Work

Case studies

Selected projects where understanding a business's customers, standards and operations (not just its interface) shaped what got built. That's the practice now surfacing as "context design": curating what an organisation knows into a form that guides good decisions, human or AI-made.

The demos below make that curation tangible; the case studies show it applied to real engagements. They range from customer support and financial review to legal contracts and hiring, plus a clinical handover: the same discipline, deliberately applied somewhere outside business operations to see if it still holds.

Demos & live projects
01

Signal & Flow

An AI-powered digital strategy platform running multi-agent workflows for competitor analysis, UX evaluation and behavioural insight.

Live project Signal & Flow platform
02

Same brief, three levels of context

The thesis demo: one product brief, the same raw materials throughout, no context vs thin context vs full curated context.

Interactive demo Context design, live
03

Context brief: customer support

An interactive demo: the same raw materials, three levels of curation, three different responses.

Interactive demo Context design, live
04

Context brief: financial anomaly investigation

An interactive demo: the same investigation notes, three levels of curation, three different audit briefs.

Interactive demo Context design, live
05

Context brief: legal contract clause review

An interactive demo: the same clause comparison, three levels of curation, three different clause reviews.

Interactive demo Context design, live
06

Context brief: hiring recommendation

An interactive demo: the same interview notes, three levels of curation, three different hiring memos.

Interactive demo Context design, live
07

Context brief: clinical handover

An interactive demo: the same shift notes, three levels of curation, three different handover summaries.

Interactive demo Context design, live
08

Same fact, three steps, two outcomes

An interactive demo: one claim run twice through a three-stage pipeline, showing how a decision-relevant fact survives the handoffs, or quietly compresses away.

Interactive demo Context design, live
09

The Context Debt Map

An interactive demo: twelve scattered sources, six kinds of context debt, sorted into what needs fixing before an AI assistant is let near them.

Interactive demo Context design, live

Case studies

If a workflow like these is producing inconsistent results in your business, the fastest way to find out why is the Context Audit.

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