S

Subhajit Mandal

AI Researcher

Kolkata, West Bengal, India5 yrs 8 mos experience
AI EnabledAI ML Practitioner

Key Highlights

  • 4+ years of experience in AI and backend development.
  • Expertise in building production-grade AI systems.
  • Proven track record in automating complex workflows.
Stackforce AI infers this person is a Backend-focused AI Engineer with expertise in SaaS and automation.

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Skills

Core Skills

Agentic AiBackend DevelopmentData Automation

Other Skills

Application EngineersPython (Programming Language)Voice AIFastAPIAWSBack-End Web DevelopmentAgile MethodologiesAmazon EC2OCRBackend AutomationAPI IntegrationLarge Language Models (LLMs)API DevelopmentInformation ExtractionDocument Automation

About

My Portfolio Website: https://subhajitmandal.in/ My Email: mandalsubhajit70@gmail.com AI Engineer with 4+ years of experience building production-grade AI systems and agentic AI applications. I design and deploy AI agents, LLM-powered applications, and backend systems that scale in real-world production environments. 🔧 What I specialize in: • Agentic AI & AI Automation • Python, FastAPI, Flask • LLMs (OpenAI, RAG, LangChain) • OCR & Computer Vision • SaaS Backend Architecture • AWS (EC2, S3) • Docker & CI/CD pipelines • PostgreSQL & Vector Databases 🚀 Recent work: • Built an AI Voice Agent for a Dental Clinic (appointment handling & follow-ups) • Developed an AI-powered content repurposing SaaS • Automated CRM workflows using Monday.com APIs • Designed OCR pipelines using Google Vision & Tesseract 🎯 What I’m looking for: Open to remote AI Engineer, LLM Engineer, Python Backend, and Applied AI roles. Currently building and experimenting with AI agents for real-world business workflows.

Experience

5 yrs 8 mos
Total Experience
2 yrs
Average Tenure
1 yr 8 mos
Current Experience

Virtual employee pvt. ltd.

AI Engineer

Sep 2024 – Present · 1 yr 8 mos · Kolkata, West Bengal, India · Hybrid

  • Architected and implemented a full end-to-end integration between Vapi’s
  • Voice AI Agent and Dentally CRM using FastAPI, Webhooks, and MCP.
  • Designed REST APIs that allow Vapi to directly trigger backend workflows
  • such as fetching appointments, booking slots, updating patient data, and
  • validating dentist schedules in real time.
  • Implemented secure HMAC webhook verification, raw-body logging, and
  • asynchronous processing to ensure reliable communication between Vapi
  • and backend APIs.
  • Leveraged Dentally API (patients, appointments, practitioners) to automate
  • the entire booking flow without manual intervention.
  • Built a flexible conversation → action mapping engine, enabling the Vapi
  • agent to execute custom backend operations using your internal logic.
  • Added support for real-time event handling (incoming calls → API actions),
  • improving booking accuracy and reducing human intervention by 100%.
  • Containerized and deployed the API with proper environment handling,
  • async logic, and error-resistant integrations. Deployed it to AWS EC2.
  • Fixed and improved EC2 deployment for the production Vapi agent backend:
  • Set up Nginx reverse proxy + Uvicorn workers
  • Enabled HTTPS and static IP exposure
  • Ensured 24/7 uptime for Vapi webhook URLs
  • Deployed environment variables + secure credential handling
  • Implemented continuous logging and observability (request IDs, session IDs, appointment trace IDs) to track real-time booking flows across Vapi → FastAPI → Dentally.
  • Created a debug-mode audit system that records all appointment lifecycles—slot checks, practitioner availability, Dentally payloads, and webhook intents—to eliminate silent failures.
  • Improved overall accuracy of the automated appointment booking system, reducing appointment errors by >95% and ensuring consistent bookings for correct patients.
Application EngineersPython (Programming Language)Agentic AIBackend Development

Mphasis

Software Engineer

Feb 2022 – Aug 2024 · 2 yrs 6 mos · Bengaluru, Karnataka, India · Hybrid

  • Automated data pipelines, reducing manual reporting efforts by 60% for banking clients.
  • Conducted A/B tests to optimize marketing
  • Strategies, increasing conversion by 15%
  • Developed SQL queries and power I dashboards to track KPIs for financial datasets(1 M+ rows)
  • Scraping data from different websites using Selenium.
  • Developed API using both Flask and Django frameworks.
  • Built and maintained RESTful APIs to handle backend data exchange, API
  • authentication, and integration with frontend dashboards.
  • Designed SQL queries and managed relational data from NOSQL to
  • support backend data processing, test data validation, and dynamic API
  • responses.
  • Created data-driven automation pipelines using Python, enabling
  • efficient regression testing and release management for web and
  • mobile platforms.
  • Automated backend tasks including data extraction, test case
  • execution, report generation, and defect logging using Python and
  • Selenium. Used API key for Backend Data Validation.
  • Integrated Python-based tools with JIRA, Git, and Confluence to
  • enhance DevOps workflows and sprint tracking.
  • Worked within Agile teams, contributing to sprint planning, backlog
  • grooming, and incremental delivery of backend modules.
  • Designed scalable backend scripts for portal testing, environment setup,
  • and API health monitoring using Python and Flask.
  • Wrote detailed technical documentation, API usage guides, and weekly
  • summary reports to maintain process transparency.
Back-End Web DevelopmentAgile MethodologiesBackend DevelopmentData Automation

Amazon

Associate

Aug 2020 – Feb 2022 · 1 yr 6 mos · Hyderabad, Telangana, India · Remote

Education

Maulana Abul Kalam Azad University of Technology, West Bengal formerly WBUT

Bachelor's degree — Electrical Engineering

Jan 2016 – Jan 2020

Central Board of Secondary Education

Class 12

May 2015 – May 2016

Central Board of Secondary Education

Class 10

Mar 2013 – May 2014

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