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53 "lifecycleStage": "Verification_and_validation",Saved payload input/systems/parlex.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms661cn9044e2701f1pofsdeGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms661cn9044e2701f1pofsde?humanReadable=truePilot4 "name": "Parlex",Saved payload input/systems/parlex.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms661cn9044e2701f1pofsdeGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms661cn9044e2701f1pofsde?humanReadable=trueGeneralNew
4 "name": "Parlex",Saved payload input/systems/parlex.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms661cn9044e2701f1pofsdeGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms661cn9044e2701f1pofsde?humanReadable=trueParlex
6 "intendedPurpose": "Parlex is a set of tools for policy makers and lawyers to understand the sentiment of parliament…Saved payload input/systems/parlex.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms661cn9044e2701f1pofsdeGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms661cn9044e2701f1pofsde?humanReadable=true
Parlex is a set of tools for policy makers and lawyers to understand the sentiment of parliament by researching topics, parliamentarians and individual debates. It is used by lawyers, legal researchers and librarians to support their work, and is expected to increase the speed of legal research and productivity, with use anticipated across the Scottish Government Legal Division.
Last published

8 "updatedAt": "2026-08-05T15:25:33.008Z",Saved payload input/systems/parlex.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms661cn9044e2701f1pofsdeGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms661cn9044e2701f1pofsde?humanReadable=true05.08.2026
53 "lifecycleStage": "Initiation",Saved payload input/systems/scotredact-redaction-tool.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms656fy7000gz60111obvmmaGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms656fy7000gz60111obvmma?humanReadable=trueIdea4 "name": "ScotRedact Redaction Tool",Saved payload input/systems/scotredact-redaction-tool.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms656fy7000gz60111obvmmaGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms656fy7000gz60111obvmma?humanReadable=trueGeneralNew
4 "name": "ScotRedact Redaction Tool",Saved payload input/systems/scotredact-redaction-tool.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms656fy7000gz60111obvmmaGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms656fy7000gz60111obvmma?humanReadable=trueScotRedact Redaction Tool
6 "intendedPurpose": "Overview — ScotRedact uses AI to identify and redact personally identifiable information (PII) f…Saved payload input/systems/scotredact-redaction-tool.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms656fy7000gz60111obvmmaGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms656fy7000gz60111obvmma?humanReadable=true
Overview — ScotRedact uses AI to identify and redact personally identifiable information (PII) from official documents due for release, improving accuracy and reducing manual effort. It combines generative AI to identify PII with robotic process automation to remove the appropriate information from a copy of the document. How it is used — The process extracts PII from a document's text and passes it to users for validation. Once validated, it redacts the PII and uploads both a ""marked-up"" and a ""redacted"" version of the document to the document record system. Testing was undertaken to improve and validate the outputs. Human oversight — A human must always review and approve the final output. The user identifies the documents requiring redaction, reviews the document and any identified PII and is responsible for the final decision on what should and should not be redacted, and reviews the redacted document before it is shared or published. This mandatory human-in-the-loop step ensures the accuracy and appropriateness of redactions.
Last published

8 "updatedAt": "2026-08-05T15:24:54.426Z",Saved payload input/systems/scotredact-redaction-tool.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms656fy7000gz60111obvmmaGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms656fy7000gz60111obvmma?humanReadable=true05.08.2026
53 "lifecycleStage": "Initiation",Saved payload input/systems/seals-in-rivers-detection-system.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms699hnv04j8270120gfrpzuGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms699hnv04j8270120gfrpzu?humanReadable=trueIdea4 "name": "Seals in rivers detection system",Saved payload input/systems/seals-in-rivers-detection-system.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms699hnv04j8270120gfrpzuGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms699hnv04j8270120gfrpzu?humanReadable=trueGeneralNew
4 "name": "Seals in rivers detection system",Saved payload input/systems/seals-in-rivers-detection-system.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms699hnv04j8270120gfrpzuGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms699hnv04j8270120gfrpzu?humanReadable=trueSeals in rivers detection system
6 "intendedPurpose": "Overview — This system uses machine-learning algorithms to detect seals from sonar footage in ri…Saved payload input/systems/seals-in-rivers-detection-system.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms699hnv04j8270120gfrpzuGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms699hnv04j8270120gfrpzu?humanReadable=true
Overview — This system uses machine-learning algorithms to detect seals from sonar footage in river systems. It aims to let an acoustic deterrent device operate with little manual intervention, so a triggered deterrent can be used 24/7, which is impractical with a manually triggered system, to prevent seal-salmon interactions. How it is used — The Sea Mammal Research Unit at the University of St Andrews is developing a paired ""detect and deter"" system, with grant funding from the Scottish Government, to minimise seal interactions with wild Atlantic salmon in Scottish rivers. The detection system is being developed using sonar footage of seals in Scottish rivers and will identify seals travelling upriver and trigger the deter system, deterring them from entering the upper river and preying on wild Atlantic salmon.
Last published

8 "updatedAt": "2026-08-05T15:29:24.072Z",Saved payload input/systems/seals-in-rivers-detection-system.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms699hnv04j8270120gfrpzuGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms699hnv04j8270120gfrpzu?humanReadable=true05.08.2026
53 "lifecycleStage": "Verification_and_validation",Saved payload input/systems/thrive-ai-summary-generator.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cmrnmr7bm00v78w01env3qdkxGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cmrnmr7bm00v78w01env3qdkx?humanReadable=truePilot4 "name": "Thrive AI Summary Generator",Saved payload input/systems/thrive-ai-summary-generator.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cmrnmr7bm00v78w01env3qdkxGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cmrnmr7bm00v78w01env3qdkx?humanReadable=trueGeneralNew
4 "name": "Thrive AI Summary Generator",Saved payload input/systems/thrive-ai-summary-generator.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cmrnmr7bm00v78w01env3qdkxGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cmrnmr7bm00v78w01env3qdkx?humanReadable=trueThrive AI Summary Generator
6 "intendedPurpose": "Overview — The AI Summary Generator on the Scottish Government's Pathways digital learning platf…Saved payload input/systems/thrive-ai-summary-generator.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cmrnmr7bm00v78w01env3qdkxGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cmrnmr7bm00v78w01env3qdkx?humanReadable=true
Overview — The AI Summary Generator on the Scottish Government's Pathways digital learning platform creates concise, AI-generated summaries for a range of content types, including PDFs, articles, videos and learning pathways. How it is used — For items such as PDFs, pathways hosted on the platform, articles and videos with an uploaded transcript, a "Summarise" button is available. Selecting it provides users with an automatically generated summary of the content. Summaries are generated exclusively through OpenAI and Gemini using anonymised, scoped data. Human oversight — The tool is GDPR compliant and operates within an ISO 27001-certified infrastructure. Customer data is never used to train the AI models, and all interactions are logged and auditable.
Last published

8 "updatedAt": "2026-08-05T15:15:40.156Z",Saved payload input/systems/thrive-ai-summary-generator.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cmrnmr7bm00v78w01env3qdkxGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cmrnmr7bm00v78w01env3qdkx?humanReadable=true05.08.2026
53 "lifecycleStage": "Verification_and_validation",Saved payload input/systems/transforming-and-linking-data.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms778e6304r227015430ae0uGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms778e6304r227015430ae0u?humanReadable=truePilot4 "name": "Transforming and Linking Data",Saved payload input/systems/transforming-and-linking-data.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms778e6304r227015430ae0uGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms778e6304r227015430ae0u?humanReadable=trueGeneralNew
4 "name": "Transforming and Linking Data",Saved payload input/systems/transforming-and-linking-data.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms778e6304r227015430ae0uGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms778e6304r227015430ae0u?humanReadable=trueTransforming and Linking Data
6 "intendedPurpose": "Overview — This use case aims to improve how the Scottish Government creates, receives and proce…Saved payload input/systems/transforming-and-linking-data.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms778e6304r227015430ae0uGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms778e6304r227015430ae0u?humanReadable=true
Overview — This use case aims to improve how the Scottish Government creates, receives and processes the large amounts of structured, semi-structured and unstructured data and information it holds, by testing new ways of making connections between them. How it is used — Two pilot areas were identified to test new approaches: improvement activity across the Scottish Government, and Programme for Government templates. The Scottish Government currently relies heavily on people to make connections between structured and unstructured information, using approaches that require significant design and governance and may not keep pace with constant change. Newer technologies, such as AI, semantic data and graph databases, have the potential to let computers do more of this work and to keep the structures current as the environment and language change. Working with Wallscope in a secure, private environment, the project centres on building a knowledge graph from sample data (Improvement Activities and Programme for Government) that contains both structured and free-text references, extracting key concepts to reveal relationships between data, organisations, people, places and other relevant concepts. Scope and limitations — The project uses sample data within a secure, private environment and currently applies a hybrid approach with manual cleaning of results, given the small data volume. Any future deployment would be expected to use more fully automated processing once the models are trained on sufficient data.
Last published

8 "updatedAt": "2026-08-05T09:36:48.942Z",Saved payload input/systems/transforming-and-linking-data.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms778e6304r227015430ae0uGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms778e6304r227015430ae0u?humanReadable=true05.08.2026
53 "lifecycleStage": "Verification_and_validation",Saved payload input/systems/use-of-ai-to-assist-taking-witness-statements.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms77k4ws04sa2701dko5z84sGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms77k4ws04sa2701dko5z84s?humanReadable=truePilot4 "name": "Use of AI to assist taking witness statements",Saved payload input/systems/use-of-ai-to-assist-taking-witness-statements.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms77k4ws04sa2701dko5z84sGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms77k4ws04sa2701dko5z84s?humanReadable=trueGeneralNew
4 "name": "Use of AI to assist taking witness statements",Saved payload input/systems/use-of-ai-to-assist-taking-witness-statements.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms77k4ws04sa2701dko5z84sGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms77k4ws04sa2701dko5z84s?humanReadable=trueUse of AI to assist taking witness statements
6 "intendedPurpose": "Overview — This proof of concept examines whether an AI tool can support the preparation of accu…Saved payload input/systems/use-of-ai-to-assist-taking-witness-statements.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms77k4ws04sa2701dko5z84sGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms77k4ws04sa2701dko5z84s?humanReadable=true
Overview — This proof of concept examines whether an AI tool can support the preparation of accurate witness statements within Scotland's Children's Hearings System, the statutory system of care and justice that makes decisions about compulsory measures of supervision for children and young people in need of care, support and protection. It forms part of SCRA's wider AI programme, which identifies and tests potential applications of AI in the Children's Hearings System, based on engagement with staff about how AI might address common challenges and free up staff to better support children and families. How it is used — When a child or young person is referred to SCRA, a Children's Reporter assesses whether there is evidence that compulsory intervention is needed and, if so, arranges a Children's Hearing; where the child or family does not accept the reasons, SCRA may go to court, and the Reporter asks individuals concerned about the child to give evidence. In this proof of concept, Children's Reporters use a web-based transcription tool to record and transcribe interviews with prospective witnesses, and the transcripts are turned into witness statements in line with SCRA's practice standards. Human oversight — Although the initial witness statement is generated automatically, both the Children's Reporter and the witness are responsible for verifying its accuracy: the Reporter checks and corrects the transcript and edits the statement to ensure it is accurate and relevant, and the witness is given a copy to confirm it accurately reflects their evidence. Assessment and impact — The tool has been piloted by at least 14 councils in England and Wales, where evaluations in social-work services indicated high accuracy and a significant reduction in administrative burden. SCRA is further assessing its accuracy in the Scottish legal context through focus groups with Children's Reporters, the logging of errors fed back to managers and developers, and a research-team assessment of transcription accuracy across different accents, ages, genders and ethnicities, compared with other transcription services and human transcription. In parallel, a wider research project is gathering the views of children, families, carers, social workers, safeguarders, advocates, solicitors, SCRA staff and panel members on the ethics, rights and legalities of using AI, and equality and human rights, children's rights and data-protection impact assessments are being undertaken.
Last published

8 "updatedAt": "2026-08-05T15:21:40.672Z",Saved payload input/systems/use-of-ai-to-assist-taking-witness-statements.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms77k4ws04sa2701dko5z84sGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms77k4ws04sa2701dko5z84s?humanReadable=true05.08.2026

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name4 "name": "Parlex",Saved payload input/systems/parlex.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms661cn9044e2701f1pofsdeGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms661cn9044e2701f1pofsde?humanReadable=trueParlex

4 "name": "Parlex",Saved payload `input/systems/parlex.json`In Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cms661cn9044e2701f1pofsdeGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cms661cn9044e2701f1pofsde?humanReadable=trueParlex