Enterprise AI, Data & Platform Consulting

Making Complex
Simple

Building AI and data systems that transform enterprises.25 years of real-world solutions.

$350M+EBIT Impact
25+Years Experience
150+Engineers Led
Our Philosophy

Built on
Deep Expertise

"We believe in understanding the full stack — not just the abstractions. That's how we deliver solutions that actually work."

At Gonnect, we bring 25+ years of hands-on engineering — from low-level networking and distributed systems to modern AI/ML platforms. When you work with us, you get practitioners who've written production code at every layer.

We document what we learn and share it openly through 50+ technical deep dives. Because the best partnerships are built on transparency and shared knowledge.

Full Spectrum Coverage

NetworkingPlatformDataAI/ML

Our Toolkit

JavaPythonGoRustScalaTypeScriptSpringKubernetesTerraform

Areas of Expertise

Deep knowledge across the modern technology stack

Generative AI & LLMs

Production RAG systems, LLM orchestration, agent frameworks, and enterprise GenAI platforms. Built systems serving millions of requests.

LangChainRAGAgentsFine-tuning

Knowledge Engineering

Semantic modeling, ontology design, knowledge graphs, and neuro-symbolic AI. Making AI systems that reason and explain.

Neo4jRDF*OntologiesReasoning

Platform & Infrastructure

Cloud-native architecture, Kubernetes at scale, service mesh, GitOps, and internal developer platforms. VPC design, networking, security.

K8sIstioArgoCDTerraform

Data & ML Engineering

Lakehouse architecture, real-time streaming, feature stores, MLOps pipelines. From batch to streaming, from experimentation to production.

SparkKafkaMLflowDatabricks

Distributed Systems

Event-driven architecture, CQRS/ES, microservices patterns, message brokers. Building systems that scale and stay resilient.

KafkagRPCEvent SourcingCQRS

Backend & APIs

High-performance services in Java, Go, Rust. REST, GraphQL, gRPC. Database design, caching strategies, performance optimization.

SpringGoGraphQLPostgreSQL

I write about these topics in depth — practical patterns from production experience

Explore 50+ Technical Deep Dives
Cloud & Platform Expertise

Enterprise-Grade Platforms

Deep expertise across leading cloud providers and AI/ML platforms

Amazon Web Services

EKSFargateSageMakerBedrockNeptuneLambdaEMRVPC

Google Cloud Platform

GKECloud RunVertex AIBigQueryDataflowPub/SubVPCAnthos

Microsoft Azure

AKSAzure OpenAISynapseDatabricksCosmos DBFunctionsVNet

AI & ML Ecosystem

PyTorchTensorFlowHugging FaceLangChainOpenAIMLflowKubernetes

Reference Architecture

End-to-end Data, AI & GenAI Platform Stack

Amazon Web Services

Data, AI & GenAI Reference Architecture

Production Ready
DATA SOURCES
L1
IoT CoreAPI GatewayRDS/AuroraEventBridgeS3
INGESTION & STREAMING
L2
KinesisMSK (Kafka)AppFlowDMSGlue ETL
DATA LAKE / LAKEHOUSE
L3
S3 TablesIcebergLake FormationSageMaker LakehouseAthena
ML PLATFORM & MLOps
L4
SageMaker AIHyperPodFeature StorePipelinesEndpoints
GENERATIVE AI & KNOWLEDGE
L5
BedrockNova 2AgentCoreS3 VectorsKnowledge Bases
Infrastructure
EKS Auto
Karpenter
VPC
10.0.0.0/16
IAM / KMS
Security
CloudWatch
Observability
CDK / TF
IaC
Sources Ingestion Lake ML GenAI
Data Sources
Ingestion
Data Lake
ML Platform
GenAI

LLM Landing Zone / Gateway Pattern

Enterprise-Grade GenAI Infrastructure

Deep Dive
Network Architecture
Hub VPC10.0.0.0/16
LLM Subnet10.0.1.0/24
PSC Subnet10.0.2.0/24
Consumer10.1.0.0/16
Base Hub
S3 TF StateReusable ModulesSCPs
LLM Gateway
10.0.1.0/24NLB + EP ServiceBedrock / Nova
Gen Apps
10.1.0.0/16VPC EndpointNo Public IPs
Consumer App AWS PrivateLink LLM Gateway Bedrock / Nova
Zero Trust
VPC Isolation
IAM/IAP
Terraform IaC
Production-ready Terraform modules for GCP & AWSView on GitHub

Modern Data Lakehouse Architecture

Medallion Architecture • Apache Iceberg • AI/ML Ready

2025 Reference
Medallion Architecture Pattern
Sources
IoT / EventsAPIs / DBsFiles / Logs
Bronze
Raw IngestionAppend-OnlySchema-on-Read
Silver
Cleaned DataConformedACID Txns
Gold
Business AggMetricsFeatures
AI / ML
Feature StoreModel TrainInference
RawBronzeSilverGoldAI/ML
DB
DatabricksUnity Catalog + Delta Lake
Delta Lake 3.0 + Liquid Clustering
Unity Catalog Governance
Mosaic AI + MLflow
Streaming Tables (DLT)
BQ
BigQuery + BigLakeDataplex + Vertex AI
BigLake Iceberg Tables (GA)
Real-time Streaming API
Vertex AI + Gemini
Dataplex Universal Catalog
SM
SageMaker LakehouseLake Formation + Bedrock
S3 Tables + Apache Iceberg
Zero-ETL Integrations
Bedrock + Nova + Claude
SageMaker Unified Studio
Batch Processing
Spark / PhotonDataprocEMR ServerlessGlue ETL
Scheduled • Large Volumes • Historical Analysis
Real-Time Streaming
Kafka / MSKPub/SubKinesisDataflow
Sub-second • Event-Driven • Live Dashboards
Open Table Formats & Governance
Industry Standard
ICE
Apache IcebergDe facto Standard
DL
Delta LakeACID + Z-Order
Unity CatalogFine-Grained ACLs
Lake FormationTag-Based Access
BedrockVertex AISageMaker AIMLflow
Sub-Second
ACID Txns
Time Travel
Multi-Engine
Zero Trust

Multi-Cloud GPU Training

LLM Fine-tuning with GCP/AWS Data and RunPod GPUs

Multi-Cloud LLM Training Architecture

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Flagship Product

HyperMind

The future of neuro-symbolic AI reasoning and knowledge representation

HMHyperMind

Neuro-Symbolic AI Platform

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

  • Explainable AI Decisions
  • Hypergraph Knowledge Graphs
  • Logic Tensor Networks
  • Provable Reasoning Chains
Explore HyperMind →
Proven at Scale

Enterprise Impact

Where vision meets execution — platforms that move billions

$350M+EBIT Impact
150+Engineers Led
4Platforms Founded

Nike

Founding Platform Leadership

Privileged to help build Nike's Data, AI & GenAI platforms from the ground up

$350M+Annual EBIT Impact

Digital transformation of a $47B company with 79,000+ employees. Platform transformation methodology recognized by Gartner as industry leading.

Platform Transformation

Founded Nike's platform-based architecture. Unified ecommerce, stores, marketing, logistics, product creation & ERP globally.

AI/ML & Generative AI

Initiative Owner for AI. Led NikeAI (AirImagination) launch. Demand Sensing, Supply Chain, Personalization engines.

Cloud Platform & MLOps

Cloud-native AI/ML platform. Microservices, data lake, streaming, analytics — operational excellence at global scale.

Global Leadership

150+ person AI/ML team across 6 countries. Led Principal Engineers, Distinguished Engineers, Principal Architects & Distinguished Architects across Platform, Data & AI. Data governance influencing 10,000+ engineers.

Nike Air Imagination AI Generated Sneaker

Nike AIR Imagination

LIVE IN USMar 2025
Powered by Nike GenAI Platform

Led GenAI engineering for Nike's first consumer-facing AI — text-to-image letting fans design dream Air Max sneakers

1.5M+designs
📰 Sneaker News
Try It Live
AWSDatabricksMLflowSageMakerLLMOpsAIOpsKafkaSnowflake
ADVISORY

H&M

Advisor to Chief Data & AI Officer

Global Reach
5,000+Stores Connected

Multi-Cloud Strategy

GCP + Azure integration for optimal data placement

Retail Business Brain

AI agents with semantic reasoning for customer insights

Vertex AIBigQueryAzureKnowledge Graphs

Oracle Health Insurance Cloud

TIER-1 SaaS

Co-Founder • Principal Architect & Engineer Leading

Throughput270K/hr
Automation100%

Built ground-up. Comprehensive SaaS for policy administration, intelligent automated claims adjudication, and revenue management. Powering Blue Shield of California & major insurers.

Automated claims adjudication with traceability

Commercial, government & specialty lines unified

OCISymbolic AIEvent-DrivenMicroservices

Third Pillar Systems

ACQUIRED

Founding Member & Advisor to CEO

88%Faster Decisions
90%Error Reduction

Merlin BRMS

Enterprise Business Rules Management System

Co-architected Merlin BRMS — a pioneering enterprise rule engine powering credit decisioning, financial risk automation, and compliance workflows for global financial institutions. Foundation of modern Symbolic AI.

Credit Decisioning

Real-time automated loan approval with full audit trail

Risk Management

Enterprise-wide risk assessment and mitigation rules

Compliance Engine

Regulatory compliance with transparent reasoning

Symbolic AIRule EngineBRMSCredit RiskFinancial ServicesJavaEnterprise
About

Gaurav Malhotra

Platform Data AI Governance Leadership Advisor
Philosophy

“I thrive on building what doesn't exist yet — venturing into uncharted territory where conventional wisdom says it can't be done.”

25 years in the trenches — shipping production systems that actually work at scale. An innovator at heart with product thinking that goes beyond the obvious.

From pioneering rule engines processing millions of financial decisions to founding AI platforms serving global retail. Partnering with founding teams to take ideas from zero to one and beyond.

Architected complex healthcare claims processing systems with end-to-end automated adjudication — targeting 100% accuracy, deployed globally at scale on cloud infrastructure.

Going beyond the hype of AI — building Neuro-Symbolic AI grounded in real mathematical foundations: Category Theory, Type Theory, and Proof Theory. AI that reasons, proves, and explains.

I believe in software craftsmanship — mastering the full spectrum from networking to platform to data to AI. Not siloed expertise, but end-to-end capability to deliver complete products.

The gap between proof-of-concept and production is where most projects fail. My craft is bridging that gap — turning bold ideas into resilient systems that run 24/7. No shortcuts. Just hard-won lessons from taking things live.

25+Years
4Platforms Built
$350M+Impact

The Arc

From pioneering Symbolic AI to building the future of Neuro-Symbolic intelligence

GL

GlobalLogic

→ Hitachi Group

Founding Member • Architecture & Engineering

Founding-stage architect & engineer. First European project delivery. Established global delivery excellence.

3P

Third Pillar Systems

Acquired

Founding Member • Advisor to CEO

Co-architected Merlin BRMS — enterprise rule engine powering credit decisioning & financial risk. Foundation of Symbolic AI.

88% Faster Decisions
90% Error Reduction
OR

Oracle Health Insurance

Tier-1 Product

Co-Founder • Principal Architect

Built from ground-up. Comprehensive SaaS with intelligent automated claims adjudication powering major healthcare payers.

Trusted By Leading Healthcare Payers

BSC
Blue Shield CA
A
Anthem
H
Humana
HZ
Horizon BCBS
DH
Defense Health
C
Clover Health
270K Claims/Hour
100% Automated
G

Gonnect

Current

Founder • Principal Consultant

🇳🇱 Founded in Netherlands🇬🇧 Now UK

The convergence: Neuro-Symbolic AI — neural networks + symbolic reasoning. Trusted by Nike & H&M. Creator of HyperMind.

$350M+ EBIT Impact
150+ Engineers Led
Symbolic AI Era
Neuro-Symbolic Era

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."

Architecture Thinking
MarTech

CDP Architecture with Hypergraph

Unified Customer Intelligence

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Get In Touch

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