Enterprise data engineering and information systems, reinforced by AI.

Big data platforms, custom operating systems, and agentic automation, engineered end to end and proven at enterprise scale.

Data science, data management, and information systems, from the raw data layer to the interface.

See the work How we work

Production systems shipped end to endOwned from the raw data layer to the interfaceSource controlled and testableDoes this actually make money? Read the ROI question.

Capabilities

Six practice areas.

Each is proven by shipped work, badged below with the case studies that back it.

Gateway

Integrations & interoperability

Systems that were never meant to talk, made to. Microsoft Graph, webhooks, and ERP and CRM unification across monday, HubSpot, and Salesforce.

Foundry

Data platform & pipeline engineering

Warehousing, modeling, and legacy to modern migrations. The durable foundation everything else is built on.

Atlas

Knowledge & retrieval

RAG and agentic retrieval over your own corpus. Source cited answers, never hallucinated ones.

Forge

Agentic AI & automation

Multi agent orchestration, model tiering, and automation that does the work, measured, not marketed.

Observatory

Analytics, KPIs & operational intelligence

Dashboards, forecasting, and monitoring that turn operational data into decisions.

Vault

Security, compliance & governance

RBAC, audit trails, PII and credential walling, and regulatory engines. Governance built in, not bolted on.

Selected work

Proof over adjectives.

All work

Featured2026

Processing and Manufacturing CRM: capturing and qualifying third party demand

A vertically integrated cannabis manufacturer

A CRM and intake system that turns scattered third party demand into a qualified pipeline. In its first 60 days live, it contributed to a 16% increase in third party processing clients.

GatewayForgeObservatory

Featured2026 to present

The Kernel: A Governed AI Operating System, Built to Scale

A vertically integrated cannabis MSO

VaultGatewayForge

Featured2026 to present

Theia: Cultivation to Revenue Intelligence for MSOs

Cannabis MSO (multi site cultivation & manufacturing)

An operating picture that ties canopy to unit to revenue, using computer vision, sensors, and HVAC automation feeding color coded AI reports and multi site ROI.

FoundryObservatoryForge

Is this real?

Operator and engineer.

More than a decade building, funding, and operating businesses across many sites, from multi site manufacturing to consumer products. A $5.8M to $13.6M turnaround, P&L across 12+ sites, and an operation central to a $2B acquisition, now paired with shipping production AI operating systems end to end.

“I architect enterprise AI that maps to how operations actually run because I've run them.”

Read the founder story

From legacy to intelligence.

If you're modernizing a legacy operation or governing AI at scale, let's talk about the system underneath it.

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