What we build.

We design end-to-end agent systems that take a raw inbound lead (email, SMS, web form, ad click) and run it through intent classification, qualification, follow-up cadences, appointment scheduling, and CRM updates with the right escalation logic for humans. Built to run a sales pipeline at 10,000+ leads a month without dropping signal or context.

We build production pipelines that absorb chaotic input from 200+ source formats (HTML scrapes, API feeds, CSV drops, vendor exports) and emit clean, deduplicated, classified, structured data. 100,000+ records per month at production volume, with the observability and retry logic to survive real-world feeds.

Warehouse design, modeled data layers, and the operational dashboards that drive day-to-day decisions. We sit between your ingestion and your decisions: modeled tables in Snowflake, transformations in dbt, and BI surfaces (Looker, Sigma, custom) that operators trust because the numbers tie out and the latency is predictable.

Predictive models built on top of your warehouse that surface the upgrade opportunities, retention risks, and lifecycle moments your sales and customer teams have been missing. The signal underneath your CRM, surfaced and acted on through the same orchestration layer that runs your other ops.