Engineering + design collective AI systems / Software / Commerce MX — Remote

AI automation, agents & integration.
From workflow to production.

AI automation for real operations.

Digital gear / ordered particles

Show us where work waits: a recurring request, a disconnected system, or a pilot that never reached production. We trace decisions, data, and handoffs, then implement the workflow with controls and a measurable finish.

Explore AI automation
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The AI is one part.
The workflow is the product.

Start with one business process: support triage, document intake, approvals, knowledge retrieval, catalog operations, or incident analysis. We map inputs, decisions, exceptions, owners, and the cost of completed work before choosing technology.

Then we connect the required models and software to ERP, CRM, OMS, PIM, content, commerce, identity, and internal APIs. The delivery includes permissions, evaluations, human review, observability, and rollback—not an agent isolated from the operation.

01Find value before technology.Workflow discovery + unit economics
02Integrate the whole operation.Architecture + data + human oversight
03Prove, operate, improve.Evals + observability + rollback

One workflow.
Five production capabilities.

We can assess the process, automate the work, connect existing systems, build the software around it, and keep the result observable.

The diagram changes with each capability: workflow, system, interface, journey, or control.

01 / 05 Signal active

AI workflow automation

Turn recurring requests into completed, traceable work.

We redesign repetitive or knowledge-heavy processes as supervised AI workflows that connect people, data, tools, and decisions with explicit completion criteria.

  • Business process automation
  • Custom AI agents and orchestration
  • Document and knowledge workflows
  • Approvals, guardrails, and human review
Bring us a challenge ↗
Capability map / 01—05

Five connected capabilities, delivered as one production-minded engineering system.

01

AI workflow automation & custom agents

Business process automation, document intelligence, approvals, knowledge work, and custom AI agents with human oversight.

02

AI integration services & intelligent platforms

Models, APIs, identity, data, ERP, CRM, OMS, PIM, content, and commerce connected as one operable system.

03

Custom AI product & software development

Custom AI software, internal tools, copilots, enterprise search, RAG, and intelligent interfaces designed for production.

04

Commerce & digital experience engineering

Enterprise commerce, B2B, semantic search, agentic discovery, storefronts, themes, UX, and platform integrations.

05

AI reliability, evaluation & recovery

Evals, quality gates, guardrails, observability, incident analysis, evidence-backed fixes, and rollback.

Specialists here.
Capable anywhere.

These are our deepest platform specialties, not the boundaries of our work. We use them as context for AI-enabled products, integrations, and automation—and also architect custom, headless, composable, SaaS, and legacy systems.

∞ / 01
Platform agnostic

Whatever stack the problem calls for.

OpenAI · Anthropic · Gemini · open models · MCP · RAG · TypeScript · JavaScript · PHP · Python · Go · Java · .NET · Node.js · React · Vue · Next.js · Laravel · Symfony · GraphQL · PostgreSQL · MySQL · AWS · Azure · GCP · Kubernetes

AI-native productsModel + data integrationCustom platformsModernization
A / 02
Enterprise specialty

Adobe Commerce

PaaS · SaaS · Cloud · B2B · Hyvä · APIs · extensions · AI readiness

Companies and rolesCatalog + AI discoveryQuotes and approvalsHyvä storefronts
A / 03
Content + experience

Adobe Experience Manager

AEM Sites · Assets · Forms · Cloud Service · Edge Delivery Services · headless GraphQL · Content Fragments

Universal EditorContent + commerceDAM workflowsComposable delivery
S / 04
Product, not template

Shopify

Original themes · apps · Functions · Storefront · Admin APIs · agentic commerce

AI discoveryTheme systemsApps and integrationsMerchant operations
X / 05
Extensibility + orchestration

Adobe App Builder + Experience Cloud

Runtime · I/O Events · API Mesh · UI Extensibility · AEP · RT-CDP · Journey Optimizer · Analytics · Target

Event-driven appsOAuth server-to-serverApp Builder actionsAI workflows

From pilot.
To a workflow that finishes work.

We build workflows that read documents, retrieve authorized knowledge, update business systems, prepare approvals, route exceptions, or assist support and engineering. Every action is bounded by identity, permissions, evaluations, human review, logs, cost controls, and rollback.

01ObserveEvents · data · processes
02DiagnoseContext · impact · evidence
03PreventEvals · guardrails · policy
04RepairFix · test · human review
05ImproveLearning · measurement · iteration
frontmerce_agent_lab / supervised ready

INFO Waiting for a safe simulation…

Customer service automationSales + CRM workflowsEnterprise search + RAG Workflow orchestrationDocument intelligenceAgentic commerce Evals + guardrailsObservability + human approval Anomaly detectionFailure prevention

Engineers who design.
Design that understands systems.
People who won't let go of the problem.

We are a group of engineers, architects, and graphic designers: geeks, music obsessives, and people stubborn about well-made software. We share a love for taking complex systems apart and returning them clearer, more useful, and more resilient. We can step into roles from mid-level through architecture, according to what the project needs.

01 / Architecture02 / Craft03 / Rhythm04 / Useful obsession
BUILT
LOUD.
RUNS
CLEAN.
Architecture

Enterprise platforms, distributed systems, API contracts, integrations, and technical governance.

Engineering

Backend, frontend, commerce, cloud, data, production debugging, and legacy modernization.

Experience

Visual direction, UX/UI, identity, prototypes, and themes that feel unmistakably yours from the first gesture.

Applied AI

AI products, integrations, agents, RAG, evaluation, guardrails, and operational automation.

Less theater.
More evidence.

01

Diagnose

Choose one process and map its inputs, decisions, exceptions, owners, current cost, and success metric.

DISCOVERY
02

Design

Define the target workflow, integrations, access rules, human checkpoints, evaluation data, run cost, and rollback.

DESIGN
03

Build

Connect software, models, data, and interfaces in testable increments; keep security and evaluation inside the implementation.

BUILD
04

Operate

Track completed tasks, exceptions, latency, model spend, and quality; correct the workflow as real use exposes new evidence.

EVOLVE

Tell us what enters the process, who decides, which systems it touches, and where the work gets stuck.

Bring the problem.
We'll bring the system.

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