FIELD NOTE

Find the repeated handoff

The best first workflow is rarely the most fashionable one. It is the repeated handoff that makes a team copy information between chat, spreadsheets, email, accounting software, a CRM, or a field record. Count how often it happens, how long it takes, and what gets missed.

A good candidate has a visible start, a predictable set of steps, and an outcome the team already understands. That makes progress measurable without pretending that every business problem is an AI problem.

FIELD NOTE

Choose work with a clear owner

Automation becomes fragile when nobody owns the exception. Name the person or team who can approve, correct, pause, and improve the workflow. The system can prepare, route, update, and remind; a responsible operator should still control material decisions.

  • A clear trigger and useful outcome
  • A named process owner
  • Enough volume to justify the change
  • A manageable set of exceptions
  • A baseline metric before the build
  • A human review point where the risk requires it

FIELD NOTE

Build the smallest complete loop

A useful work agent does more than generate a reply. It receives the source information, checks what is missing, carries out permitted steps, records what happened, and hands an exception to the right person. Start with one complete loop rather than six disconnected features.

For a Malaysian SME, that may be enquiry qualification, document intake, expense capture, stock updates, service scheduling, or an internal reporting workflow. The right choice depends on where the operation loses time and visibility today.

FIELD NOTE

Measure movement, not novelty

Track time to completion, rework, unresolved exceptions, duplicate entry, response time, and the number of handoffs removed. Then review whether the team actually trusts the system enough to use it. The first release is successful when work moves more clearly, not when a demo looks clever.

DIRECT ANSWERS

Questions operators ask

Should a small business start with a chatbot?+

Only if the main bottleneck is repeated questions or enquiry routing. If the bigger problem is data entry, approvals, reconciliation, or follow-up, start with that workflow instead.

What should stay human?+

Keep judgement that affects people, money, safety, legal position, or customer commitments with an authorised person unless the workflow has been specifically assessed and controlled.

How does Friction approach the first automation?+

Friction maps the operation, identifies the highest-friction handoff, designs the work agent around existing systems, and keeps an accountable human checkpoint where it matters.

SOURCE LEDGER

Primary sources

Official material is linked directly. Claims are paraphrased and checked against the source status available on 2026-08-01.
01Friction: How it works02Friction: Services03NIST AI Risk Management Framework

FRICTION EDITORIAL CONTROL

Original analysis. Visible limitations. No invented certainty.Prepared by Friction Research and reviewed against primary sources. This material is general information, not legal, tax, financial, or regulatory advice. Requirements can change; verify material decisions with the relevant authority or a qualified adviser.Read our editorial policy

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