Reusable IP

We bring accelerators,
not just people.

Every engagement feeds our internal toolkit, and every client gets the toolkit. It is the reason a small team can deliver work that normally needs a much larger one — and the reason we can quote fixed fees with a straight face.

The toolkit

Four accelerators, mapped to the four things we do.

None of these is a black box. They are well-tested code and patterns that land in your repositories, that your engineers can read and own, and that we would happily walk you through line by line.

Migration Factory

Profile, convert, reconcile

Workload profiling, SQL and stored-procedure conversion under human review, and the row-level reconciliation harness that proves equivalence before cutover. The reason our migrations finish.

  • Query-log and schedule profiling
  • Assisted SQL / procedure conversion
  • Reconciliation with published evidence
Migration practice
Streaming Blueprint

CDC to Bronze to SCD2

A proven ingestion pattern — log-based CDC, landed on Delta, conformed to slowly-changing dimensions — with replay and data-quality expectations built in rather than bolted on.

  • Idempotent CDC ingestion
  • SCD2 history, done correctly
  • Replay and quarantine by default
Data engineering
Governance Baseline

Unity Catalog as Terraform

Catalogs, schemas, groups and permissions expressed as reviewable infrastructure, with lineage and audit switched on from day one. A defensible access model, not tribal knowledge.

  • Catalog and access model as code
  • Groups and grants in Terraform
  • Lineage and audit end to end
Governance
Agent Foundation

Retrieval, tools, evaluation, serving

The scaffolding for governed AI — permission-aware retrieval, scoped tools, an evaluation harness that gates releases, and serving that survives production. The demo-to-production gap, pre-built.

  • Vector Search retrieval scaffolding
  • Scoped, logged agent tools
  • MLflow evaluation and gates
Enterprise AI
The trade we make with you

Your code, our patterns

The accelerators land in your repositories under your control. You are not licensing a platform from us and you are not locked in — if you fired us tomorrow, everything keeps running and your team can maintain it.

In return, the generic, non-client-specific improvements we make while on your engagement feed back into the toolkit for the next client. Your proprietary logic stays yours. The plumbing gets better for everyone.

Why it matters to you

This is what makes fixed fees possible.

A consultancy that starts every project from a blank editor has to bill for all that re-invention, and it has to pad the estimate because it cannot predict it. We can quote a number and hit it because most of what a migration needs, we have built and hardened already.

  • Faster. The repetitive 80% is largely solved before we arrive.
  • Cheaper. You pay senior people to do the hard part, not to rebuild the plumbing.
  • Safer. The patterns have already survived contact with real production estates.

Start here

A free 60-minute architecture review

Bring your current architecture, data volumes and the workloads that hurt. You leave with a target-state diagram on Databricks, the three changes that would cut the most cost or latency, and an honest answer on whether you need us at all.

No slide deck. No procurement process. One senior architect on the call.