one surface, four layers
We are deliberately boring about infrastructure and deliberately careful about everything above it. This is the shape most of our engagements take — adapted to your cloud, never replaced by a template.
applications & agents
The layer your users touch. Retrieval pipelines, tool-using agents, decision support, internal consoles. Every one ships with an eval suite and a rollback path.
semantic layer
One definition of revenue. Metrics, entities and contracts expressed once, in version control, and consumed identically by dashboards, models and agents.
warehouse & transformation
Modelled, tested, documented tables with lineage you can read. Incremental where it matters, rebuilt nightly where it doesn't, cost-attributed either way.
ingestion & platform
Landing zones, CDC, streams, identity and access. Infrastructure as code from day one, because the second environment always arrives sooner than planned.
non-negotiables
how we workNothing we build depends on us keeping a login. No proprietary runtime, no hostage architecture.
Any AI feature arrives with a test set, a baseline and a number. "It seems better" is not a result.
Two to four people who write the code they designed. No pyramid, no handover to a delivery centre.
Every engagement has a documented end state. We are consultants, not a permanent line item.