Independent data & AI architecture consultancy

Data platforms
engineered for AI.

We turn complex data estates into secure, scalable foundations—and build intelligent agents that create measurable business value.

REFERENCE ARCHITECTURELIVE
Modern AI data platform Data sources flow through a governed lakehouse into intelligence and AI agent applications. 01 / INGESTSources 02 / STREAMEvents 03 / ACTIVATEAPIs LAKEHOUSEGoverned data INSIGHTAnalytics INTELLIGENCEModels ACTIONAgents
20+years solving complex
data problems
9+years delivering through
Otus Projects
PhDmachine learning,
optimisation & HPC
AZUREDATABRICKSOPENAIANTHROPICLANGCHAINLANGGRAPHPYSPARK

What we build

From fragmented data
to intelligent action.

Strategy is only useful when it ships. We architect, engineer and operationalise the full path from source systems to trusted AI products.

01

Databricks & lakehouse

Enterprise-grade platforms designed for performance, governance and cost control—from landing zone and Unity Catalog to production pipelines.

  • Platform architecture & migration
  • Batch and streaming engineering
  • Unity Catalog & access control
02

AI agents & GenAI

Reliable agentic systems grounded in your data, with evaluation, observability and human oversight designed in from day one.

  • OpenAI & Anthropic solutions
  • LangChain / LangGraph orchestration
  • RAG, tool use & workflow automation
03

Azure data architecture

Cloud-native data estates that are secure, observable and repeatable—built to support analytics, machine learning and operational workloads.

  • Architecture & technical strategy
  • Data Factory, Data Lake & Event Hubs
  • IaC: Terraform, Bicep & ARM
  • Azure DevOps & DataOps
04

ML, analytics & MLOps

Move models and insights beyond prototypes with pragmatic lifecycle management, automated quality controls and production monitoring.

  • Predictive modelling & optimisation
  • End-to-end MLOps frameworks
  • Dimensional modelling & BI

How we work

Senior thinking.
Hands-on delivery.

Direct access to an architect who can move from the boardroom to the codebase—without layers of hand-off or generic playbooks.

Plan an engagement
01

Discover

Clarify the business outcome, map constraints and expose the real technical risks.

02

Design

Create a pragmatic target architecture, delivery roadmap and measurable definition of done.

03

Deliver

Build alongside your team using automated testing, infrastructure as code and engineering standards.

04

Enable

Transfer ownership through clear documentation, coaching and operational readiness.

Technical depth

The modern data &
AI stack, connected.

Tools are selected around the outcome—not the other way around. Every component must earn its place in a maintainable architecture.

PLATFORM
AzureDatabricksDelta LakeSnowflakeAWS
DATA
PySparkPythonSQLData FactoryEvent Hubs
AI & AGENTS
OpenAIAnthropicLangChainLangGraphRAG
OPERATIONS
Infrastructure as CodeTerraformBicepARM templatesAzure DevOpsDataOpsMLOpsCI/CDUnity Catalog
METHODS
KimballData governanceOptimisationSimulationHPC
Krzysztof Przysowa, founder and principal architect at Otus Data
FOUNDER / PRINCIPAL ARCHITECTUK · 51.4°N

Independent expertise

Built on twenty years
of solving the hard parts.

Otus Data is led by Dr Krzysztof Przysowa, a Data & AI Platform Solution Architect who combines deep engineering experience with a practical focus on business outcomes.

Across Microsoft, specialist consultancies and enterprise programmes, Krzysztof has designed cloud data platforms, led engineering teams, delivered large-scale migrations and operationalised machine learning and GenAI systems.

01

Microsoft CertifiedAzure Solutions Architect Expert

02

Databricks CertifiedMachine Learning Professional & Associate

03

PhD in aerospace engineeringMachine learning, optimisation, simulation & HPC

View Krzysztof on LinkedIn

Let’s build what’s next

Have a complex data
or AI challenge?

Bring the problem. We’ll bring a clear point of view and a practical route to production.

info@otus-data.co.uk
Bracknell · London · RemoteUK & international engagements
PROJECT ENQUIRY01 — 04

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