Production AI.
- Data & Cloud Migration
- ML Governance & MLOps
- Agentic AI & LLM Systems
Havoc is a data and AI consultancy that helps enterprises move from prototype to production. We design, build, and operate cloud-native data platforms, MLOps pipelines, and agentic AI systems — engineered for reliability, governance, and measurable business outcomes.
Havoc — modernising enterprise data and AI infrastructure, from cloud to agentic AI.
Our Code
Data & Cloud Migration
Pre-Migration Audit
Lift-and-Shift & Re-architecture
Zero Downtime Migration
End-to-end migration of data pipelines, cloud infrastructure, databases, and workspaces to modern platforms — AWS, Azure, GCP, Databricks, Snowflake. Covers lift-and-shift, re-platforming, and full re-architecture.
ML Model Migration & Governance
Model Versioning & Lineage
Drift & Bias Monitoring
Production-Ready ML Systems
Migrate ML models across platforms without performance loss. Implement governance frameworks covering versioning, lineage, and compliance. Set up continuous monitoring for drift, bias, and model health.
Agentic AI Orchestration
Multi-Agent System Design
LangGraph & CrewAI Pipelines
Enterprise Workflow Automation
We architect multi-agent systems using LangGraph, AutoGen, and CrewAI — connecting agents to tools, APIs, databases, and enterprise systems. We build agents with accountability and governance built in.
LLM Services & RAG
Custom LLM Deployment & Fine-Tuning
RAG Pipelines & Knowledge Bases
Databricks Genie Workspace
Custom LLM deployment, fine-tuning, and enterprise integration. RAG pipelines connecting models to internal knowledge bases. Databricks Genie Workspace for natural language data querying.
Code & Cost Optimisation
Spark & SQL Query Tuning
Cloud Spend Analysis
Pipeline Efficiency Refactoring
Audit and fix inefficient code, queries, and pipelines draining your cloud budget. From Spark optimisation to SQL tuning and infrastructure right-sizing, we reduce costs at the root while maintaining performance.
Industries We Serve
Havoc serves data-driven organisations across industries ready to modernise their data infrastructure and AI capabilities.
Financial Services
Real-time risk scoring, fraud detection, and regulatory-compliant data platforms — built for institutions that can’t trade off speed for governance.
Logistics & Supply Chain
Anomaly detection across carrier, warehouse, and customs data. We help operations teams move from reactive alerting to predictive intervention.
eCommerce & Retail
Personalisation, demand forecasting, and conversational commerce powered by RAG and LLMs over your product and customer data.
Government & Public Sector
Secure data platforms, document intelligence, and citizen-facing AI assistants — designed for procurement, audit, and accessibility requirements.
Healthcare & Life Sciences
HIPAA-aligned data pipelines, clinical NLP, and decision-support models that integrate with EHR and research systems.
Energy & Utilities
Sensor and grid data at scale — predictive maintenance, load forecasting, and operational AI for asset-heavy environments.
Why Choose Us
Havoc combines deep technical expertise with enterprise delivery experience — so your AI and data investments go from strategy to production without the typical delays, rework, or cost overruns.
Case Studies
E Commerce
Conversational AI
Cloud Platform Migration
MLOps & Cloud AI
CI/CD for ML
Agentic Workflow Automation
ML Governance
MLOps & Monitoring
RAG & LLM Integration
Our Team
Lead Data Engineer
Software Architect
ML Engineer
Data Engineer
AI Solutions Architect
ML & Backend Engineer
Our Technology Stack
Data Platforms
01
Graphql
02
React Hook
03
ANT Design
04
Material UI
05
TypeScript
06
NEXT.JS
07
REACT.JS
08
Rest API
AI & ML
01
NODE. JS
02
PHP
03
MLflow
04
Java
Orchestration
01
Nginx
02
Docker
03
Kubernetes
04
Azure
Cloud
01
Nginx
02
Docker
03
Kubernetes
04
Azure
Database
01
Mysql
02
Postgresl
03
Mongodb
04
Solr
LLM Tools
01
LangChain
02
LangGraph
03
AutoGen
04
CrewAI
Our Approach
We take a structured, outcome-driven approach — starting with discovery, moving through architecture and build, and staying with you through production and ongoing optimisation.
Discovery & Strategy
We begin every engagement with a thorough audit of your current data and AI landscape — identifying gaps, risks, and opportunities before any build begins.
- User Centric Research
- Wireframing & Prototyping
- Visual Design & Conversational AI
- Understanding Client Objectives
- Strategic Planning
- User-Centric Design
Build & Engineering
Agile, iterative delivery of data pipelines, ML models, AI agents, and cloud infrastructure — built to production standards from day one.
Deploy & Optimise
We deploy to production, monitor performance, and continuously optimise for speed, cost, and reliability — ensuring your systems improve over time.
- User Centric Research
- Platform Selection Stack
- Agile Development Process
- Comprehensive Cloud Strategy
- Scalable Infrastructure Design
- Security and Compliance
Governance & Compliance
Implement access controls, data lineage tracking, audit trails, and compliance frameworks to ensure your AI systems meet regulatory and enterprise standards.
Support & Maintenance
Ongoing technical support, model retraining, pipeline maintenance, and system upgrades — so your data and AI infrastructure stays performant and up-to-date.
- Comprehensive Test Strategy
- Test Execution & Reporting
- Maintenance & Improvement
What Our Clients Say
Enterprise AI/ML consultancy specialising in Agentic AI, LLMs, MLOps, and cloud-native data infrastructure.
Trusted by enterprises to modernise their data infrastructure and deliver production-ready AI systems that drive real business outcomes.
"Transformed Our Data Infrastructure"
David Anderson
"Delivered What Others Couldn't"
Robert Lewis
"Production-Ready From Day One"
John Mitchell
Ready to Start Your Project?
