Fabric Swatches

A repository of documented AI deployment use cases

Learn more about the Fabric framework and methodology in our paper.

Contribute a Swatch
Civil SocietyHuman Rights

Metadata Extractor

A user can train an AI model to extract metadata from text or documents. If the user is satisfied with the performance of the outputted model, then they can use it.

Oversight:Human-Approved AI
Civil SocietyHuman Rights

PDF Segmentator

A user requires their PDF to be segmented, so an AI system segments it into an annotated PDF and JSON.

Oversight:Human-Approved AI
PublicHuman Rights

Family Court Support Chatbot

This AI system generates responses to questions that users ask in a chat format. The AI system pulls from information from the institution’s website and can route users to speak with a human representative if required.

Oversight:Human-Led with AI Assistance
PublicEducation

Personalised Feedback Assessor

Students take practice quizzes to prepare for their exams and this AI system supports them by providing personalised feedback on their answers.

Oversight:Conditionally Autonomous AI
PublicPublic Services

Local Government Chatbot

A user queries a chatbot and asks questions about information on a website.

Oversight:Human-Led with AI Assistance
PrivateFinance

Insurance Claims Classifier

Automotive insurance claims are summarised and reviewed by an AI system.

Oversight:Conditionally Autonomous AI
PrivateFinance

Credit Lending Classifier

The AI system processes loan applications and generates approval recommendations; one or more credit officers review depending on loan size.

Oversight:Human-Approved AI
PrivateHealth

Physio-Risk Reporter

An older adult with limited mobility uses the AI system to obtain a physio-related risk assessment; the report is for the user but can be shared with carers. Users may use the AI system multiple times over time.

Oversight:Autonomous AI
PrivateCross-Domain

Writing Assistant

Users receive support in writing brainstorming and editing their work via an AI system.

Oversight:Human-Led with AI Assistance
PrivateCross-Domain

Hyperparameter Optimiser for LLM and RAG Systems

The AI system determines optimal configurations for retrieval-augmented generation (RAG) pipelines through multi-objective optimisation across safety (hallucinations) alignment (helpfulness) cost carbon and latency.

Oversight:Human-Approved AI
PublicHealth

Smart Clinical Triage Tool

The AI system automates clinical triage for general practice determines urgency collects structured information and enables direct booking with appropriate provider.

Oversight:Human-Approved AI
PublicHealth

Chest X-ray Abnormality Detector

The AI system reviews chest X-rays and flags risks and locations for the radiologist.

Oversight:Human-Led with AI Assistance
PublicHealth

Mental Health Triage Tool

The AI system generates a preliminary patient report for providers based on responses to intake forms.

Oversight:Autonomous AI
PublicHealth

CT Scan Risk Detector

For a patient CT scan the AI generates a secondary view with flagged concerns and a prioritisation score to speed review by a radiologist.

Oversight:Human-Led with AI Assistance
PublicHealth

Consultation AI Note-Taker

During a patient-doctor consultation the AI system generates notes and a referral letter (if needed) for the doctor to review and use.

Oversight:Human-Led with AI Assistance
PublicHealth

Carer-AI Kit Risk Assessor

The AI system is part of a platform used to validate a carer’s biomarker measurements (e.g. heart rate pulse blood pressure) and to provide a deterioration risk score.

Oversight:Autonomous AI
PrivateCross-Domain

OriginTrail Decentralised Knowledge Graph (DKG)

OriginTrail DKG enables people and agents to turn data into verifiable structured interconnected knowledge that remains traceable to its source.

Oversight:Conditionally Autonomous AI
PublicHealth

Automated Imaging Protocol Selector

The AI system automatically selects radiology exposure parameters based on patient information to support the radiographer.

Oversight:Human-Led with AI Assistance
PublicPublic Services

Call Centre Virtual Assistant

The AI system is a virtual assistant that processes service requests over the phone (e.g. payment systems) and answers user-specific inquiries 24/7.

Oversight:Conditionally Autonomous AI
PublicPublic Services

Image Blurring Tool

The AI system blurs images of people in public areas to protect privacy; blurred images are then used for downstream public-service tasks.

Oversight:Autonomous AI
Score 4.3PublicPublic Services

Beam - Automated Scribe for Community Care Worker

During a meeting between a social worker and a service user, the AI system generates notes for the social worker to review and use.

Oversight:Human-Led with AI Assistance
Score 4.1Civil SocietyPublic Services

Civic AI - Casework Triage

Assist with intake, triage, categorisation, prioritisation, documentation, and draft support for constituent casework requests.

Oversight:Human-Led with AI Assistance
Score 3.9PublicPublic Services

Civic AI - Congressional Correspondence

Automate the triage, batching, and first-draft response of constituent correspondence.

Oversight:Human-Led with AI Assistance
Score 4.1PublicPublic Services

Civic AI - Sentiment Analysis for Constituent

Automatically score constituent messages for sentiment on a 0.00 to 1.00 scale across all incoming communications.

Oversight:Human-Led with AI Assistance
Score 4.0PublicPublic Services

Civic AI - Social Media Drafting

Assist with drafting social media posts that align with a legislator’s voice, intended topic, and required word or character count using approved contextual sources.

Oversight:Human-Led with AI Assistance
Score 3.1PrivateFinance

Claim - Generative Engine Optimisation LLM Webpage

Websites are not being read by AI Engines. LLM can automatically create content that AI Engines can read by feeding LLMs information from the brand’s website.

Oversight:Human-Approved AI
Score 3.6PrivateManufacturing

CrowdAI - Automated Identification of Dented Cans

On the manufacturing line, there are video cameras that are placed on intermittent areas of the floor. Using video camera footage to identify dented aluminum cans.

Oversight:Human-Approved AI
Score 4.2Civil SocietyPublic Services

CrowdAI - Fireline & Spot Fire Identification

During an aerial flyover of active fires, identify fire line and spot fires in real-time automatically.

Oversight:Human-Approved AI
Score 3.5PublicFinance

Indian Railway - Expenditure Agent

Perform internal financial checks on uploaded procurement documents (purchase order, receipt note, invoice, inspection certificate, etc.) and generate a finance note/return note for human review.

Oversight:Human-Led with AI Assistance
Score 3.6PublicFinance

Indian Railway - Smart AI Assistant for Railways

Assist senior railway financial leadership in monitoring financial performance, identifying risks, issuing executive instructions, and tracking compliance across field units.

Oversight:Human-Led with AI Assistance
Score 4.6PublicHealth

KyklosTech - Guideline-Integrated Decision Engine for Health

Assist clinicians by generating supportive treatment recommendations, explanations to patient, and documentation for a patient’s electronic health record (EHR). It also optimises treatment in cases of multimorbidity: if a patient has multiple diagnoses, finding the best concoction of medications to treat all diagnoses while preventing negative synergistic effects becomes a complex problem.

Oversight:Human-Approved AI
Score 3.5PublicNational Security

Lauretta.io - Video Anomaly Detector

The AI system continuously analyses video streams and sends alerts to human operators when potential anomalous events are detected.

Oversight:Human-Approved AI
Score 3.9PrivateFinance

Major Credit Card Company - Transaction Risk Monitoring

When a card is used for an in-person transaction, the model generates a risk score for how risky that transaction is. That score is sent to card issuers (banks), and the issuers use the score to make a decision on accepting or rejection the transaction.

Oversight:Conditionally Autonomous AI
Score 3.9PublicHealth

NHS - Automated Medical Triage

Patient submits a triage request for a clinical problem. Based on the clinical safety parameters and system capacity, the AI system books an appointment for the patient or re-directs them to external services.

Oversight:Conditionally Autonomous AI
Score 3.4PublicHealth

NHS - Automated Scribe for Clinician

During a patient–doctor consultation, the AI system generates notes and a referral letter (if needed) for the doctor to review and use.

Oversight:Human-Led with AI Assistance
Score 3.6PublicHealth

NHS - Blood Test Lab Report Processing

Patient undergoes blood test. Once blood test report is available, the AI system uses RPA to identify trends/abnormalities. If bloods are classed as ‘normal’ based on guidelines, it will file away the report and can automatically inform patients via SMS.

Oversight:Conditionally Autonomous AI
Score 2.5PublicHealth

NHS - Medical Bone Imaging Pathology Detection

Patient undergoes radiography - example here is x-ray scan. The AI system evaluates the image and detects pathology - e.g. fracture. It can then flag this to the clinician and add to priority list.

Oversight:Human-Led with AI Assistance
Score 4.1PublicHealth

Sanome - Clinical Decision Support Tool

In-patient early warning system for the prediction of a hospital acquired infection.

Oversight:Human-Led with AI Assistance
Score 4.8PublicHealth

Tortus.ai - Clinical Consultation Scribe

During a patient–clinician consultation, the AI system generates clinical notes and a referral letter (if needed) for the clinician to review and use.

Oversight:Human-Led with AI Assistance
Score 3.1Civil SocietyPublic Services

USA - Federal Employee Award Writing

Write award citations for government employees to recognise exceptional work.

Oversight:Human-Approved AI