Examination and Testing Boards
Examination and testing boards live and die by the secrecy of unreleased questions, mark schemes and rubrics; a single leak can void a whole sitting, trigger a regulator inquiry and destroy public trust. These institutions want to draft, balance and review large banks of exam variants at scale, yet sending unreleased items to a public cloud model puts the crown jewels on third-party infrastructure and exposes candidate data to cross-border transfer. That is exactly why the cloud is barred for item development. Mickai brings the full generation, balancing and review pipeline in-house, onto hardware the board owns under keys it holds, so questions are written and kept secret inside the building until release.
Examination and testing boards and awarding organisations responsible for live, unreleased assessment materials.
Unreleased questions, mark schemes and rubrics are the crown jewels, and any exposure to a cloud model or outside processor risks a leak that voids the sitting and triggers a regulator inquiry.
Secure local item generation, balancing and review on hardware the board owns under its own keys, so draft material is never sent to a third party.
Balanced exam variants are drafted and kept secret inside the building until test day, with no third party ever seeing them.
These architectural choices support control over the workflows in your deployment. Their benefits depend on configuration, integrations and operating practices. Review external connections, physical security, access and compliance responsibilities together.
Scope inference, extraction, retrieval and storage on infrastructure you control. Document and test any external connector, support channel or transfer before describing a workflow as zero-egress.
Workflows with local models, data and supporting services can continue offline. Live external email, calendars and other services need an approved connection or controlled import, with clear unavailable and pending states.
Map prompts, documents, indexes, logs and backups to their processing and storage locations. Local hosting supports control of location; access, retention and any transfers still need review.
Prepare and classify source records, preserve permissions and evaluate answers against the originals. Retrieval and model training are separate choices; agree data use and licences for each.
Compare hardware and licences alongside integration, power, administration, support, updates, evaluation and recovery. Measure cost at the required workload and quality before claiming savings.
Define who holds keys, who can administer the system and which actions need approval. Test denied requests, revoked access and audit records. Physical security, insider risk and incident response remain operational responsibilities.
Agree version selection, signed update procedures, rollback, data export and licence rights. Reassess requirements as software and obligations change; owning hardware does not remove maintenance or compliance work.
Review the requirements relevant to your organisation, jurisdiction and intended use with your responsible teams. Cloud services can be appropriate subject to applicable safeguards; on-premise deployment alone does not establish compliance or remove supplier responsibilities.
The kind of organisation this serves, named illustratively from public information to characterise the market. These are target profiles, not customers: Mickai has no relationship, engagement, trial, or endorsement with any of them.
The enterprise studios that lead in this sector, drawn from the eighteen that sit on the one sovereign substrate. Scope their local processing, operator-held keys and Open Audit Record coverage for the proposed deployment. Confirm availability and any external integrations before relying on a workflow.
Training and LMS
Generates balanced exam variants, mark schemes and rubrics locally, mapped to the specification, and keeps the whole item bank inside the building until release.
Contract Review and Legal-Ops
Reviews assessment materials, awarding contracts and centre agreements against confidentiality and integrity obligations without exposing draft items to outside counsel platforms.
Compliance and Regulator Mode
Maps every workflow to Ofqual conditions and produces regulator-ready evidence on demand, removing the third-party cloud-exposure vector while the board keeps its own obligations.
Audit
Holds an immutable, on-premise audit trail of who drafted, edited, accessed and approved each item, which is decisive in any leak or malpractice investigation.
Executive BI
Gives leadership a private view of item-bank coverage, difficulty balance and review status across sittings, with no assessment data leaving the estate.
See all eighteen on the sovereign services catalogue.
Awarding organisations face rising pressure to produce more frequent, on-demand and adaptive assessments while item-leak incidents and AI-assisted cheating sharpen regulator scrutiny, yet the most capable generation tools are precisely the cloud services they cannot lawfully feed live material into. That gap, between the demand for AI-scale item production and the prohibition on cloud exposure, is where a sovereign, on-premise pipeline becomes the only viable path.
Measure value, cost and risk on hardware you control.
Boards displace per-token cloud spend and the cost of bespoke secure-hosting contracts, compress the cost and lead time of drafting and balancing large item banks, and remove the third-party cloud-exposure vector that drives leak risk and regulator findings; the data never leaves the building, so a sitting is far less likely to be voided by a breach traced to an outside processor, while the board retains its own physical, personnel and integrity controls.
Map the sovereign stack to your examination and testing boards estate.
Briefings are for organisations weighing a sovereign, on-premises deployment. Tell us about your estate and we will walk the pack, the regulatory crosswalk, and the deployment that fits your estate.