Data & AI Lead Engineer · Bangkok, Thailand

AJUJOHN

AI & Data Engineering Leader

13+ years designing scalable AI systems and enterprise data architectures. LLM-powered solutions, RAG systems & real-time personalization — at production scale.

13+Years Exp
10M+Users Served
50K+Chefbot Products
6Engineers Led
01 —About

THE MIND
BEHIND THE machine

Data & AI Engineering leader with deep expertise in data platforms, machine learning systems, and Generative AI applications. Over 13 years of experience designing scalable backend systems and enterprise data architectures, with a sharp focus on LLM-powered solutions, RAG systems, and real-time personalization engines.

"I believe the best technology is invisible — it just works, beautifully, at scale."

At Central Group Thailand, I lead a team of 6 engineers building production AI systems: Strainer (personalization for 10M+ users), Tops Chefbot (Thailand's first AI recipe assistant with 50K+ product integration), and Feed Fusion (cross-channel marketing automation). Experienced in defining AI architecture strategy on GCP and AWS.

Led a team of 6 engineers building reliable AI and data systems with strong MLOps practices and production releases
Designed personalization & recommendation systems that improved customer engagement and increased conversions
Built and scaled real-time data pipelines — 30% faster throughput, 25% accuracy improvement
Developed LLM and RAG-based applications powering smarter search and content understanding
Implemented vector & semantic search solutions for more accurate product discovery and deeper business insights
Generative AI & LLMs
LangChainLangGraphRAG
Data Engineering
DagsterBigQueryKafka
Vector & Semantic Search
pgvectorQdrant
Cloud & MLOps
GCPAWSDocker
Backend & APIs
PythonFastAPIDjango
ML & Deep Learning
TensorFlowPyTorchScikit
Agentic AI
AI AgentsPrompt Eng
Team Leadership
StrategyMentoring
02 —Experience

13 YEARS OF
progressive LEAD

Current Role · Aug 2021 – Oct 2025
DATA & AI
LEAD ENGINEER
Central Group · Bangkok, Thailand
📍 Thailand's Largest Retail Conglomerate

Led a team of 6 engineers designing and implementing AI systems and data engineering solutions across Central Group's major retail brands — PowerBuy, Supersports, Tops, and Central Department Store.

10M+
Users Served
30%
Pipeline Speed ↑
20%
Reporting Eff. ↑
🤖 Strainer — Personalization
Built the Strainer personalization engine serving 10M+ users across Central Group's retail ecosystem with real-time recommendations.
🍳 Tops Chefbot
Developed Thailand's first AI-powered recipe assistant with 50K+ product integration using LLMs and RAG architecture.
⚙️ Feed Fusion
Architected Feed Fusion marketing automation platform for cross-channel campaign optimization and feed management.
🔍 Production RAG Systems
Designed production-grade RAG systems with FastAPI, LLMs, embeddings, and PostgreSQL pgvector, with full MLOps monitoring.
Career Trajectory
Dec 2018

Jul 2021
Property Finder
Full Stack Developer
📍 Dubai, United Arab Emirates
Developed and maintained robust web applications — 20% increase in user engagement
Implemented new features improving application speed by 15%
Resolved critical technical issues, reducing system downtime by 30%
Oct 2016

Nov 2018
Cognizant Technology Solutions
Associate Projects
📍 Pune, Maharashtra, India
Built high-performance medical imaging interfaces using OpenSeadragon for Roche (US) cancer detection platform
Delivered end-to-end healthcare diagnostics platform for digital pathology slide analysis
Sep 2015

Oct 2016
Cuelogic Technologies
Senior Software Engineer
📍 Pune, Maharashtra, India
Designed scalable web applications in the medical domain — full-stack PHP development
Achieved faster load times and higher user engagement on healthcare-focused solutions
Aug 2014

Aug 2015
Makaan.com
Senior Software Engineer
📍 Gurgaon, India
Optimised site performance, reducing load time by 20%
Built responsive property platform interfaces with high code quality through regular reviews
Jul 2012

Jul 2014
Uneva
Software Engineer
📍 Allahabad, India
30% performance boost and 20% improvement in usability across software applications
Promoted to Senior Developer within 14 months of joining as a fresher
03 —Technical Arsenal

TOOLS OF THE craft

◈ AI & LLMs
LangChainLangGraph RAGAgentic AI EmbeddingsPrompt Engineering Sentence TransformersOpenWebUI
◈ Data Engineering
BigQueryDagster KafkaPySpark AirflowDataflow BigTableRed Panda Data LakehouseELT/ETL
◈ ML & Vector
pgvectorQdrant Vector SearchTensorFlow PyTorchKeras Scikit-learnMLOps ElasticSearch
◈ Backend & Cloud
PythonFastAPI GCPAWS DjangoPostgreSQL DockerKubernetes CI/CDGrafana
Certifications
Data Engineering
IBM
Jan 2026
Gen AI: Beyond the Chatbot
Google Cloud
Jan 2026
Machine Learning
University of London
Jan 2026
Google Cloud: Core Infrastructure
Coursera
Sep 2021
BigQuery for Data Analysts
Coursera
Aug 2021
04 —What People Say

VOICES OF trust

"Working with Aju John has been a pleasure. As a leader within the MarTech Org, Aju brings deep technical expertise and an unwavering proactive spirit. He's been an incredible partner to the digital marketing team, has never turned away from a challenge and has many times suggested ways and solutions to our problems. I would argue that Aju and the MarTech team are some of the best engineers I have ever worked with."

Daniel Lasavanich
Group Head of Digital Marketing · Central Group Thailand

"It was a pleasure working with Aju on several AI and LLM projects. He successfully integrated AI into our search functionality, leading to a significant uplift in search performance. Beyond strong technical expertise, Aju understands business needs and translates them into effective solutions with clear communication and a collaborative approach."

Pauline Vialle
Personalization & Search Snr Manager · Central Department Store

"I've had opportunities to work with Aju on so many projects and have learned so much from him. His combination of skills to manage a highly efficient team and drive solutions is unmatched. He is highly skilled, efficient, and always delivers high-quality work. I can 100% guarantee he will be a highly valuable member to any team."

Lopavit Mahapun
Head of BI & Analytics · Central Group

"He is not only technically exceptional but also maintains a very lively work environment. We worked on a technically challenging Digital Pathology ecosystem for 18+ months. Though brought in as a Senior Developer, I would rate him as a UI Architect. He was a go-to person for technical issues for many team members. Great asset anywhere he works."

Vaibhav Porwal
Principal Technical Program Manager · Amazon Music

"Quick learner and a total performer. I was particularly impressed by Aju's ability to maintain performance under pressure — a skill that often takes years to develop, but which seemed to come perfectly naturally to him. Aju would be an asset to any team."

Satya Sankalp Gautam
Founder · Uneva
05 —Credentials

THE foundation

Education
Master of Computer Applications (MCA)
SHUATS University, Allahabad · 2009–2012
🏅 Silver Medal for Academic Merit
Achievements
Silver Medalist in University (MCA)
Hackathon Winner — Best Innovative Idea (2016)
Captain, University Cricket Team (2007–2009)
Promoted to Senior Developer at Uneva within 14 months as a fresher
Languages
Malayalam
English
Hindi
06 —Contact
LET'S BUILD
SOMETHING
REMARKABLE

Open to senior Data & AI Engineering roles across the SEA region. Whether you have a position, a project, or just want to talk about the future of AI — I'd love to connect.