Welcome to Associative! We are a premier software development firm based in Pune, Maharashtra. We strongly believe in unyielding transparency, innovation, and absolute engineering excellence. We are very proud to share the details of one of our recently completed, highly successful projects: the 90-Day AI Agent Sprint Development.

In today’s fast digital world, businesses need smart automation. For this project, our client wanted a complex, self-correcting Agentic AI system to handle automated tasks, customer care, and workflow management. Our dedicated team of digital innovators took up the challenge and delivered a scalable, secure, and future-proof solution exactly on time.

Project Highlights

• Project Name: 90-Day AI Agent Sprint Development

• Total Duration: 3 Months (Includes both core development and rigorous testing)

• Team Size: 6 IT Professionals (1 Project Manager, 2 AI/ML Engineers, 1 Backend Developer, 1 QA Engineer, 1 DevOps Engineer)

• Delivery Status: Successfully Completed and Handed Over

Technologies Used for Development

At Associative, we choose the most secure, stable, and highly performant tools. For this AI sprint, our engineering teams used a massive, modern tech stack matrix:

• Generative AI & LLMs: Large Language Models (GPT-4o, Claude 3.5), CrewAI (for Multi-Agent Systems), LangChain, and LangGraph.

• Backend & APIs: Python (FastAPI).

• Database & Vector Storage: PostgreSQL for relational data, and Qdrant / Pinecone for AI vector search context.

• Cloud & DevOps: Managed Amazon Web Services (AWS), Docker containers, Kubernetes, and automated CI/CD pipelines via GitHub Actions.

• Quality Assurance: Selenium and custom Python scripts for web and AI testing automation.

Complete Task Breakdown (The 90-Day Sprint)

To ensure smooth delivery within the strict timeline, we divided the work into three proper monthly phases.

Month 1: Planning, Architecture & Setup (Days 1 to 30)

• Requirement Gathering: Deep discussions with the client to understand their workflow and automated task requirements.

• Architecture Design: Planning the multi-agent system structure and deciding how different AI agents will talk to each other.

• Cloud Infrastructure Setup: Setting up secure AWS cloud environments and Docker containers.

• Database Integration: Configuring PostgreSQL for user data and Vector databases (Qdrant) to handle memory and context for the AI.

Month 2: Core AI Development & Integration (Days 31 to 60)

• Agentic AI Development: Writing custom Python code to build autonomous, self-correcting AI Agents using LangChain and LangGraph.

• LLM Integration: Connecting advanced language models (GPT-4o) so the agents can understand and generate human-like responses.

• Workflow Automation: Building the logic for complex automated tasks, allowing the AI to take actions on behalf of the client’s customers.

• API Connections: Creating secure FastAPI endpoints so the AI agent can communicate with the client’s existing software seamlessly.

Month 3: Rigorous Testing, Refinement & Deployment (Days 61 to 90)

• Quality Assurance (QA): Our rigorous QA department ran automated testing pipelines to ensure the AI agents were giving correct and safe answers without any “hallucinations.”

• Bug Fixing & Optimization: Fine-tuning the prompts and optimizing the code to reduce response time and save cloud computing costs.

• Security Checks: Applying Zero Trust Architectures to make sure the client’s data remains 100% secure.

• Final Deployment & Handover: Moving the project to the live production server on AWS, followed by a final knowledge transfer and training session with the client’s internal team.

Why Choose Associative?

At Associative, we don’t just write code; we engineer market leadership. We operate with strict honesty and a deeply client-centric approach. Whether you need a Minimum Viable Product (MVP) or complex digital transformation like Agentic AI Development, we are your one-stop shop.

Ready to transform your visionary ideas into reality?

Contact Information

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

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

• WhatsApp: +91 9028850524

• Email: info@associative.in

• Find us on Google: Search “Associative Pune”