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Agents and workflows

Designing hand-offs: where automation gives work back

The hand-off is the highest-risk moment in any automated workflow

LB Labs2 min read2 June 2026

Context

Every serious automation eventually meets a step it should not own. What happens at that boundary decides whether the whole system is trusted.

A bad hand-off arrives as a bare notification: no context, no history, no suggested next step. The person starts from zero and resents the system that put them there.

Teams judge automation by its worst hand-off, not its best run.

What changed with AI systems

AI systems can now summarise everything that happened before the hand-off, so the receiving person can start from the middle instead of the beginning.

Escalation no longer has to be binary — a system can ask a narrow question, get an answer, and continue.

The boundary between automated and human work can move over time as confidence builds, if it was designed as a boundary at all.

How to approach this in your organisation

  • 01Name every hand-off in the workflow explicitly — if it isn't on the diagram, it will be designed by accident.
  • 02Package context with the work: what happened, what was tried, what the system recommends.
  • 03Distinguish 'take over' from 'answer one question' — most escalations are the second kind.
  • 04Route by capability and availability, not to a shared inbox nobody owns.
  • 05Track hand-off outcomes so recurring escalations become candidates for the next build.

Key metrics

  • Time from hand-off to first human action.
  • Escalations resolved with a single answer versus a full takeover.
  • Recurring hand-off reasons — the same reason twice a week is a backlog item.
  • Items dropped at the boundary and never picked up.

Risks to consider

  • Hand-offs that arrive without the conversation history that produced them.
  • Escalation to a shared inbox that nobody is measured on.
  • A boundary set once and never revisited as the system improves.
  • Using hand-off volume alone as a success metric — some work should escalate.

Keep reading

More from the blog.

  1. 01Agents and workflows14 July 2026

    Anatomy of a quote-to-invoice workflow that runs itself

    The stages between “can you quote this?” and money in the bank — and which of them an automated workflow can genuinely own.

  2. 02Agents and workflows5 May 2026

    When to automate and when to assist

    Decision framework for choosing between full automation, human-in-the-loop and augmentation approaches for revenue workflows.

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