When RAG is the right answer — and when it isn't.
A practical decision framework for choosing between retrieval-augmented generation, fine-tuning and a well-scoped agent — drawn from production deployments across knowledge-heavy operations.
Insights
Practical perspectives drawn from current engagements — written for leadership teams who have to make the call, not just admire the architecture diagram.
Featured
New writing appears here as the team publishes — short, opinionated and grounded in real client work.
A practical decision framework for choosing between retrieval-augmented generation, fine-tuning and a well-scoped agent — drawn from production deployments across knowledge-heavy operations.
The architectural choices that quietly determine how a system ages — and the ones we keep seeing teams revisit at the wrong end of a migration.
Lessons from a clinical engagement on patient consent, auditability and the operational cost of getting permissions wrong at the schema level.
Archive
A rolling archive of shorter notes, client write-ups and recorded talks.
Why the period immediately after a site launch is where most of the measurable upside is left on the table — and the playbook we recommend instead.
Recognising the early signs that a system's integration layer is starting to dictate the roadmap — and what to do about it.
A short note on the operational discipline that has saved us — and our clients — from more than one expensive Friday afternoon.
Honest reflections on where boutique advisory work outperforms — and where it doesn't.
A framework for evaluating technology choices on durability rather than novelty.
What we have learned about invoicing, GST and reconciliation systems from SMEs that doubled in twelve months.
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