The patterns in practice

Case studies

Real cases where a system or rule failed the people it was meant to serve, and scenarios that walk step by step through a service built on the patterns. Each case explains what happened, which patterns it relates to, and the sources behind it.

4 cases
Failure case

How an automated system wrongly told people they owed money

Australia's Robodebt scheme calculated welfare debts automatically and issued them without review, reasons, an audit trail, or a clear way to challenge and reverse them.

Informs T3 · Accountability & Audit
Failure case

Cookie banners that people click past without reading

For a decade, websites have met a legal duty to disclose tracking with a consent banner, and people have learned to dismiss it without reading. Any new duty to tell people something, such as where their data goes or when AI is involved, has to be designed so it isn't ignored the same way.

Informs T4 · Trust CalibrationT9 · Cross-border & Sovereignty
Scenario

A person uses an agent to file their tax return

One person authorizes an agent to file her annual tax return, and the story follows what happens next, from a question about eligibility to a disputed assessment. Each step shows which pattern applies and how the patterns depend on each other.

Informs T1 · Provenance & IntentT2 · Delegation & AuthorizationT3 · Accountability & AuditT7 · Representation & EquityT8 · Verification & Certification
Scenario

Agents send thousands of comments to a public consultation

A public consultation on a mandatory buyback in a flood-hazard zone receives one resident's elevation survey disputing the boundary, alongside thousands of copies of a single campaign template. It shows how what each step records decides whether the analysis can tell those comments apart later.

Informs T1 · Provenance & IntentT5 · Rationing & FrictionT6 · Volume vs Breadth SignalingT7 · Representation & Equity