Bring your practice to a shared core.

What we build together

The common core handles records, links, attribution and access. A domain application adds the questions, roles and working procedures appropriate to a particular practice.

A partner contributes knowledge of that practice: what a participant needs to record, when another person should be involved, what context they need and how work continues after their contribution.

This allows development to begin with an existing core while testing the requirements of a specific use.

First professional application

Human Oversight Evidence for AI-assisted decisions is the first planned professional application.

The next step is a complete process within one organisational workflow: preserving a participant’s stated position and grounds, recording uncertainty, involving an appropriate specialist where needed, and linking subsequent steps.

The complete HOE workflow remains to be assembled and tested. Caneni preserves material for examining participation; it does not infer understanding or certify the adequacy of oversight.

The role of a steward

In the intended practice, a steward helps a participant work with a defined part of their history. The steward can contribute a separately attributed observation or conclusion within the agreed scope, while the participant’s original record remains intact.

The prototype has tested restricted access and a separate annotation by another participant. The wider professional practice, including domain-specific qualifications, responsibilities and service arrangements, requires further development.

Providing the technical environment, adapting it to a domain and providing professional assistance are distinct contributions. A partner may take part in one or more of them.

Who can take part

• Organisations with a consequential decision process suitable for a first application.
• Legal, compliance and other domain specialists who can help define a useful and proportionate practice.
• Product and engineering partners who can develop workflows, integrations and delivery.
• Researchers and practitioners who can help evaluate what the records make examinable and where their limits remain.

What has been tested

Prototype testing has covered hospitality, seller and steward workflows. Three people participated in external walkthroughs; steward testing was internal.

Tested operations include linked records, receipts, selective access and a separately attributed annotation. These provide the starting point for a complete organisational application.

The participant environment has a working prototype. The embeddable form is provided for in the architecture; SDK readiness and live partner integrations remain to be demonstrated.

Continuing the work, not only recording it

An application covers what happens while the work is still going on: a participant states a position, corrects what an AI assumed, keeps that correction with the record, and can take a readable copy to continue the same line elsewhere.

One narrow text path has been walked through in a single fictional case. An operator carried out the actions in the interface; the participant reviewed and confirmed the position. Repeatability and use without operator assistance remain to be tested.

See the case →

History, access and continuity

Caneni’s design distinguishes a participant’s own history, another contributor’s record and an organisation’s history. Selective access does not merge these into a single shared record.

Export and restricted reading have been tested. The complete lifecycle of a standalone professional history and continuation without the Caneni operator remain to be tested.

How to begin

Tell us about a process you know well, the people involved and the difficulty you want to address. We can review the prototype together and define the scope, responsibilities and resources for a first application.

For a union or worker-support partner, one useful first task is to choose a single kind of workplace concern. Together, we can define what the worker should capture immediately, what they can explain later, and what a representative would need to receive and review. Phone capture has been checked in accompanied prototype passes; the handoff and review route is a proposed joint test, not a service available today.

Write to hello@caneni.net
Subject: Caneni implementation partnership

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This page describes opportunities to develop and apply Caneni. It does not grant access to protected implementation details or certify professional qualifications or regulatory compliance.