How Aprentiz works

Start with everything that applies. Finish with evidence.

Most AI systems begin with a question and search for plausible context. Regulated work demands a stronger method: establish the complete obligation set, evaluate every row and preserve what the evidence can—and cannot—support.

Explore the architecture →
The regulatory evidence path

Four stages. No invisible omissions.

01

Establish what applies

Resolve the organisation’s regulatory perimeter and freeze the complete set of applicable obligations before looking for evidence.

02

Connect policy and knowledge

Match each obligation to organisational evidence, source context and governed institutional memory inside the controlled environment.

03

Evaluate with explicit states

Use retrieval and local model reasoning to distinguish supported, missing, contradictory and technically incomplete evidence.

04

Make the conclusion inspectable

Bind the outcome to its source, evidence and event lineage so reviewers can understand what happened and why.

A different operating model

Designed around the failure modes of regulated AI.

The architecture treats completeness, provenance, privacy and uncertainty as system responsibilities—not instructions added to a prompt.

Search begins with matchesAprentiz begins with the complete obligation set.
A confident answer can hide a gapAprentiz keeps GAP and UNKNOWN visible.
Context disappears between sessionsAprentiz builds typed, provenance-bearing memory.
Private material follows the modelAprentiz is designed to bring local intelligence to the material.
Institutional intelligence

Knowledge that stays with the organisation.

Expert judgement is built slowly and lost quickly. Aprentiz is engineered to preserve source-linked context, decisions and learning as governed memory—without confusing stored knowledge with verified truth.

Runtime

Models, infrastructure and performance boundaries.

Policy

Organisation, jurisdiction, rules and task authority.

Memory

Provenance-bearing knowledge from documents and work.

SourceObligationPolicy evidenceOutcomeEvent lineage
Evidence by design

A conclusion is not the end of the process. It is the start of review.

Aprentiz is designed so an accountable person can inspect the source, applicable obligation, supporting evidence, outcome state and event history behind consequential work.

RegTech around your evidence reality

Start with the regulatory decision that cannot afford an omission.

Talk to Aprentiz →