Healthcare AI Solutions for Innovators
We help AI healthtech startups and healthcare organisations design healthcare AI solutions intended to support secure, scalable NHS deployment.
Supporting AI Solution Deployment to NHS since 2019
Contributed to 200+ Healthcare Projects
Healthcare AI Solutions – Built for Healthcare Innovators
From AI pipeline architecture to clinical safety compliance, we provide senior technical leadership and engineering expertise to support healthcare innovators in bringing products to market and scaling them within regulated environments.
Our expertise spans AI infrastructure and data pipelines, NHS regulatory compliance, scalable cloud architecture, and healthcare systems integration.
Our expertise spans AI infrastructure and data pipelines, NHS regulatory compliance, scalable cloud architecture, and healthcare systems integration.
Who we work with
AI Healthtech & Biotech Startups
You have built powerful AI technology, but deploying healthcare AI solutions in a regulated environment is a different challenge. Moving from prototype to production in regulated healthcare requires expertise in secure infrastructure, NHS compliance, and clinical safety standards that most engineering teams have not encountered before.
We provide fractional CTO leadership and platform architecture expertise so you can accelerate your healthcare AI solutions without making costly infrastructure or compliance mistakes..
PE-Backed Healthcare & Pharma Companies
Private equity investment in healthcare demands rapid technology transformation. Whether you are integrating acquisitions, strengthening cybersecurity, or scaling digital platforms, in one word – you are involved with healthcare AI solutions, we provide the senior technical leadership that understands both the commercial urgency and the regulatory constraints.
You have built powerful AI technology, but deploying healthcare AI solutions in a regulated environment is a different challenge. Moving from prototype to production in regulated healthcare requires expertise in secure infrastructure, NHS compliance, and clinical safety standards that most engineering teams have not encountered before.
We provide fractional CTO leadership and platform architecture expertise so you can accelerate your healthcare AI solutions without making costly infrastructure or compliance mistakes..
PE-Backed Healthcare & Pharma Companies
Private equity investment in healthcare demands rapid technology transformation. Whether you are integrating acquisitions, strengthening cybersecurity, or scaling digital platforms, in one word – you are involved with healthcare AI solutions, we provide the senior technical leadership that understands both the commercial urgency and the regulatory constraints.
The Challenge
Building Healthcare AI Solutions Is Different
Healthcare technology must operate where patient data is sensitive, regulatory standards are strict, clinical systems are complex, and reliability is non-negotiable. Many organisations underestimate this gap — and face costly delays when compliance, clinical safety, or procurement requirements surface late.
We support organisations in closing this gap by advising on healthcare technology architecture, infrastructure, and compliance strategy from day one.
Healthcare technology must operate where patient data is sensitive, regulatory standards are strict, clinical systems are complex, and reliability is non-negotiable. Many organisations underestimate this gap — and face costly delays when compliance, clinical safety, or procurement requirements surface late.
We support organisations in closing this gap by advising on healthcare technology architecture, infrastructure, and compliance strategy from day one.
What We Help You Build
Fractional CTO & Technology Strategy
Senior technology leadership embedded within your organisation — from shaping product architecture to conducting technical due diligence for investment rounds. Ideal for seed to Series B healthtech startups.
AI & Data Infrastructure
Scalable ML infrastructure, model deployment pipelines, and secure data processing environments — healthcare AI solutions purpose-built for NHS environments.. Platforms designed to support NHS security review requirements.
NHS Compliance & Clinical Safety
DSPT preparation, clinical safety case development (DCB0129/DCB0160), healthcare data governance, and NHS procurement preparation — considered in your architecture from the start.
Cloud & Platform Architecture
Cloud infrastructure designed for healthcare AI solutions: AI pipelines, secure clinical environments, DevOps/MLOps/LLMOps, and infrastructure designed to scale with your first NHS contract.
Healthcare Systems Integration
HL7 and FHIR interoperability, clinical system connectivity, and medical device integration — data flows designed to be reliable and auditable for NHS IT team review.
Senior technology leadership embedded within your organisation — from shaping product architecture to conducting technical due diligence for investment rounds. Ideal for seed to Series B healthtech startups.
AI & Data Infrastructure
Scalable ML infrastructure, model deployment pipelines, and secure data processing environments — healthcare AI solutions purpose-built for NHS environments.. Platforms designed to support NHS security review requirements.
NHS Compliance & Clinical Safety
DSPT preparation, clinical safety case development (DCB0129/DCB0160), healthcare data governance, and NHS procurement preparation — considered in your architecture from the start.
Cloud & Platform Architecture
Cloud infrastructure designed for healthcare AI solutions: AI pipelines, secure clinical environments, DevOps/MLOps/LLMOps, and infrastructure designed to scale with your first NHS contract.
Healthcare Systems Integration
HL7 and FHIR interoperability, clinical system connectivity, and medical device integration — data flows designed to be reliable and auditable for NHS IT team review.
What Makes Us Different:
A Rare Combination of Expertise
Most AI consultancies do not understand NHS regulation. Most healthcare IT firms do not understand AI infrastructure. We combine both.
A Rare Combination of Expertise
Most AI consultancies do not understand NHS regulation. Most healthcare IT firms do not understand AI infrastructure. We combine both.
| Capability | Why It Matters |
|---|---|
| AI Infrastructure Engineering | We design platforms that handle healthcare data at scale |
| NHS Regulatory Expertise | DSPT, clinical safety, and procurement knowledge built in |
| Healthcare Systems Architecture | Deep understanding of clinical and research environments (inc. DCB0129) |
| Startup Technology Leadership | We partner with startups to turn healthcare AI prototypes into NHS-ready products |
This combination allows us to support organisations from early product development through to full NHS deployment, a journey most firms cannot cover across multiple stages.
How we work:
1. Technical Assessment
We begin by assessing your current platform architecture, infrastructure maturity, and regulatory readiness. This helps identify potential gaps, risks, and recommended paths forward.
2. Architecture & Strategy
cybersecurity, or scaling digital platforms, we provide the senior technical leadership that understands both the commercial urgency and the regulatory constraints.
3. Platform Implementation
We work alongside your engineering team to support building secure infrastructure, implementing data pipelines, establishing DevOps / MLOps / LLMOps practices, and advising on how regulatory requirements can be addressed within the platform.
4. Scale & NHS Deployment
We support preparation of your healthcare AI solutions for real-world healthcare deployment, including NHS readiness, integration with clinical systems, and ongoing architecture optimisation as you grow.
Preparing for NHS Deployment
Almost every AI healthtech startup in the UK wants NHS adoption.
Few understand the pathway. If your product works technically but cannot yet be deployed in healthcare environments, we can advise on compliance requirements including DSPT, DTAC, AIaMD, clinical safety, data governance, and procurement.
Few understand the pathway. If your product works technically but cannot yet be deployed in healthcare environments, we can advise on compliance requirements including DSPT, DTAC, AIaMD, clinical safety, data governance, and procurement.
Contact Us
Build Healthcare Technology That Scales
Whether you are an AI healthtech startup preparing for your first NHS deployment or a PE-backed healthcare company scaling digital infrastructure, we provide the technology leadership and engineering expertise you need to build healthcare AI solutions in regulated healthcare environments.
Book a 30-minute strategy call to discuss your platform architecture, regulatory readiness, and growth plans.
Book a 30-minute strategy call to discuss your platform architecture, regulatory readiness, and growth plans.
2MG Healthcare is committed to preventing modern slavery and human trafficking in all areas of our business and supply chain. As a healthcare technology consultancy working across the NHS and private sector, we recognise our responsibility to act ethically and with integrity in every professional relationship.
We conduct due diligence on all partners and suppliers, ensuring fair working conditions and compliance with the Modern Slavery Act 2015. We expect the same standards from those we work with — from technology vendors to subcontractors supporting clinical safety and digital health programmes.
We conduct due diligence on all partners and suppliers, ensuring fair working conditions and compliance with the Modern Slavery Act 2015. We expect the same standards from those we work with — from technology vendors to subcontractors supporting clinical safety and digital health programmes.