MCG LLC · AI-Augmented Engineering

Augmented
Engineering

Expert engineers, wielding AI as an instrument. We accelerate the work you already do, complete the work you couldn't justify, and reach the work no one knew how to start.

Faster
Reviews, correlations & release packages in an afternoon
Deeper
Every net, part & rating checked against the source
Feasible
Work once too costly or unclear to attempt

Not Automation. A Discipline.

Augmented Engineering is the practice of applying artificial intelligence to real engineering, under the hand of engineers who have shipped silicon, boards, and firmware.

The AI extends reach, not judgment

A single engineer, augmented, can hold an entire design in view at once, cross-checking every net, every part, every rating, at a depth and speed that used to be impossible, unaffordable, or simply unknown.

The mastery is not in the model

It is in knowing exactly what to ask, how to verify the answer against a primary source, and when the answer is wrong. That is engineering discipline, and it does not come from a chatbot. It comes from decades at the bench.

Three Frontiers

Where augmentation changes the equation for hardware development.

01
Work you already do

Accelerate

Reviews, correlations, documentation, and release packaging that consumed days now take an afternoon, with more eyes on the details, not fewer.

See how →
02
Work that never justified the cost

Afford

The exhaustive cross-check, the second-source BOM, the full simulation sweep, the diligence you always wanted but could never bill for.

See how →
03
Work no one knew how to begin

Unlock

Problems left unsolved because the path was not obvious. Augmentation turns “we can't” into “here is how.”

See how →

What We Actually Do

Concrete engineering work, delivered augmented. Every output is checked against the datasheet, the netlist, or the measurement before it leaves.

01

Design Cross-Checking & Correlation

Schematic against datasheet, netlist against layout, pin against package, verified against the source rather than from memory.

  • Schematic-to-datasheet pin and function checks
  • Netlist-to-layout correlation
  • Absolute-max and logic-level verification
02

BOM Correlation & Sourcing

A bill of materials cross-referenced against footprints, distributors, stock, pricing, and second sources, so the mismatch is caught before the board is fabbed.

  • MPN, footprint, and value cross-checks
  • Live distributor stock & pricing
  • Second-source and lifecycle flags
03

Centroid & Pick-and-Place

Generate, verify, and correct centroid / CPL files against the real footprints and rotations, so assembly lands every part where it belongs.

  • Rotation and origin verification
  • Footprint-to-centroid reconciliation
  • Assembly-house format checks
04

Release Package Creation

Atomic, complete, and verified. Gerbers, BOM, centroid, drawings, and documentation assembled into one package that passes every check, or does not ship.

  • Gerber, drill, and fab-drawing sets
  • Manifest and completeness verification
  • All-or-nothing atomic release
05

Whitepaper & Documentation

A working design turned into a clear, rigorous document, architecture, theory of operation, and results, written to be read by engineers.

  • Architecture and theory of operation
  • Test methods and results
  • Publication-grade figures and tables
06

Deep Research

Multi-source, fact-checked, cited investigation into a part, a standard, a topology, or a market, with the sources attached.

  • Part, standard, and topology surveys
  • Adversarial fact-checking
  • Cited, source-linked findings
07

Transistor-Level Understanding

Down to the device. SPICE across corners and supply rails, ASIC analog translation, bias points, headroom, and stability, the physics under the schematic, not a black box. This is the depth that separates augmented engineering from a search engine.

  • SPICE across process corners and supply voltages
  • Bias, headroom, gain, and stability verification
  • ASIC analog and device-level modeling

Grounded in the Source. Verified Against Reality.

Augmentation without verification is just confident error. Every claim is checked against a primary source, and nothing is called done until it has been driven end to end and observed.

Source-Grounded

The datasheet, the netlist, the measurement. Never a guess dressed up as a fact.

Verified End-to-End

Driven and observed before it is declared working. If a check fails, you hear the output.

Engineer in the Loop

A veteran engineer stands at every gate. The AI extends the reach; the judgment stays human.

Decades of Shipping Real Hardware

MCG LLC is led by engineers who have spent careers bringing products from idea to silicon, schematic, board, firmware, and the analog physics beneath. Augmented Engineering is how we bring that experience to bear faster, deeper, and on problems that used to be out of reach. The tools are new. The discipline, knowing what is true and proving it, is not.

Field Notes

Short, practical writing on how augmented engineering gets applied to real hardware work.

Have a design that needs more eyes than you can afford?

Tell us what you are building and where it is stuck. If augmentation can move it, we will tell you how. If it can't, we will tell you that too.

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□ info@mcgllc.com