HASTE-3D
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Frequently asked questions

How we are designing HASTE-3D: our approach to AI guardrails, privacy and regulation, and how to get involved.

Last updated: 19 October 2026
Status: in development. HASTE-3D is not in clinical use and is not available to patients or NHS organisations. This page describes how we are designing it and what we intend to do. It does not describe a service in operation.
In an emergency, call 999. For urgent health advice that is not life-threatening, use NHS 111. This page is general information and is not medical advice.
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About HASTE-3D

Is HASTE-3D in use?

No. HASTE-3D is in development. It is not in clinical use, and it is not available to patients or to NHS organisations. This page describes how we are designing it and what we intend to do. It does not describe a service in operation.

What is HASTE-3D?

HASTE-3D (Holographic AI Smart Triage Engine - 3D) is being developed as an AI-powered remote triage system designed for NHS urgent care and A&E settings. It is intended to combine AI-supported decision support with the remote presence of a clinician, to help people reach the right care and to help clinicians identify urgent need quickly and safely.

What does the name stand for?

Holographic refers to a three-dimensional remote presence of a clinician. AI refers to the decision support that helps analyse the information provided. Smart Triage Engine refers to the system that helps prioritise how urgently someone needs care and where they should receive it.

What is triage?

Triage is the process of deciding how urgently someone needs care and where they should receive it, for example self-care, a GP, an urgent treatment centre or A&E.

Does HASTE-3D replace NHS 111, GPs or A&E staff?

No. HASTE-3D is designed to work alongside existing NHS pathways, including NHS 111, and not to replace them. Clinicians remain responsible for triage outcomes.

Who is HASTE-3D designed for?

It is designed for NHS organisations and the clinicians who run urgent care and A&E triage, and for the patients they serve. The patient groups and settings are set out in a written intended purpose, which governs our safety and regulatory work.

Why was HASTE-3D created?

Urgent care and A&E services are under pressure. Some people wait for care that another route could provide sooner, and others who need urgent attention must be identified quickly. HASTE-3D aims to support clinicians in making those decisions safely.

Who is behind HASTE-3D?

HASTE-3D is a subsidiary of Amaizonia ltd and is led by its founder and Chief Product Officer. We welcome input from clinicians, researchers and technical specialists.

How it works

How does HASTE-3D work, in simple terms?

HASTE-3D is being designed to work in outline like this: information about a patient’s symptoms is gathered; the AI suggests how urgent the situation may be and what care route may fit, with its reasoning and level of uncertainty; a clinician, present remotely, reviews this, speaks with the patient and decides the outcome. The exact steps would depend on the NHS setting where it might one day be used.

What does holographic mean here?

It refers to a three-dimensional remote presence of a clinician. The intention is to support clear communication during remote consultations. It is a way of connecting people, not a replacement for clinical judgement.

What does the AI do?

The AI is designed to support triage by analysing the information provided and suggesting an urgency level and a suggested pathway, explaining its reasoning and flagging where it is uncertain. It is not designed to make final decisions.

What does the clinician do?

In the design, the clinician reviews the AI’s recommendation, speaks with the patient, can override the AI at any point, and owns the outcome.

Can the AI make decisions on its own?

No. HASTE-3D is being designed so that every triage outcome with clinical consequence is owned by an identifiable clinician.

What happens if the system is unsure, or the situation is serious?

HASTE-3D is being designed to escalate. If the system is uncertain or a case is outside its scope, the case would be handed to a clinician. A separate rules-based safety layer is planned to watch for defined warning signs and direct people to emergency care.

Will I know when AI is being used?

That is a design requirement. Patients would be told when AI is involved and what it does.

Can I ask to speak to a human?

Yes, that is a design requirement: patients would be able to ask for a human at any time.

What if I cannot or do not want to use technology?

We are designing HASTE-3D so that a non-digital route to care remains available, and so that nobody is disadvantaged for preferring not to use it.

Is HASTE-3D accessible?

Accessibility is a design goal, including for people with disabilities, limited digital access and different language needs. We plan to test with a range of users and to assess performance across different groups. We welcome feedback.

Safety and AI guardrails

What are AI guardrails?

Guardrails are technical and human controls that keep an AI system within safe limits: a defined scope, rules it cannot override, limits on what it can output, and human oversight.

How are you designing HASTE-3D to be safe?

Our approach is to build layered guardrails into the design: checks on what goes in, controlled model behaviour, validation of what comes out, clinician review, and monitoring once any future use begins. No single control is to be relied upon, so a failure at one layer can be caught by another.

What is the independent safety layer?

It is a planned rules-based layer, separate from the language model, that screens for defined red-flag presentations and escalates them. The design requires that the AI cannot switch it off or talk its way around it.

Can the AI make things up?

Language models can produce incorrect or invented content. Our design approach to reducing this risk includes grounding responses in approved clinical protocols, restricting output formats, validating outputs against safety rules, and requiring clinician review. We plan to test for it at every stage.

What clinical safety standards do you intend to work to?

We intend to work to the NHS clinical risk management standard DCB0129 for manufacturers, and to support organisations with DCB0160. This would include a hazard log, a clinical safety case, and oversight by a Clinical Safety Officer, who must be a registered clinician. Naming a standard does not mean we hold certification against it.

How will HASTE-3D be tested before patients use it?

Our plan is to use assurance gates: simulation, retrospective evaluation on appropriately governed data, shadow mode alongside live clinical triage, supervised use, and then wider use. Progress is based on evidence, not dates, and a gate is passed only when its evidence has been reviewed and signed off. No patient would be exposed to the system before the earlier gates are met.

How will you guard against bias?

We plan to assess performance across age, sex, ethnicity, language, disability and digital access, to test with diverse cases, and to keep a non-digital route to care available.

How would the system be monitored if it is used in future?

Our design includes tracking of performance, drift and incidents. Any change to the model, prompts, data or scope would go through documented change control and re-testing before release.

What would happen if something went wrong?

Our incident process is designed to record every incident, including near misses, contain the issue, and carry out a clinical review of any patient impact. We would report as required, including to the MHRA for device-related incidents, to the ICO within 72 hours for notifiable personal data breaches, and to affected NHS organisations. We would then find the root cause, correct it and re-test before the system returned to use.

Who is accountable?

Under our framework, clinicians would be accountable for triage outcomes, and HASTE-3D’s leadership for the safety framework. The Clinical Safety Officer role is designed to be able to stop progress at any gate.

Can I read more about your approach to AI guardrails?

Yes. We have an overview of our approach, which we share on request. Please contact us using the details at the end of this page.

Privacy and data security

What data would HASTE-3D use?

It is being designed to use only the information needed for triage, such as symptoms and relevant history, provided by the patient or recorded by clinicians. We aim to collect only what is necessary.

Is my data protected by law?

Yes. UK GDPR and the Data Protection Act 2018 apply to personal data, and health data is special category data. Before any processing of patient data, we would identify a lawful basis, complete data protection impact assessments, and build in safeguards around automated decisions, including human review and the ability to contest outcomes.

Where would data be kept, and who could see it?

The design principle is that data is held in controlled environments that meet NHS data governance requirements, with role-based, encrypted and logged access, so that only people who need it can see it.

Will my data be used to train AI?

Our design principle is that patient data is not used to train third-party models. Any use of data to improve the system would need a lawful basis, the appropriate approvals and safeguards, such as de-identification where appropriate.

Will you sell personal data?

No. HASTE-3D will not sell personal data.

How long would data be kept?

Retention would follow NHS records and data protection requirements, and be set out in the privacy information for each setting where the system might be used.

What are my rights?

Under UK data protection law, people can ask for access to their data, ask for corrections, and in some cases ask for deletion, restriction or to object to processing. They can ask for human review of an automated decision. You can raise a concern with the organisation holding your data, with us if we hold it, or with the Information Commissioner’s Office.

How will the system be secured?

Our design includes encryption, role-based access, logging and regular security testing, including adversarial testing of the language model against misuse. We are working towards NHS data security expectations, including the Data Security and Protection Toolkit and Cyber Essentials.

Does this website use cookies?

Yes. Please see the cookie banner and our privacy notice for details and to manage your preferences.

What happens to information I send through the contact form?

We use it only to respond to your message, and handle it under our privacy notice.

Regulation, evidence and approvals

Is HASTE-3D regulated?

Software that supports triage or clinical decisions can be regulated as a medical device in the UK, depending on its intended purpose. HASTE-3D is in development and has not been placed on the market. We are working to understand and meet the relevant requirements, including MHRA guidance.

Is HASTE-3D approved, certified or clinically validated?

No. HASTE-3D is in development and has not been approved, certified or clinically validated. We will only describe approvals, certifications or validation results once they have been formally obtained and can be evidenced, and we will publish them on this website.

Which standards and frameworks do you align with?

We intend to work to the UK Medical Devices Regulations 2002 and MHRA guidance, NHS clinical risk standards DCB0129 and DCB0160, ISO 14971, IEC 62304 and ISO 13485, the NHS Digital Technology Assessment Criteria, the NICE Evidence Standards Framework, UK GDPR, the Data Security and Protection Toolkit, and the Equality Act 2010. Naming a standard does not imply certification.

Will HASTE-3D be tested in research or clinical studies?

Any study involving patients or NHS data needs the required ethical, regulatory and data approvals first. Participants will be told about the study and their choices.

How do you keep up with changes in regulation?

UK regulation of AI in healthcare is changing quickly. We intend to review our framework regularly and to update this page when our approach changes.

How will you report progress?

We will share news and any formal milestones on this website.

For patients and the public

Is HASTE-3D for emergencies?

No. In a life-threatening emergency, call 999. For urgent health advice that is not life-threatening, use NHS 111.

Is this website medical advice?

No. This website gives general information about HASTE-3D. If you are worried about your health, speak to a healthcare professional.

Would patients be charged?

HASTE-3D is designed to be provided through NHS services, and is not intended to be paid for by patients.

Will I be asked for consent?

Patients will be told how the system is used and what choices they have. Consent and information requirements will follow the law and NHS standards for each setting.

Can children, or people who lack capacity, use it?

The groups for whom HASTE-3D is intended are defined in our intended purpose. Children and people who lack capacity need special consideration, which is part of our clinical safety work.

How do I raise a concern or make a complaint?

Contact us using the details below. If your care was provided by an NHS organisation, you can also use its complaints or patient advice service. For data protection concerns, you can contact the Information Commissioner’s Office.

How can patients and the public get involved?

Patient and public involvement is part of how we approach transparency, accessibility and acceptability. We welcome your views, so please get in touch.

For NHS organisations and clinicians

How can NHS organisations work with HASTE-3D?

HASTE-3D is not available for clinical use. We welcome conversations about collaboration and evaluation, and about possible future pilots once the earlier assurance gates are met. Any use with patients would follow our assurance gates and your organisation’s own governance.

What do you need from NHS partners?

Clinical input on triage pathways and escalation, advice on governance and data, and agreement on how the system should be evaluated.

What clinical safety documentation will you have?

As part of development we intend to prepare a hazard log and clinical safety case under DCB0129, and to support your organisation’s DCB0160 obligations. We would share documentation with partners as it is developed, under a confidentiality agreement where needed.

How will HASTE-3D fit with existing NHS systems?

Interoperability, security and usability are part of NHS technology assessment. We will work with partners on the requirements for each setting.

How will clinicians be trained and supported?

Training is planned to cover how to use the system, how to read its reasoning and uncertainty, its limits, and how to recognise and avoid over-reliance on AI recommendations.

I am a clinician. Can I get involved?

Yes. Clinical input is essential. Please contact us. Any advisory role is agreed in writing, with conflicts of interest declared, and advisers are free to raise safety concerns at any time.

For researchers, funders and partners

How can researchers and universities collaborate?

We welcome collaboration on evaluation, AI safety, human factors and clinical validation. Collaborations are set out in formal agreements, with a confidentiality agreement where needed.

How can funders and investors learn more?

Please contact us. We share detailed material under a confidentiality agreement where appropriate.

How do you choose technology partners?

We would assess partners on security, control over data flows, openness and fit with NHS requirements, and we favour approaches that keep data in controlled environments.

How do you protect confidential information?

The public information on this website is an overview. We share detailed technical information only under a confidentiality agreement.

Where can media and others send enquiries?

Please use the contact details at the end of this page.

About the company and governance

Who owns HASTE-3D?

HASTE-3D is a subsidiary of Amaizonia Ltd, a UK limited company.

How do you manage conflicts of interest?

Advisers and collaborators declare other roles, particularly with other triage or clinical decision support products. They can raise a clinical safety concern at any time, and we do not pressure anyone to sign off safety documents.

Do you have an advisory board?

HASTE-3D is developing a Health Advisory Board of clinicians, researchers and patient and public representatives to challenge our approach. It is supported by Terms of Reference, a Code of Conduct and the Nolan Principles of public life.

Contact and updates

How can I contact HASTE-3D?

Email Contact Us, or use the contact form on this website. Please do not send personal health information by email or through the contact form.

How often is this page updated?

We review it regularly, and whenever our approach or status changes. The date of the last update is shown at the top of the page.