AI Data Governance & Quality Management System
AI Data Governance & Quality Management System
An editable system for governing the data behind AI: where each dataset came from, whether it is fit for purpose, and the evidence that proves it.
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Written and reviewed by practising specialists. Who writes this
Built and reviewed with our methodology. Read it
By document type
| Category | Files |
|---|---|
| Manuals | 2 |
| Policies | 15 |
| Procedures & SOPs | 26 |
| Plans & Programmes | 10 |
| Forms & Records | 52 |
| Checklists & Audit Tools | 31 |
| Registers, Logs & Matrices | 58 |
| Job Descriptions & Organisation | 2 |
| Training & Awareness | 5 |
| Guides & Work Instructions | 14 |
| Tools & Workbooks | 19 |
Key documents
| Reference | Document | Format |
|---|---|---|
| AI Data Governance and Quality Manual | Word | |
| PRO-08 | Data Quality Assessment Procedure | Word |
| PRO-05 | Data Provenance Documentation Procedure | Word |
| PRO-10 | Training Data Management Procedure | Word |
| AI Training Data Approval Form | Word | |
| AI Dataset Register | Excel |
- Need the complete document list? Request it — same day
- Want to check the quality first? Preview free samples
Overview
A model is only as defensible as the data it learned from. When a regulator, customer or auditor asks how a model was trained, the answer has to be a record, not a recollection. This system builds that record, one dataset at a time.
It lets you identify AI datasets, assign owners and stewards, document sources, provenance and lineage, set and assess data quality requirements, and record a fitness-for-purpose decision. Training, validation, test, synthetic and third-party data each have their own controls. The centrepiece is a dataset evidence pack, assembled for each significant dataset, that runs from the dataset profile to an evidence index.
Data quality management is built on ISO/IEC 5259-3:2024. An AI data control framework is cross-referenced to ISO/IEC 38505 on the governance of data and to ISO/IEC 42001:2023. Standards are referenced by number and clause title only, and no standard text is included. The toolkit draws no legal conclusions, for example on data licensing, and leaves those to your legal advisers.
What this system covers
- Governance structure: a data governance framework, committee terms of reference, decision authority, data owner and data steward registers, and RACI.
- Lifecycle policies and procedures: acquisition, provenance and lineage, preparation and transformation, labelling, synthetic data, version and change control, third-party data, retention and disposal, quality incidents and evidence.
- Dataset control: inventory, classification and requirements, with a fitness-for-purpose method and records for acceptance, conditional acceptance and rejection.
- Data quality: an organisation-level quality management plan, a quality characteristics matrix, a quality assessment workbook and a quality risk register.
- Training, validation and test data: management plans, registers and approval forms, plus tools for labelling, synthetic data and third-party datasets.
- Evidence and assurance: the dataset evidence pack template with instructions, self-assessment, maturity and gap assessment, mock audit, corrective action, management review and a 90-day implementation plan.
Who it's for
Organisations that build or train machine-learning models on their own or third-party data, where dataset evidence matters most. The implementation owner is a chief data officer or data governance lead. Data owners, stewards, engineers and scientists use the registers and forms. Governing bodies, quality and AI assurance professionals, procurement, legal, risk and internal auditors each have a defined role.
Privacy is deliberately out of scope here and is covered by the AI Privacy Management System.
Everything you get
Every toolkit gives you a full set of working documents for your standard, ready to edit and use.
Native Microsoft files. Add your logo and adapt every document to how you work.
Your full toolkit arrives as a ZIP the moment payment clears.
One purchase covers everyone in your organisation. No per-seat fees.
Built by people who run real audits, so the content matches what assessors check.
One payment, perpetual licence for your organisation. No subscriptions, no renewals.
Full refund if your files are faulty, incomplete or not as described and we can't put it right
Frequently asked questions
What exactly do I receive?
A downloadable ZIP containing the full set of ready-to-use documents for this toolkit — manuals, procedures, forms, records, checklists, guidance and training material, all in editable Word and Excel format. The exact document count is shown at the top of this page.
Are the documents really editable?
Yes. Every file is native Microsoft Word or Excel — no locked PDFs. Add your logo, change wording, and tailor the content to your organisation. The toolkit is yours to keep and reuse.
Does this certify my organisation?
No. These are documentation toolkits aligned to the relevant standard to help you prepare. Certification itself is issued by an accredited certification body after their audit. Our toolkits give you a strong, audit-ready starting point.
How is it delivered?
Instantly and digitally. There's no physical shipment — you download the files right after payment and receive a backup link by email.
Do I get updates?
Yes. If we revise this toolkit, you're entitled to the updated version at no extra cost — just contact us with your order details.
What is your refund policy?
These are digital products, so once a toolkit has been downloaded we cannot take it back. If you have not downloaded yet, contact us and we will cancel the order and refund you in full. We also refund in full if the files are damaged, incomplete, or not what the product page described.
Cannot find your standard?
Tell us which scheme you work to. We will point you to the right toolkit.
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