[ 01 / Profile ]

Profile

Shaktee Biswal

Senior Product Development Engineer

Dynamic Product Development Engineer based in Bangalore with 3+ years of experience specializing in Generative AI and Machine Learning. Proven track record in architecting AI-powered recommendation systems, Conversational AI, and Virtual Assistants utilizing Azure/AWS and LangChain. Strategic thinker skilled in predictive analytics, RAG-based architectures, and AI model optimization to drive business intelligence, operational efficiency, and productivity enhancement.

[ 02 / Experience ]

Experience

Dec 2023 — Present

Senior Product Development Engineer

Comviva Technologies Ltd.Bangalore, India

  • GenAI Support Ecosystem: Designed and deployed a specialized Support Assistant leveraging RAG, LLMs, and Azure AI Search. Built modular pipelines using LangChain for orchestration of retrieval, prompt flows, and multi-step reasoning workflows.
  • Developed backend services using Python (FastAPI) to expose APIs for real-time query handling and integrated with PostgreSQL for historical SR data retrieval, increasing first-call resolution rates.
  • Agent-Powered Rule Intelligence: Enhanced a system to interpret complex CPQ rules leveraging structured knowledge and LLMs to operationalize business logic via AWS Lambda and AWS multi-agent orchestration.
  • Built scalable microservices using Python (Flask/FastAPI) and integrated with backend systems, reducing manual configuration effort and improving pricing accuracy.
  • AI-Driven Order Management: Utilized RAG and LLMs to streamline order flows and diagnose order failure causes, significantly reducing manual interventions.
  • Predictive Revenue Modeling: Engineered an Upsell Recommendation Engine and Time Series Forecasting models, identifying upselling opportunities and preventing Zero-Balance loss for 42% of retailers.
  • E-Float Prediction System: Owned the end-to-end delivery of an AI-driven forecasting API system enabling proactive balance management through ML-based trend analysis utilizing Meta's Prophet model.
  • ML-Powered SDLC Automation: Optimized the software development lifecycle by building an NLP-based ML model for regression test case categorization, accelerating release cycles by 50%.
Jul 2023 — Nov 2023

Product Development Engineer Intern

Comviva Technologies Ltd.Bangalore, India

  • Conducted comparative analysis of AI/ML tools; built and deployed MVPs for business use cases, covering model selection, feature engineering, and scalable implementation.
Jul 2022 — Jan 2023

Intern

Center of Excellence in AI (OUTR & Tech Mahindra)Bhubaneswar, Odisha

  • Engineered a First Action Prediction System (FAPS) utilizing ML to estimate heart disease risk with 91.24% accuracy.
  • Incorporated live-location tracking to connect users with medical facilities and government health schemes for a MERN-stack project.
Sep 2021 — Nov 2021

Programmer Trainee

Cognizant Technology SolutionsBangalore, India

  • Applied TDLC principles to design and execute 30+ manual and automated test cases for web applications, identifying defects and improving overall test coverage.
  • Created Selenium-based automation scripts using TestNG and Cucumber, reducing manual testing effort by ~25%.
[ 03 / Projects ]

Projects

GenAI Support Ecosystem
Designed and deployed a specialized Support Assistant leveraging RAG, LLMs, and Azure AI Search. Built modular pipelines using LangChain for orchestration of retrieval, prompt flows, and multi-step reasoning workflows.
RAGLLMsAzure AI SearchLangChainPythonFastAPI
Agent-Powered Rule Intelligence
Enhanced a system to interpret complex CPQ rules leveraging structured knowledge and LLMs to operationalize business logic via AWS Lambda and AWS multi-agent orchestration.
LLMsAWS LambdaMulti-Agent SystemsPythonFlask
AI-Driven Order Management
Utilized RAG and LLMs to streamline order flows and diagnose order failure causes, significantly reducing manual interventions.
RAGLLMsOrder Management
Predictive Revenue Modeling
Engineered an Upsell Recommendation Engine and Time Series Forecasting models, identifying upselling opportunities and preventing Zero-Balance loss for 42% of retailers.
Machine LearningTime SeriesRecommendation Engine
E-Float Prediction System
Owned the end-to-end delivery of an AI-driven forecasting API system enabling proactive balance management through ML-based trend analysis utilizing Meta's Prophet model.
ProphetMachine LearningTrend AnalysisAPI
First Action Prediction System (FAPS)
Engineered a system utilizing ML to estimate heart disease risk with 91.24% accuracy. Incorporated live-location tracking to connect users with medical facilities and government health schemes.
Machine LearningMERN StackLive-Location Tracking
[ 04 / Skills ]

Skills

Generative AI & LLMs

  • RAG
  • Agentic AI Workflows
  • LangChain
  • LangGraph
  • Prompt Engineering
  • Model Context Protocol (MCP)
  • Conversational AI

Cloud Platforms & Infrastructure

  • Azure AI Foundry
  • Azure ML
  • AWS Bedrock & SageMaker

Programming Languages & DBs

  • Python
  • FastAPI
  • Flask
  • SQL
  • PostgreSQL

Data Analytics & Machine Learning

  • Pandas
  • NumPy
  • Scikit-Learn
  • PyTorch
  • XGBoost
  • TensorFlow
  • NLP
  • Prophet
  • Linear/Logistic Regression

DevOps & MLOps

  • Docker
  • Kubernetes
  • CI/CD (GitLab CI, Jenkins)
  • Fortify SAST
  • SonarQube
  • MLFlow
  • Kubeflow

Vector Databases

  • FAISS
  • Weaviate
  • MilvusDB
  • PGVector
  • ChromaDB
  • Pinecone
  • Azure AI Search

Testing & Version Control

  • Pytest
  • Selenium
  • Robot Framework
  • TestNG
  • Git
  • Jira
[ 05 / Education ]

Education

Degrees

Master of Computer Applications (MCA)

Nov 2021 — Jun 2023

Odisha University of Technology and ResearchBhubaneswar, Odisha

CGPA: 8.7

Bachelor of Science (B.Sc Computer Science)

Jun 2018 — Jun 2021

BJB Autonomous CollegeBhubaneswar, Odisha

CGPA: 8.5

Class XII (CBSE)

2018

DAV Public SchoolBhubaneswar, Odisha

Percentage: 94.6%

Class X (CBSE)

2016

DAV Public SchoolBhubaneswar, Odisha

CGPA: 10

Certifications & Awards

Winner, Smart Odisha Hackathon

Ranked 1st in the Healthcare category among 4,000+ participants; awarded $2500 USD.

CISCO DevNet Associate

Certified in Python, REST APIs, and cloud application deployment.