Prepared for Roxana Yegani, Carter McQueen Consulting · Confidential
Carter McQueen, powered by PureBrain.

AI workforce restructuring for construction.

Redesign the workforce, do not just fill the seat. Carter McQueen brings the construction relationships and the role knowledge. PureBrain brings the agent workforce that maps every function, designs the future-state org, and then actually does the work. This blueprint shows exactly how the machine runs.

For: Carter McQueen Consulting Engine: PureBrain First proof: Symtech
The shift

From filling the seat to redesigning which seats should exist.

Carter McQueen already knows construction roles cold: civil, ICI, mechanical, electrical, rail. This offering takes that expertise one level up. Instead of placing a person into a fixed role, the work becomes deciding which roles should exist at all, which become AI augmented, and which get automated, then building the org around that answer.

The old motion

Fill the seat

A role opens, you source and place the right person, you collect a one-time fee. Valuable, but the value ends when the seat is filled, and the next opening starts the cycle over.

The new motion

Redesign the workforce

You map the whole org by automation potential, decide which seats stay human, which get AI augmented, and which get automated, then design and stand up the future-state workforce. Higher value, recurring, and far harder to walk away from.

Your construction relationships and role knowledge are the foundation that makes this credible. PureBrain is the engine that turns that judgment into a real, working restructure.

The engagement model · how it runs

Four phases, from diagnosis to a workforce that runs itself.

Every engagement moves through the same four phases. The first two design the restructure. The third makes it real by putting agents to work. The fourth proves it in numbers and tunes it. Nothing moves to the next phase until the last one earned it.

Phase 1
Diagnostic

PureBrain agents ingest the client org chart, role descriptions, and workflows, then map every function by automation potential.

  • Ingest org chart, roles, and live workflows
  • Score each function: automate, augment, keep human
  • Surface the reasoning behind every call
Output: a function-by-function automation map
Phase 2
Restructuring design

Agents and Carter McQueen advisors design the future-state organization and the plan to get the workforce there.

  • Future-state org and the automate vs augment vs human calls
  • Workforce transition plan and reskilling paths
  • Change-management materials for the client
Output: a future-state org and transition plan
Phase 3
Deployment

PureBrain agents actually do the automated work, so the restructure is real and operating, not a slide deck.

  • Document handling, RFIs, submittals, change orders
  • Scheduling and estimating support, reporting
  • Compliance and safety document tracking
Output: agents running live operational work
Phase 4
Measure & optimize

Track the outcomes that prove the restructure worked, then refine the agent workforce as the numbers come in.

  • Output per person and cost per project
  • Cycle times across the automated functions
  • Refine, expand, and tune the agent team
Output: measured lift and a tuned workforce
The PureBrain agent workforce for construction

A team of named agents, each doing real construction work.

PureBrain runs as a workforce of named, persistent AI agents that hold context and coordinate with each other. Pointed at a construction org, each one takes on the operational grind of a specific function. People keep the judgment, the relationships, and the calls that matter.

Org & role analyst

Reads the org chart, role descriptions, and workflows and scores every function for automation potential, so the restructure starts from evidence instead of a hunch. The foundation of the whole engagement.

Agent: Analyst

Document-ops agent

Handles the paperwork engine of a project: RFIs, submittals, and change orders. It drafts, routes, tracks, and closes them out, so the back office stops being a bottleneck on every job.

Agent: Document Ops

Scheduling & estimating support

Supports planners and estimators with first-pass schedules, takeoffs, and bid prep, so scarce senior people spend their hours on the judgment calls rather than assembling the inputs.

Agent: Planning

Compliance & safety docs

Tracks the regulatory paperwork construction lives on, including ECRA, ESA, and TSSA documentation, keeping records current and flagging gaps before they become a problem on site.

Agent: Compliance

Workforce-planning agent

Models the future-state org: which roles stay human, which get augmented, which get absorbed, and what the transition and reskilling path looks like. Turns the diagnostic into a real plan.

Agent: Workforce Planning

Reporting agent

Pulls the numbers that prove the restructure is working: output per person, cost per project, and cycle times, and turns them into the reporting leadership and clients actually want to see.

Agent: Reporting
THE CLIENT ORG Org chart & role descriptions Project workflows & documents Compliance & cost history PureBrain agent workforce THE RESTRUCTURE Future-state org Automated document ops Compliance tracking Measured lift
Who does what

A clean division of labor.

This works because each side does what it is best at. Carter McQueen owns the client and the judgment. PureBrain is the engine that executes. The advisory stays human, the grind becomes automated, and the lines never blur.

Carter McQueen owns

The relationship, the domain, and the calls that matter.
The client relationship. Carter McQueen is the trusted face, the one in the room, and the one the client signed up to work with.
Construction domain expertise. Deep knowledge of civil, ICI, mechanical, electrical, and rail roles is what makes the restructure credible.
The advisory and judgment calls. Which roles truly stay human, how the client absorbs change, and what is right for the people involved.

PureBrain executes

The agent engine that turns the plan into a working reality.
The diagnostic and mapping. Agents read the org and score every function, fast and at a depth manual analysis cannot match.
The restructuring design. Future-state org, transition plans, reskilling paths, and change-management materials, drafted and refined by agents.
The operational work itself. Document ops, scheduling support, compliance tracking, and reporting run by the agent workforce, day in and day out.
The first engagement

The Symtech example, lit by the Onyx acquisition.

Symtech is a large electrical, mechanical, and technology construction integrator that just acquired Onyx Mechanical. A fresh acquisition is the cleanest possible wedge for this offering: two organizations have to become one, and that is exactly the moment to map overlapping roles, find the redundant back office, and design the merged org on purpose rather than by accident. Symtech becomes the lighthouse first engagement.

1Map the overlap

Two orgs, one chart

Agents ingest both the Symtech and the Onyx Mechanical org charts and roles, then map where the two organizations overlap, function by function.

2Find the redundancy

The duplicated back office

Where both companies run the same back-office functions, the analysis surfaces the duplication and scores each one for automate, augment, or keep human.

3Design the merge

The merged future-state org

Carter McQueen and PureBrain design the combined organization on purpose: which roles stay, which get augmented, and the transition plan to get there cleanly.

4Deploy the agents

Absorb the automatable work

PureBrain agents take on the automatable back-office load across the merged org, so the integration is real and operating, and the lift can be measured.

The point of starting here is leverage. An acquisition forces the workforce question whether anyone plans for it or not. By bringing the diagnostic in early, the merged Symtech org gets designed deliberately, the redundant back office gets absorbed by agents instead of carried as cost, and Carter McQueen walks away with a live, named proof point that opens the next ten construction conversations.

Partner to partner

Let's build it together.

You bring the construction relationships and the judgment. We bring the agent workforce that does the rest. The fastest way forward is to scope Symtech together: the diagnostic first, the overlap map, and what good looks like in the numbers. This is the offering, fully assembled, ready to put in front of your client.

Scope the first engagement →
Melanie Salvador Pure Technology · PureBrain