Forward Deployed Engineering

Orchestrate theManufacturing Process.

Custom agentic implementations tailored to your business. Architecting and automating your workflows from end-to-end. You own the code.

OPERATIONAL METHODOLOGY

THE ROADMAP TO AUTONOMY

The goal isn't to automate your tasks, it's to transform your processes. Implemented in phases to eliminate risk, maintain complete business continuity, and ensure positive return on investment. Turning business ideas into architected software solutions.

STAGE 01

The AI Opportunity Audit

We embed with multiple team members side-by-side to observe their operations & map their workflows. The more precise the audit, the more precise the solution, allowing us to isolate structural anomalies, capture undocumented knowledge, and design high-ROI system integration plans.

// Deliverable: Opportunity Map & Bottleneck Report
STAGE 02

Architecture & System Build

We design and program a lightweight, model-agnostic operating layer. We interface directly with your database and physical schedule trackers. Zero switching cost, zero legacy system migration.

// Deliverable: Sandbox Environment & Custom Agents
STAGE 03

Deployment & Autonomous Scale

We launch custom agents into your enterprise, building on top of your existing software. We log exceptions in real-time, scale up pipeline throughput, and optimize agent triggers.

// Deliverable: Production Operations Dashboard & Retainer
CORE CAPABILITIES

INTELLIGENT SYSTEMS, NOT POINT FIXES

We construct tailored, automated workflows that adapt to your raw data, resolve exceptions, and synchronize your production schedule.

Reduce Operational Overhead

AI agents remove manual coordination, approvals, and repetitive operational work across systems.

MANUAL APPROVALRESOLVED
Invoice #9084 match threshold
Bypassed & Auto-Approved
DATA ENTRYRESOLVED
Syncing BoL-890 to SAP ERP ledger
Auto-ingested via OCR agent
COORDINATIONRESOLVED
Carrier port dispatch exception
Re-routed via Slack workflow

Telemetry Live Feed

Continuous background audit logging. Directly traces raw physical ingestion files, processing states, and API triggers.

LIVE TELEMETRY
NODE-04

Scale Without Hiring

Operational output increases without adding headcount or new coordination layers.

Throughput Telemetry
SCALE: 12.8x
PIPELINE_ALPHA (Intake)980 jobs/hr
PIPELINE_BETA (Routing)1,420 jobs/hr
PIPELINE_GAMMA (Logistics)2,100 jobs/hr
The Manifesto

The Edge Is No Longer Who Has The Intelligence. It Is Where, How, And Why They Use It.

WE FOCUS ON

Structuring Entire Systems.

CASE STUDY IN-PROGRESS

PROOF OF CONCEPT

We focus on measurable outcomes. Here is how a custom agentic operating layer optimized operations for a heavy industrial manufacturer.

Maintenance & Labor Overhaul

MAINTENANCE CLERK & PM ASSET TRACKING OVERHAUL

For a mid-market heavy production industrial manufacturer, we shadowed workflows and deployed custom agents to automate labor-to-asset tracking, handling more than 90% of the responsibilities of a Maintenance Clerk position.

VIEW FULL ARCHITECTURE
Clerk Tasks Automated90%+
vs 0%
Workflow Steps12 Steps
-40% vs 20
Labor Tracking Accuracy99.8%
vs Faulty
REASSURANCE PROTOCOLS

FREQUENTLY RAISED OBJECTIONS

We answer our clients' questions honestly. No hidden software fees, no vendor lock-in.

We discuss your current production bottlenecks. No high-pressure sales pitch—just mapping out whether custom agentic architecture is a fit for your factory scale. If there's an opportunity, we map out what a paid audit would look like.
A typical engagement runs 8 to 12 weeks from initial audit to full production rollout, depending on the complexity of your systems in place. We target shipping your first pilot agent in Month 2 to prove value early before expanding to full multi-agent deployment in Month 3.
We embed with minimal disruption. We ask for a maximum of 4 hours of total time from your subject matter experts during the initial mapping phase, and short review checks at weekly milestones. We write the code; you keep running the plant.
You do. Unlike enterprise SaaS platforms that lock you into monthly licenses, you own the code, the custom integrations, and the weights. If our contract ends, your systems continue to run exactly as they are without interruption.
We operate relative to the work at hand and to each company. Our services vary in price, but are scoped and presented once the initial meeting has occurred. If you proceed with the build, we quote a fixed price for implementation. We don't charge per-agent licenses or seat fees.
Next Action

BUILD A LIGHTER Stack.

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Schedule Operational Review

Direct Inquiries: [email protected]