LLM workflow orchestration, and high-performance API development.

• 1 DevSecOps & Cloud Engineer: Infrastructure as Code (IaC), container orchestration, IAM policies, and automated CI/CD pipelines.

• 1 Quality Assurance (QA) & Security Testing Engineer: Automated API testing, vulnerability scans, performance benchmarking, and test script execution.

• 1 Technical Project Manager: Sprint planning, stakeholder coordination, and milestone deliveries.

Key Tasks & Scope of Work

Our engineering team executed the project across distinct, well-planned technical milestones:

1. Requirements Gathering & Architecture Design

• Analyzed technical prerequisites, data residency requirements, and security compliances for enterprise AI workloads.

• Architected a multi-layer cloud topology on Managed Google Cloud Platform (GCP) incorporating private VPCs, secure subnets, and Zero Trust access policies.

• Designed modular API specifications using OpenAPI standards to allow seamless backend integration.

2. Cloud Infrastructure Setup with Infrastructure as Code (IaC)

• Built modular, reusable Terraform scripts to provision all GCP resources automatically, ensuring reproducible environments.

• Configured isolated Virtual Private Clouds (VPC), private Google Kubernetes Engine (GKE) clusters, and secure cloud storage buckets.

• Setup Cloud Key Management Service (Cloud KMS) for envelope encryption of data at rest and in transit.

3. AI & Data Pipeline Engineering

• Developed asynchronous, high-throughput microservices using Python and FastAPI.

• Integrated enterprise-grade AI frameworks using LangChain and LangGraph for complex prompt chaining and context retrieval.

• Implemented Vector Database integrations (Qdrant / Milvus / Pinecone) alongside Redis caching layers for sub-second retrieval-augmented generation (RAG) queries.

• Optimized model inference runtimes with PyTorch and vLLM to maximize hardware resource utilization.

4. DevSecOps, IAM & Zero Trust Hardening

• Implemented strict Role-Based Access Control (RBAC) via Google Cloud Identity and Access Management (IAM).

• Built automated container build pipelines using Docker and deployed workloads onto Kubernetes with fine-grained network policies.

• Configured automated CI/CD pipelines with GitHub Actions and Jenkins for automated vulnerability scanning, linting, and zero-downtime deployment.

5. Comprehensive Testing & Quality Assurance (QA)

• Automated Functional Testing: Developed comprehensive unit and integration test suites covering all FastAPI backend endpoints and AI logic.

• Security & Vulnerability Scans: Executed static application security testing (SAST), dependency checks, and container image scans.

• Load & Performance Testing: Simulated concurrent user requests and heavy payload throughput to benchmark response latency and auto-scaling triggers.

• End-to-End Validation: Verified that data remained fully encrypted across every stage—from client ingestion to vector storage and model inference.

Technologies Used in the Project

├── Cloud Platform          --> Managed Google Cloud Platform (GCP)
├── Infrastructure as Code  --> Terraform
├── Containers & Clusters   --> Docker, Google Kubernetes Engine (GKE)
├── Backend & Core Logic    --> Python, FastAPI
├── AI, ML & LLM Frameworks --> PyTorch, LangChain, LangGraph, vLLM
├── Databases & Vector Store--> PostgreSQL, Redis, Qdrant / Pinecone
├── CI/CD & DevSecOps       --> Jenkins, GitHub Actions, Cloud KMS, IAM
└── QA & Automation Tools   --> Cypress, Selenium, Pytest, Postman

Detailed Tech Stack Matrix

Key Project Deliverables

1. Fully Functional GCP Secure AI PoC: A live, working environment capable of executing secure AI inference queries inside an isolated cloud network.

2. Infrastructure as Code (IaC) Repositories: Complete Terraform blueprints for single-click cloud environment recreation.

3. Automated CI/CD Workflows: Configured deployment pipelines with automated linting, security scans, and container deployments.

4. Comprehensive Documentation: Detailed architectural diagrams, API documentation, deployment playbooks, and testing reports.

About Associative

Associative is an established software development company founded on February 1, 2021, and registered with the Registrar of Firms (ROF), Pune, Maharashtra. We partner with startups and enterprises worldwide to deliver mission-critical software solutions.

Strategic Accreditations

• Adobe Silver Solution Partner

• Adobe Certified Reseller

• Official Reseller Partner of Strapi

Full-Spectrum Capabilities

• Artificial Intelligence & Generative AI: Custom LLM integrations, Agentic AI, Autonomous AI Chatbots, Multi-Agent Systems, and Computer Vision.

• Cloud & DevSecOps: Cloud migration, Zero Trust Architectures, Kubernetes orchestration, and multi-cloud optimization on GCP and AWS.

• Web & Mobile Engineering: Enterprise web platforms, PWAs, iOS (Swift/SwiftUI), Android (Kotlin), Flutter, React Native, and headless CMS implementations.

• R&D Wing (NexusReal): Cutting-edge research in interactive AI avatars, real-time digital humans, Neural Radiance Fields (NeRFs), and 3D Gaussian Splatting.

Contact Associative

Get in touch with our engineering team for cloud architecture, artificial intelligence, and enterprise software development.

• Headquarters Address: Khandve Complex, Yojana Nagar, Lohegaon – Wagholi Road, Lohegaon, Pune, Maharashtra, India – 411047

• Office Hours: 10:00 AM IST to 8:00 PM IST

• Find us on Google: Search “Associative Pune”

• WhatsApp: +91 9028850524

• Email: info@associative.in