Data systems built with care
Experienced practitioners building data platforms and AI solutions they're proud of—grounded in business reality, owned end to end.
How we work
We embed into your teams as equals. When we deliver, we're accountable for how it runs.
Business context first
Technology is never the starting point. We begin with the problem, the constraints, and the people who will live with the system.
Co-owners, not contractors
We only take on work we can co-own. If we design it, we're accountable for how it runs. We push back when something doesn't add up—calmly, with reasoning. Honesty builds trust.
What we build
Cloud-native data platforms on AWS and Azure. IaC, DevOps, batch and streaming pipelines. Gen AI for automation and integrations—where it delivers value. Governance and observability built in.
AI & Generative AI
We integrate Gen AI where it delivers real value—automating manual work, connecting systems, and augmenting data workflows.
Process automation
Use Gen AI to automate repetitive, manual tasks—document processing, data extraction, validation, and reporting. We focus on workflows where automation clearly reduces effort and error.
Systems integrations
Connect legacy and modern systems with AI-assisted integration patterns. From APIs and ETL to event-driven flows—we design integrations that are maintainable and observable.
Context over hype
We don't chase AI for its own sake. We evaluate where Gen AI solves real business problems—and where traditional approaches are better. New tools earn their place by delivering measurable value.
How we think
Speed is easy. Deliberate, thoughtful delivery is harder.
What we believe
- Depth over speed Good data systems take thought. We don't rush to ship at the expense of clarity or long-term operability.
- Experience matters We trust people who have seen things break—and fixed them. We don't learn at the client's expense.
- Context beats novelty We don't chase trends. New tools earn their place by solving real problems.
What we avoid
By choice, not by accident.
- We don't sell staff augmentation
- We don't hide juniors behind seniors
- We don't oversell certainty
- We don't sacrifice quality for speed
- We don't separate "thinking" from "doing"
Careers
We're selective. We look for craft, context, and long-term impact—not titles, brands, or hype cycles.
Who fits
- Experienced practitioners who want to build systems they're proud of
- People who can explain tradeoffs to business stakeholders
- Builders who care about operability and ownership
- Those who value meaningful work and sustainable careers—we don't glorify burnout