AI for Homelessness Services | Telefónica Tech UK&I

Practitioner Support for Homelessness Services

Help homelessness practitioners make faster, better-informed decisions with AI-powered casework support

Local Government | Data Science and AI Use Case Get Started

Business Challenge

Helping homelessness practitioners navigate complex case information

Homelessness practitioners work with large volumes of information when assessing cases, supporting vulnerable residents and determining the appropriate next steps.

Relevant information can be spread across multiple systems, case records, documents, emails and other sources. Finding and bringing this information together can be time-consuming, particularly when practitioners need to assess risk, understand a resident’s circumstances or prepare a case summary.

Without a more joined-up approach, local authorities can face:

Time-consuming searches across multiple systems and information sources

Manual collation of case information and supporting evidence

Inconsistent approaches to risk assessment and case preparation

Significant administrative effort for homelessness practitioners

Reduced capacity to focus on complex and high-risk cases

Challenges ensuring relevant information is considered consistently

Local authorities need ways to reduce the administrative burden on practitioners while maintaining appropriate oversight, consistency and support for vulnerable residents.

How AI Can Help

Give practitioners an intelligent assistant for homelessness casework

AI can provide practitioners with a guided way to find, understand and work with relevant case information, reducing the time spent searching across different sources and manually preparing information.

Telefónica Tech worked with a local government organisation to develop an AI practitioner support agent designed to help homelessness teams access relevant information and prepare cases more efficiently.

The solution can:

Bring relevant case information together
AI can help practitioners find and surface relevant information from existing case records and approved information sources, reducing the need to search manually across multiple systems.

Summarise homelessness cases
Practitioners can use AI to generate structured summaries of case information, helping them quickly understand a resident’s circumstances, history and relevant context.

Support risk assessment
AI can identify relevant information and indicators within case records to help practitioners assess risk and determine where additional attention or support may be required.

Guide case preparation
The AI assistant can help practitioners organise information and prepare case documentation, reducing repetitive administrative work.

Provide recommendations and next steps
Based on the information available, AI can support practitioners by surfacing relevant considerations, potential next steps and recommendations aligned with established policies and processes.

Extend capabilities over time
The approach provides a foundation that can be expanded to support additional homelessness workflows and use cases as the organisation’s AI capability matures.

AI does not replace practitioner judgement. Instead, it provides practitioners with faster access to relevant information and structured support, while people remain responsible for assessing individual circumstances and making decisions.

Expected Outcomes

More efficient casework and greater practitioner capacity

An AI practitioner support approach can help local authorities improve the efficiency and consistency of homelessness services while giving practitioners more time to focus on complex cases and supporting residents.
Reduced time spent finding information

Bring relevant case information together and reduce the manual effort required to search across multiple sources and systems.
Faster case preparation

AI-assisted summaries and structured information can help practitioners prepare cases more efficiently and reduce repetitive administrative work.
Improved consistency

Provide practitioners with a consistent approach to finding, structuring and assessing relevant case information.
Greater capacity for complex cases

Reduce administrative workload so practitioners can spend more time on complex, high-risk and vulnerable cases where professional judgement is most important.

More efficient casework and greater practitioner capacity

Reduced time spent finding information

Faster case preparation

Improved consistency

Greater capacity for complex cases

Local Government AI Use Case: Practitioner Support for Homelessness Services

Why Telefonica Tech?

Proven Data & AI Delivery

We help public sector organisations identify practical opportunities for AI and develop solutions that address specific operational challenges while supporting responsible adoption.

Public Sector Understanding

We understand the complexity of working with sensitive information, established processes and services supporting vulnerable people. Our approach considers the operational, governance and human factors that influence successful AI adoption.

Practical AI Delivery

From identifying the right use case through to prototyping, testing and production planning, we help organisations move from AI ideas to solutions that can deliver measurable operational value.

Responsible AI by Design

Our approach places appropriate governance, human oversight and responsible use at the centre of AI solutions, particularly where outputs may inform decisions affecting individuals.

From Pilot to Scale

We help organisations establish a clear pathway from proof of value to production and identify opportunities to extend successful AI use cases across wider services.

Commonly Asked Questions

What is an AI practitioner support agent?

An AI practitioner support agent is an AI-powered assistant designed to help professionals find, understand and work with information relevant to their role. In homelessness services, it can support activities such as case research, summarisation, risk assessment and case preparation.

How can AI support homelessness services?

AI can reduce the administrative effort involved in searching for information, summarising cases and preparing documentation. It can also help practitioners identify relevant information and risk indicators, supporting more consistent and informed decision making.

Can AI make decisions about homelessness cases?

AI should support rather than replace professional judgement. An AI assistant can surface information, identify relevant indicators and provide recommendations, but practitioners remain responsible for assessing individual circumstances and making decisions.

Can AI work with existing council information?

AI solutions can be designed to work with information already held across an organisation, subject to appropriate access controls, data governance and security requirements.

How can AI help practitioners working with vulnerable residents?

By reducing time spent on repetitive information gathering and administrative tasks, AI can give practitioners more capacity to focus on complex cases and direct support for residents.