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RILayer

RILayer in action

See how RILayer governs a consequential decision before a human acts.

RILayer sits between a machine-generated signal and consequential human action. Explore one bounded, synthetic Youth Transition proof-of-concept showing how that governance layer becomes visible before an accountable human decides what to do.

Launch Youth Transition DemonstratorSee how the demonstration works

What we are testing next

Does RILayer help practitioners identify material weaknesses in AI-supported recommendations before action, without adding disproportionate review burden?

Evidence boundary

This controlled demonstrator shows the governance mechanism in a synthetic case. It does not yet demonstrate live outcomes, organisational adoption or cross-sector transferability.

Youth Transition · YT-WM-001Adult early-career transition · 18+ synthetic case

Four-step proof

Machine signal → governed state → evidence change → accountable human action

YT-WM-001 · synthetic
  1. 01Step 01

    Machine recommendation

    DO NOT PROGRESS

  2. 02Step 02

    Governance intervention

    NOT READY FOR AN ADVERSE FINAL DECISION

  3. 03Step 03

    Evidence change

    CHRONOLOGY RECONCILED

  4. 04Step 04

    Human action

    PROCEED TO STRUCTURED INTERVIEW

Start the demonstration

Case context

The Chloe Taylor Case

A fictional screening system recommends that an adult early-career applicant should not progress. The demonstrator shows the outcome first, lets the observer experience a blocked adverse action, requires evidence review before clarification, preserves the original simulated machine input for audit continuity and keeps the employer and candidate decisions separate.

Launch browser demonstrator

Demonstration boundary

Controlled fictional case · simulated ATS output · no real personal data · no autonomous employment decision · no replacement RILayer score · human-accountable action.

Explore the current proof-of-concept through the interactive browser demonstrator.

The governance trail behind the demonstration

Follow the governed decision from signal to record.

The experience begins with the complete governed change, then a 60-second path, the dual-lane ownership boundary, lifecycle context, selective Discernment routing and the deeper Case Governance walkthrough.

  1. 01

    Signal & Inputs

  2. 02

    Machine Input

  3. 03

    Evidence

  4. 04

    Decision Readiness

  5. 05

    Governance Risk

  6. 06

    Boundaries

  7. 07

    Route

  8. 08

    Human Decision

  9. 09

    Decision Evidence Record

The demonstrator keeps the original machine input, evidence change, governed route and human action visible as the case moves through the controlled pathway.

Open Youth Transition demo

Evidence hierarchy

Prove one governed pathway before claiming broad transferability.

Youth Transition is the current proof-of-concept and validation pathway. The long-term cross-sector architecture remains the proposition; transferability remains something to test.

  1. 01Current proof-of-concept

    Youth Transition · YT-WM-001

    A controlled fictional case showing how RILayer governs an adverse simulated ATS recommendation before accountable human action.
  2. 02Current technical validation

    Integrated browser demonstrator

    The browser demonstrator executes a bounded governance experience and a deeper nine-stage walkthrough, with automated validation of the critical controlled behaviours.
  3. 03Next validation pathway

    PAVRA Youth Transition

    Subject to partner agreement, governance and pilot readiness, the next step is external validation in a relevant Youth Transition environment.
  4. 04Future transferability

    Other decision environments

    Cross-sector transferability remains a future validation question after the flagship pathway has produced credible evidence.

Explore the controlled proof

See the governed decision pathway for yourself.

Follow Chloe's synthetic case from machine recommendation through evidence review, governance intervention and accountable human action.

Launch Youth Transition Demonstrator