02 · BENCH

What we build for ourselves.

Innovations are the systems we productize in-house — built, run, and refined on our own bench. Each one started as a hard problem across our divisions and became a platform we now deploy for clients.

SPEC · 01 Applied Intelligence Engine

MCROONS SPARK

Models in production — not demos

SPARK is our applied-AI core: the framework we use to take a model from notebook to production. Retrieval, fine-tuning, evaluation, and inference are wired into one governed pipeline, so intelligence ships with the same rigor as the rest of the stack — versioned, observable, and accountable for its outputs.

Retrieval-grounded

Answers anchored to your data, with citations and guardrails rather than open-ended generation.

Evaluated, not assumed

Every model change runs against a test set before it reaches users.

Governed agents

Tool-using agents that act under explicit permissions and audit trails.

Deploy anywhere

Cloud or edge inference, sized to the latency and cost the use case demands.

SPEC · 02 Signal & Sensing Platform

MCROONS SENSE

From raw signal to live state

SENSE is our pipeline for turning streams of events, telemetry, and sensor data into something a system can act on in real time. It captures signal at the edge, processes it as it moves, and resolves it into clean, queryable state — the layer that sits beneath dashboards, alerts, and automated decisions.

Edge capture

Lightweight runtimes that process signal at the point it is generated.

Streaming core

Event pipelines that transform and route data without batch delay.

Real-time state

Resolved, queryable state that reflects what is happening now.

Built to scale

Throughput that holds as volume grows, instrumented end to end.

SPEC · 03 Commerce Ecosystem Platform

MCROONS COMMERCE

Composable commerce, engineered to scale

COMMERCE is our composable commerce platform — storefront, checkout, catalog, and order orchestration decoupled into services you can assemble around any front end. It is built for conversion and global scale, with payments, inventory, and fulfilment engineered as first-class systems rather than plugins.

Headless by design

A commerce backend that any web or app surface can build on.

Order orchestration

Inventory, fulfilment, and orders coordinated across channels in real time.

Payments & billing

Secure payment, subscription, and billing flows built for compliance.

Global scale

Architected for performance under load, in any market.

Want one of these deployed?

Our innovations ship as the backbone of client builds. Tell us the problem and we will show you where SPARK, SENSE, or COMMERCE fits.