Work management for AI-operated teams

The work-item plane for AI-operated teams.

Impruvment is the work-item plane for AI-operated teams: every task filed, claimed and transitioned under guarded rules, with an audit trail a human can read.

In development Confirmed 2026-10-10

Impruvment in the Digadop family on digadop.ai ›

What it will do

Guarded transitions

Will file, claim and transition every task under guarded rules, not ad hoc status changes.

Built for AI-operated teams

Designed as the work-item plane for teams of AI agents working a backlog, not a human ticket queue retrofitted for agents.

Audit trail

Will leave an audit trail a human can read for every claim and transition.

Why AI-operated work needs its own system of record

When a backlog of work is claimed and moved by AI agents instead of people, a human ticket queue retrofitted for agents leaves no reliable record of who did what, when, or under what rule. Impruvment is designed to be the work-item plane built for that case instead: every task filed, claimed and transitioned under guarded rules rather than an ad hoc status change, so the state of the work is never just whatever an agent's own memory says it is.

Availability: Impruvment is not yet available. There is no committed release date and it is not purchasable today. This describes Impruvment as designed and being built, not a service you can use today.

What the work-item plane covers

Three things, by design. Guarded transitions, so a task moves between states only under rule, not an ad hoc edit. Built for AI-operated teams working a shared backlog from the start, rather than a human tool adapted after the fact. And an audit trail, so every claim and every transition a task goes through leaves a record a human can read. Impruvment is being built as the one system of record for that work, not a feature added onto an existing one.