01Source & scope
Identify the organisation, question, source versions and time period. Make permitted inputs and exclusions visible.
The Aprentiz platform
From a question
to accountable action.
Aprentiz is being built to connect private AI, organisational knowledge and governed workflows. Its purpose is to keep the evidence, human judgement and follow-through together throughout professional work.
For the people who own the outcomeCompliance, legal, operations and technology teams working on decisions that need a clear source basis and a responsible owner.
The connected journey
Keep the reason
connected to the result.
Each stage should leave something useful for the next person: a defined scope, inspectable support, a recorded decision or evidence of what changed.
02Analysis & evidence
Use private AI and retrieval to compare material. Keep source links, contradictions, gaps and unknowns attached to the work.
03Human decision
The responsible professional reviews the evidence, records a rationale and decides whether to proceed, hold or request more information.
04Action & retest
Assign the next action. Test the change against its original acceptance criteria. Preserve unresolved issues and later reconsideration.
05Retained record
Connect the source basis, workflow version, decisions and results so another authorised person can review what happened.
The complete system
The intelligence and
the controls belong together.
The two Proving Grounds sit above a shared architecture for identity, context, private models, knowledge, governance, verification and retained evidence.
THE APRENTIZ SYSTEMOne agreed operating boundary
People & work
Workflow Proving Ground + Implementation Proving Ground
Rust control plane
Identity · permissions · context · workflow
Your knowledge
Sources & context
Admitted documents, retrieval,
policy and bounded memory.
Private AI
Models with defined roles
Generation, embeddings
and qualified verification stages.
Governance, risk & compliance
GRC
Requirements, evidence, decisions,
actions, retests and closure.
Source verification
Aprentiz Guard
Exact source text, provision state
and explicit temporal uncertainty.
The record that connects the work
Sources → decisions → actions → retests → review
GRC & Aprentiz Guard
Govern the work.
Inspect the source.
Governance, risk and compliance connect requirements to actions and retests. Guard provides a distinct source-verification function. Both are part of the complete platform design.
GOVERNANCE, RISK & COMPLIANCE
A complete requirements-to-retest path.
The GRC design carries admitted requirements through assessment, policies, controls, evidence, named decisions, actions, retests and controlled closure. Missing evidence and unknowns stay visible.
A mapping or source match is evidence for review. It does not decide legal applicability.
APRENTIZ GUARD
Check what the source actually says.
Guard’s deterministic core checks exact source text and source-stated provision status against versioned evidence. It separates support from citation attribution and preserves uncertainty about time or missing history.
Exact checks complement professional interpretation. They do not replace it.
The platform remains in development. Built and tested components, a private research demonstration and a fully qualified client installation are different stages. Each workflow and destination needs its own acceptance evidence.
A practical place to begin
Choose one piece of work
that deserves a better process.
A defined regulatory change. A recurring policy review. An AI-assisted operational workflow. Start with the current process and the evidence its owner needs to make a decision.