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.
Five advantages hold across every sector, and they are architectural, not promotional. The third-party cloud-exposure vector is removed; your own physical, insider, and compliance controls remain yours.
The data never leaves your hardware, so no third party and no cloud-provider employee ever sees it. What happens in the server room stays in the server room.
You own the compute and the capability, so the system runs independent of the internet and of any cloud vendor's pricing, terms, or availability.
The data never crosses a geographical or digital border because it never leaves the building, which removes the cross-border-transfer and third-party-processing friction of UK GDPR, Schrems II, and the sector rules. You keep your own obligations.
Fine-tune and run retrieval on your deepest archives to build a hyper-customised co-pilot, with no risk of your proprietary edge training a public model or leaking.
After the hardware and licence, queries cost essentially electricity. A capital asset you own and depreciate, instead of volatile per-token cloud bills.
There is no third-party cloud path, so no competitor and no vendor insider can scrape, intercept, or subpoena your prompts or your fine-tuned weights from the internet. The trust vault is closed by architecture.
You own the software snapshot on your own hardware, so a change to a cloud vendor's terms, a model deprecation, or an outage cannot reach you. The system stays predictable and auditable on-premise as the rules evolve.
The specific rules that bar mainstream cloud AI from this sector's regulated data. Each one demands a named, auditable perimeter the operator controls, which a shared multi-tenant cloud cannot give.
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. Each runs on hardware the organisation owns, under one set of operator-held keys, writing to one Open Audit Record.
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.
Money won, money saved, risk removed, on hardware you own.
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.