Industries — Manufacturing

Ship more—without adding a shift.

Capacity Engineering for discrete and process manufacturers.

We help manufacturers get more out of the floor they already have—cutting the office work that surrounds production and automating the production itself where it pays, so quotes go out faster, jobs stop stalling between steps, and on-time delivery stops depending on who remembered to walk the floor.

  • ERP & MES-friendly
  • Traceability-aware
  • Proven on the floor
shop-floor · live
  • RFQ received
  • Estimate drafted from job history AI
  • Estimator sets the priceYou
  • Job scheduled & released
  • Shipped, traceability recorded
every step · logged · governed · measured

What we believe in

In manufacturing, capacity isn't a hiring problem—it's how much of the day the floor spends actually making things. Automation and AI included.

Quick Outcomes

What We Are Best At

Quote faster, win more
Turn RFQs around in hours instead of days—without guessing on margin.
Keep jobs moving
Stop work stalling between steps while everyone waits on a status answer.
Protect first-pass yield
Catch the drift that turns into scrap and rework before it reaches the customer.
Be audit-ready by default
Traceability recorded as work happens—not assembled the week before an audit.

The backlog isn't the problem—throughput is.

The constraint is rarely demand. It's the hours the floor spends on everything that isn't making the product.

Today's friction

  • Estimating that lives in one person's spreadsheet—and their head
  • Schedules on a whiteboard, where a reschedule ripples invisibly
  • Paper travelers and batch records chased down after the fact
  • Quality and traceability records assembled the week before an audit
  • Job status you can only get by walking the floor and asking
  • Unplanned downtime discovered when the line stops

With a system

  • A repeatable estimating process any estimator can run
  • Scheduling where a change shows its consequences immediately
  • Travelers and batch records captured as work happens
  • Traceability and inspection records that are always audit-ready
  • Live job status without anyone leaving their desk
  • Downtime and drift surfaced before they cost you a shift

Proof, not promises: our team has done this from the inside—leading infrared sensor calibration and camera assembly automation in-house at FLIR in Santa Barbara, including robotics, conveyance, and automated test on a live production line.

// the production journey

From RFQ to shipped, end to end

AI handles estimates, documents, and the signals hiding in your data; your team runs production and every decision; everything's traceable.

Quote & plan

AI drafts, you price

AI

Schedule & release

Your planner decides

Human

Make

Cells, lines, batches

Verify & trace

Inspection, records

Ship & learn

OTD, yield, next quote

AI

Who We Help

Manufacturers who want more output from the floor they already have, including:

  • job shops and contract manufacturers
  • machine shops, fabricators, and assemblers
  • electronics and precision instrument manufacturers
  • process manufacturers—food, beverage, chemical, and coatings
  • plants running batch, continuous, or mixed-mode production
  • quality, engineering, and production planning teams
  • operations leaders with more demand than shift capacity

Common reality: the orders are there—shift capacity and coordination are the constraint.

Your Manufacturing Operating System

What We Build

A practical operating system that connects the office to the floor—and automates both:

Core workflow zones
  • Quoting, estimating & RFQ turnaround
  • Production planning, scheduling & changeover
  • Work orders, travelers & batch records
  • Quality, NCR/CAPA & inspection records
  • Traceability, lot & serial genealogy
  • Maintenance, downtime & OEE reporting
On the floor
  • Robotic cells & material handling
  • Conveyance & line integration
  • Automated test & calibration stations
  • Machine & sensor data capture
  • Operator interfaces built for the floor

// safety & traceability by design

Built to protect your output, your quality, and your people

The rigor manufacturing leaders expect—safety, traceability, and human control—built in from the first phase.

Safety-first on the floor

Built around your safety, guarding, and lockout procedures—never bolted on after.

Traceable & audit-ready

Lot and serial genealogy, inspection records, and change history captured as work happens.

Humans in control

AI drafts estimates, schedules, and documents; your operators and engineers decide.

Proven before it runs

Changes are validated against real production before they carry your output.

How We Work

Phase 1
Assessment → Phased Implementation Plan
We identify where throughput, capacity, and margin are being lost between the office and the floor.

What We Assess

  • Cycle time and bottlenecks (quoting, scheduling, changeover)
  • Office-to-floor handoffs, rework, and scrap
  • Quality, traceability, and audit-readiness gaps
  • ERP / MES / QMS stack and how much of it is actually used
  • Automation candidates on the line itself
  • Metrics baseline: OTD, yield, downtime, throughput

What You Get

  • A prioritized phased roadmap (Phase 1, 2, 3…)
  • Clear outcomes + KPIs for each phase
  • Tooling and automation recommendations (keep / improve / replace)
  • Effort, sequencing, and a change plan
Phase 2
Implement Each Phase
We implement in stages to deliver wins quickly while production keeps running.

Each phase typically includes

  • Workflow design + standards (SOPs, routings, inspection plans)
  • Tooling selection / configuration / integration
  • Automation on the line where it pays—cells, conveyance, test
  • Automation + AI assist in the office (where safe and useful)
  • Training + coaching for operators and supervisors
  • Dashboards + a weekly operating cadence

Start with the constraint, prove it on one line or one cell, then scale.

Frequently asked questions

We already have an ERP or MES—do you replace it?

No. We integrate with what you run (Epicor, Global Shop, JobBOSS, NetSuite, SAP, or your MES and QMS) and fill the gaps people currently fill with spreadsheets, whiteboards, and walking the floor. Replacing a working system is rarely the constraint—the handoffs around it usually are.

Do you actually do physical automation, or only software?

Both. Our team has led production automation in-house at FLIR in Santa Barbara—infrared sensor calibration and camera assembly, including robotics, conveyance, and automated test on a live production line. That experience is why we start on the floor rather than only in the office: the two only pay off together.

Every job we run is custom. How can anything be templated?

We template the process, not the part. Quoting, routing, inspection, and traceability follow a repeatable path even when every job—or every batch—is different. That's what makes throughput predictable without standardizing your product.

How do you handle traceability, validation, and audits?

We design to the requirements you're held to—ISO 9001, AS9100, FDA and GMP for regulated process work—with records captured as work happens and change history retained. We build to your standard; we don't certify you against it.

Will AI make production or quality decisions on its own?

No. AI drafts estimates, flags schedule conflicts, and surfaces drift in the data; your planners, operators, and quality team review and decide. On a floor with real tolerances, that boundary isn't negotiable.

How fast do we see results?

Most manufacturers see gains from the first phase—usually in quote turnaround or in how quickly a job's status can be answered—before the next phase begins.

Find your constraint. Get capacity back.

Book a 30-minute assessment—we'll map the bottleneck and the fastest path past it. No slide decks, no obligation.