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Enterprise AI & Governance

Enterprise AI Solutions Built to Scale Safely

AI that works across departments, not just in a pilot. We deliver secure, governed AI solutions for larger organizations in the UK, the US and worldwide.

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By the ML Data House AI teamServing the UK, US & worldwide

Quick answer

What are enterprise AI solutions?

Enterprise AI solutions are AI systems designed for the scale, security and governance needs of large organizations: shared AI platforms, knowledge assistants, document and process automation, and predictive analytics used across departments. ML Data House builds them with identity and access control, audit trails, monitoring and clear ownership.

  • Shared, reusable AI platform foundations
  • Single sign-on, access control and audit logs
  • Integration with enterprise systems and data
  • Governance and monitoring from day one
What we deliver

What our Enterprise AI Solutions service covers

Enterprise knowledge assistants

Secure search and Q&A over policies, documents and wikis, with sources.

Document automation

Contracts, claims, invoices and forms processed at volume.

Predictive analytics

Forecasting and risk models feeding enterprise dashboards.

Agentic process automation

AI agents that handle multi-step back-office work with approvals.

AI platform

Shared model access, prompt management, evaluation and cost tracking.

Security and compliance

Controls mapped to your security policies and regulators.

How it works

Our Enterprise AI Solutions process

Short, visible steps with a demo or decision at the end of each one.

Step 1

Align

Business sponsors, IT, security and data owners agree goals.

Step 2

Architect

Design the platform, integrations and controls.

Step 3

Deliver

Build the first use cases on the shared platform.

Step 4

Scale

Onboard more teams with templates and governance.

Deliverables

What you get

  • Enterprise AI architecture
  • Production use cases on a shared platform
  • Identity, access and audit integration
  • Monitoring, evaluation and cost dashboards
  • Operating model and support
How our 3-month framework works
Best fit

This is right for you if…

  • Multiple departments want AI
  • Security teams need control over AI use
  • You need AI to meet audit requirements
  • Pilots must become supported services
Talk to our team
UK & US

Enterprise AI Solutions for UK and US businesses

One remote team, planned around the rules and working patterns of each market.

UK

United Kingdom

We work from our UK office in Wolverhampton with clients across England, Scotland, Wales and Northern Ireland, remotely. Projects are planned around UK GDPR and the Data Protection Act 2018, ICO guidance on AI and data protection, and, if you sell into Europe, the EU AI Act.

For UK enterprises we work with your DPO and security teams and, in regulated sectors, consider FCA, PRA or NHS data-security requirements.

US

United States

We work remotely with US companies from coast to coast, and UK working hours overlap with the US East Coast morning for live calls and demos. We plan around the NIST AI Risk Management Framework, state privacy laws such as the CCPA/CPRA, and sector rules like HIPAA where they apply.

For US enterprises we support vendor security reviews and map controls to the NIST AI RMF and frameworks your auditors use.

Tools, models & frameworks

Azure OpenAIAWS BedrockGoogle Vertex AIDatabricksSnowflakeMicrosoft Entra IDKubernetesPower BILangGraph
FAQ

Enterprise AI Solutions: frequently asked questions

What makes an AI solution enterprise-grade?

Security and access control, auditability, reliability, integration with enterprise systems, scalability, cost control and clear ownership and support.

How do enterprises move AI from pilot to production?

By giving each use case a business owner, using a shared platform, building monitoring and governance in, and planning support before launch.

Can enterprise AI run in our own cloud?

Yes. We deploy in your Azure, AWS or Google Cloud tenancy, using private networking and your identity provider.

How do you control the cost of enterprise AI?

With usage limits, model choice per task, caching and cost dashboards per team or use case.

Do you work with large organizations?

Yes, as well as mid-sized companies. Our 3-month enterprise AI framework is designed for organizations that need governance and production readiness.

How is AI governance handled?

Through clear policies, risk reviews, model documentation and monitoring. See responsible AI and governance.

Which industries do you support?

Healthcare, finance and banking, retail and e-commerce, manufacturing and supply chain, and education and research.

Ready to talk about Enterprise AI Solutions?

Tell us about your goals, data and systems. We will reply with practical next steps, wherever you are in the UK, the US or worldwide.