How We Build Systems
That Compound

We partner with growth-stage teams to design automation, digital products, and operating systems that scale beyond manual effort.

How we work

Median ROI

3.4×

Verified return on engagement at first annual review across delivered roadmap

System shipped

140+

Automations, AI agents, and digital products live

Clients

63+

Founder-led companies and enterprise teams under active engagement

Operator hours

240k

Aggregate human hours redirected from operational toil to strategic work

Black Process band Operating
Cadence

01 Diagnose
Deep systems analysis and opportunity mapping
02 Architect
Design workflows, automation logic, and scalable operating models.
03 Build
Ship the systems, tools, and AI infrastructure into operation.
04 Compound
Optimize continuously so outcomes improve over time.

Strategic Thinking

Our thinking framework shapes how systems are designed, challenged, and scaled.

Ownership over outsourced AI

Ownership over outsourced AI

You hold the model, the data, the prompts, the eval harness. We hand the keys back the day the system goes live

Engagement modelYou own it →
Systems over hacks

Systems over hacks

An impressive prompt is not a product. We architect the boring, durable plumbing that makes AI compound rather than decay.

Architecture postureYear three first
Product thinking, not project thinking

Product thinking, not project thinking

Every system we build has a user, a metric, and a roadmap not a Gantt chart and a sign-off date. Outcomes outlast deliverables.

Operating modelPods, not crews
Speed paired with rigor

Speed paired with rigor

Six-week production cycles, not six-quarter programs. Velocity comes from senior-only pods and ruthless scope discipline

Cadence6-week cycles
Architected to scale, not to demo

Architected to scale, not to demo

Reference architectures sized for ten million events a day. We build the lift the second time will be a config change, not a rewrite.

Throughput target10M events/day
Human-centered automation

Human-centered automation

Automation should redirect human attention, not erase it. We design the loops where operators stay in command and the metrics make that visible.

Design principleOperator in the loop

If you're ready to
compound, we're ready to
build.

Tell us what you're trying to make possible. We respond within 48 hours, and screen against fit before we ever quote a number.

Practice · AI · Automation · Product
Founded 2021 Founder lead
Team 22 senior operators