Three layers.
One system.
We design the core intelligence, build the interfaces people actually use, and encode the domain knowledge that makes it all matter. Not separate projects—a unified system that compounds over time.
The Intelligence Layer
We design the core system that turns your data into operating knowledge. Customer behavior, operational patterns, predictive signals—structured so your team can act on it today and your AI can learn from it tomorrow.
This is the brain. Everything else plugs into it.
What we build:
- —Customer lifetime value, segmentation & churn modeling
- —Proprietary knowledge architecture & domain data modeling
- —AI-ready pipelines built on open, portable infrastructure
The Interface Layer
Intelligence is only useful if people can reach it. We build simple, fast, embedded analytics interfaces—dashboards, data products, internal tools—that surface the right insight at the right moment without requiring a data team to operate them.
What we build:
- —Embedded & white-label analytics products
- —AI-assisted interfaces that answer questions, not just display charts
- —Built on lean stacks: Sigma, Evidence, MotherDuck, dbt
The Domain Layer
The hardest part of building intelligent systems isn't the technology, it's encoding the domain. We've been inside PE-backed operators, charter networks, retailers, and streaming platforms. We translate business logic into system logic and build for your specific stakeholders, constraints, and goals.
This is why we embed instead of parachute in. We learn the operator's playbook, the school network's funding cycles, the PE firm's value creation thesis. Then we build systems that reflect that knowledge—not generic platforms configured to sort-of-fit.
We'd rather have a three-year relationship than a three-month project. That's where the compounding happens.
What we do:
- —Long-term embedded partnerships
- —Custom reporting for boards, funders, operators & regulators
- —Capability transfer so your team owns what we build
Built on open,
portable infrastructure
We build with best-in-class data tools that are proven in the field, minimize vendor lock-in, and are approachable for citizen analysts. Snowflake, dbt, Databricks, MotherDuck, Sigma, Observable, and Evidence because these tools produce artifacts you own, cost a fraction of enterprise platforms, and integrate cleanly with whatever else you're running.
We have no vendor relationships. We make no commissions. We recommend what fits your world, not what's on a preferred partner list.
Every engagement is designed for eventual independence. We document everything. We train the team. The goal is to leave you stronger than we found you, not dependent on us to keep the lights on.