01
Agentic applications
Systems where a model does not just answer but acts — calls tools,
reads and writes to your systems, and carries state across a task that
takes minutes rather than milliseconds.
The hard part is never the first working path. It is what happens when a
tool call fails, when the model picks the wrong action, or when a step
needs a human to approve it. We design for that from the start, because
retrofitting containment onto a working demo rarely goes well.
Typical: internal operations agents, document and case processing,
research and synthesis workflows.
02
LLM workflows and retrieval
Getting a model to reason usefully over your own material: contracts,
tickets, transcripts, catalogues, filings. Chunking, indexing, ranking,
and the citation trail that lets a reader verify an answer instead of
trusting it.
We build on your provider and your keys. Nothing routes through us, and
the data boundary is written into the proposal rather than assumed.
Typical: knowledge retrieval, document extraction into structured records,
classification and routing.
03
Evaluation and observability
The question every team eventually hits is simple and hard: did that change
make it better? Without an evaluation harness there is no answer, only
opinions and a growing unease.
We build regression sets from your real cases, LLM-as-a-judge scoring where
it holds up, human review where it does not, and token and latency telemetry
so cost is a number rather than a surprise at month end.
Often the highest-value engagement for a team that already shipped
something and cannot tell whether it is working.
04
Data platforms
The layer everything else stands on, and our deepest bench. Ingestion,
transformation, storage design, and the cost engineering that keeps a
pipeline from quietly becoming the largest line on the cloud bill.
This is work done at genuine scale — hundreds of terabytes a day, in
production, at companies where an outage is a public event.
Typical: pipeline design and rebuilds, migration, cost reduction,
observability and alerting.