Enterprise AI & Data Consulting

Making Complex Simple

Helping enterprises build data and AI systems that actually work - practical solutions grounded in 25 years of real-world experience.

25+ Years Experience
7+ Years as Gonnect
Latest Insights
HMRE: Zero entity embeddings — reasoning purely from graph structure. WN18RR inductive Hits@10: 0.998 vs NBFNet 0.721. A 38% jump with zero retraining. 2w ago · 7.3K impressions Most AI systems can retrieve. Some can embed. Very few can actually reason with confidence. The problem isn't scale — it's context. 1mo ago · 14.1K impressions Frontier neuro-symbolic AI is a weighted graph traversal problem at scale. Not a prompt trick. Not a bigger attention matrix. 1 traversal = Reasoning. 1mo ago · 3.4K impressions Are we orchestrating decisions… or are we reasoning? Ontology platforms are decision-centric. HyperMind is reasoning-centric. 1mo ago · 8.6K impressions Scale changes the math. Once the full graph doesn't fit, reasoning is no longer f(E) — it's f(E_bounded). That's your model. 1mo ago · 10.9K impressions RECOMMENDATIONS "He's one of those rare people who can dive deep into complex technical challenges while still keeping the bigger picture in mind." Chandrashekhar Kachole · CTO/CIO/CAIO "Technically gifted. His deep understanding and passion for open source technology is mind blowing." Ralph Kootker · CEO @ RevoData "One of the most capable and technically strong solution/technology architects I have worked with." Anirvan Hazra · Solution Architect "He is highly skilled and has in-depth technical knowledge. His way of thinking is truly outside-of-the-box." Etienne Berbers · Data Management "One of the top most creative and innovative Architect I have worked with. A brilliant, high energy, inspiring and caring leader." Guru Prasad · SVP at JPMorgan Chase "He has the ability to lead and transform any software development team. It was a pleasure working with him." Raja Shankar Kolluru · Founder/CPTO

Platform, AI & Data Excellence

Deep expertise across the full spectrum of modern platform engineering, AI and data technologies

Generative AI

Large Language Models, RAG architectures, prompt engineering, and production-grade GenAI solutions.

  • LLMs
  • RAG
  • Fine-tuning
  • Agents

Knowledge Graphs

Semantic data modeling, ontology design, RDF/SPARQL, and enterprise knowledge management systems.

  • Neo4j
  • RDF*
  • Ontologies
  • SPARQL

Explainable AI

Neuro-symbolic AI, Logic Tensor Networks, and AI systems that prove and justify their conclusions.

  • XAI
  • Neuro-symbolic
  • LTN
  • Reasoning

Machine Learning

Deep learning, neural networks, MLOps, and self-optimizing systems that continuously learn.

  • MLflow
  • W&B
  • Databricks
  • MLOps

Data Architecture

Enterprise data platforms, data mesh, lakehouse architectures, and real-time streaming systems.

  • Data Mesh
  • Lakehouse
  • Kafka
  • Spark

Platform Engineering

Enterprise platform transformation, composable architecture, multi-cloud strategy, and developer experience.

  • Composable
  • Multi-Cloud
  • DevOps
  • IDP

Software Engineering

Microservices, cloud-native development, API design, and scalable distributed systems.

  • Microservices
  • APIs
  • Kubernetes
  • Serverless

Enterprise-Grade Platforms

Deep expertise across leading cloud providers and AI/ML platforms

Amazon Web Services

SageMaker Bedrock Neptune Redshift Lambda EMR Glue Athena

Google Cloud Platform

Vertex AI BigQuery Dataflow Pub/Sub Cloud Run GKE Dataproc AlloyDB

Microsoft Azure

Azure OpenAI Synapse Databricks Cosmos DB AKS Functions Data Factory ML Studio

AI & ML Ecosystem

PyTorch TensorFlow Hugging Face LangChain OpenAI Anthropic MLflow Kubeflow Ray Weights & Biases

HyperGraphMind

The future of neuro-symbolic AI reasoning and knowledge representation

Neuro-Symbolic AI Platform

A revolutionary AI reasoning engine that combines the power of neural networks with symbolic logic. HyperGraphMind delivers explainable, provable AI decisions through advanced hypergraph-based knowledge representation.

Explainable AI Decisions
Hypergraph Knowledge Graphs
Logic Tensor Networks
Provable Reasoning Chains
Explore HyperGraphMind

Enterprise Impact

Building platforms that transform how global enterprises operate

H&M Advisor to Chief Data & AI Officer
5,000+ Stores Connected

Multi-Cloud Architecture Strategy

Primary GCP platform with Azure integration - best of both worlds while keeping data where it needs to be

GenAI & AI/ML Strategy

Retail Business Brain - AI agents understanding "why" behind customer decisions through semantic reasoning

Fashion Knowledge Graph

Comprehensive ontology using Vertex AI & BigQuery connecting products, trends, and customer insights

Governance at Scale

Policy-driven framework tracking data lineage across 5,000+ stores without slowing anyone down

GCP Vertex AI BigQuery Azure Knowledge Graphs Multi-Cloud
The Hartford Advisor to Insurance Technology Leadership
200+ Years of Insurance Heritage

Knowledge Graph Platform

Insurance domain knowledge graph connecting policies, claims, risk factors and regulatory requirements for intelligent underwriting and claims processing

Symbolic AI for Insurance

Rule-based symbolic reasoning engines for policy compliance, risk assessment and regulatory adherence with full explainability and audit trails

Neuro-Symbolic Platform

Combining neural networks with symbolic reasoning for explainable AI in insurance - marrying the power of deep learning with the transparency of logic-based systems

Knowledge Graphs Symbolic AI Neuro-Symbolic Explainable AI Insurance Domain
Oracle Health Insurance Co-Founder & Principal Architect

Built industry's most comprehensive SaaS platform for health insurers globally. Millions of members, 40% cost reduction, 60% fraud detection improvement.

Ingenico Lead Enterprise Architect

Built next-generation global payment ecosystem with multi-cloud infrastructure and real-time fraud detection across millions of transactions.

Industries Transformed

Retail & Fashion Healthcare & Insurance Financial Services Global Payments Enterprise Technology

Gaurav Malhotra

Technology Leader & Strategic Advisor

Technology leader with 25 years building AI and data platforms that solve real enterprise challenges. Expert in translating complex AI research into scalable business solutions. Specializes in making AI trustworthy and explainable.

Entrepreneurial Journey

Founder Member

GlobalLogic Architecture Practice

Created Chrysalis - DevOps Platform Accelerator nominated for InfoWorld Best Innovation. Pioneered enterprise platform engineering.

Co-Founder

Oracle Health Insurance Cloud

Built industry's most comprehensive SaaS platform for health insurers. Millions of members globally with AI-powered fraud detection.

Founder

Gonnect

AI & Data consultancy serving Fortune 500 enterprises including Nike and H&M with platform architecture and AI strategy.

CTO

Stealth AI Startup

Leading development of governance-native AI platform where knowledge graphs are the execution layer.

Education

Imperial College London

Data Science - Machine Learning & OR

Master of Computer Applications

ICSE India - DAVV

Bachelor of Computer Science

Delhi University

"

Good architecture is invisible. It just works, scales when needed, and lets the team focus on what matters.

Let's Build Something Intelligent

Ready to transform your data into actionable intelligence? Let's discuss how AI and knowledge graphs can drive your business forward.

Location

London, United Kingdom