HUMAN-CAPITAL DILIGENCE · AI INFRASTRUCTURE

The diligence layer PE doesn't have yet.

Whole-organization behavioral assessment for operating partners. Network science and linguistic cultural fit applied to vertically integrated AI infrastructure portcos. Five deliverables, thirty days, fixed price. Built around the 100-day plan, not around HR.

Where value disappears

The first ninety days are the most expensive ninety days in the hold.

Employees are three times more likely to quit within ninety days of an acquisition announcement.

At a five-hundred-person portco, a five percent voluntary departure rate is twenty-five people. At blended replacement cost it is $875K to $1.5M of direct exposure before productivity loss, before integration delay, before the cascading second-tier departures that follow the carriers out the door.

LIVE · 500-PERSON PORTCO · DAYS 0–90
HEINLEIN INDUSTRIES · DEMO
Departures
0
CUMULATIVE
Replacement cost
$0
DIRECT · RUNNING
Last departure
AWAITING
Diligence

You closed the deal. You have not met the company.

Standard human-capital diligence interviews ten executives. We map the other four-hundred ninety. The same five hundred people. Two different organizations.

What you currently see

The org chart. Ten executive interviews. A psychometric on the CEO.

Coverage
10 / 500
Time
4–8 wk
Price
$50–150K
What G-Engine shows you

The whole organization. The advice network. The cultural strength variance. The carriers off-chart.

Coverage
500 / 500
Time
30 days
Carriers off-chart
3 of 10
Every risk the 100-day plan ignores

Operating partners inherit organizations the org chart cannot describe.

Hyperscaler relationships sit with one Director. The PPA portfolio sits in another Director's personal energy-trader relationships. Interconnect queue position lives in the Grid Integration Director's FERC contacts. The carbon math depends on a data pipeline one observability engineer designed. None of it appears on the org chart. We measure the variables PE actually loses money on, and we attach a dollar figure to each one.

Grok
DETECTING
Reorganization without guessing

The org chart you reorganize against is not the org chart that runs the company.

Most reorgs move boxes on the formal hierarchy. Half the load-bearing relationships are not on it. The PPA structurer is the only formal bridge between Grid Power and AI Compute. The hyperscaler-renewal relationships sit in two Directors' inboxes. Our Real Power Map overlays the advice network on the org chart, identifies the integration connectors, and tells you which moves will hold.

The result: a reorganization that preserves load-bearing relationships and removes the friction the formal hierarchy was hiding.

FORMAL
INFORMAL
OPTIMIZED
EBITDA UPLIFT +0%
The thirty-day cold deployment

Thirty days to deliver. Seventy days to act.

No software install. No IT integration. No HRIS dependency. One sponsor at the portco, an anonymous survey, a report and a sixty-minute walkthrough before the 100-day plan is finalized.

Built for these buyers

Mid-market diligence. Fund-level economics.

01

AI Infrastructure PE

Vertically integrated platforms pairing compute, power, and sustainability. Buy-and-build with 5–10 tuck-ins. The carriers are Directors with hyperscaler and FERC relationships built over a decade. We name them.

$300M–1B · platform revenue target
02

Infrastructure & Energy Transition

PPA portfolios, interconnect queue positions, renewable offtake desks. The assets are non-fungible and the relationships are personal. We map both before the 100-day plan assumes either is institutional.

30-day · cold-deployment protocol
03

Mid-Market PE · Adjacent Verticals

$500M to $3B AUM. Active operating partner programs. A single OP relationship is potentially eight to fifteen simultaneous deployments across the portfolio. AI Infra is the spearhead vertical.

$25–50K · fixed-price engagement
What the methodology surfaces

Three patterns. Each one a finding the standard playbook does not produce.

REAL POWER MAP
3 of 10
Load-bearing employees in a 500-person AI infrastructure portco who never appear on the executive org chart. Found in the advice network. Retention-tagged before the 100-day plan locks.
"One mechanical engineer carried the rack-level thermal designs for the next two density generations. The Director of Cooling owned the vendor relationship. Either departure was recoverable. Both inside twelve months would have repriced the platform."
Heinlein Industries · DEMO ENGAGEMENT
COMMUNICATION HEALTH
4%
Cross-group communication density between AI Compute and Grid Power, the two divisions the vertical integration thesis required to operate as one company. Ninety-six percent of the bridging ties that needed to exist did not.
"The integration plan named the compute–power bridge as the moat. The data said the two divisions were running as separate companies. We saw it before the missed hyperscaler renewal."
Heinlein Industries · DEMO ENGAGEMENT
CULTURAL STRENGTH
8.7
Cultural strength score for the Cooling division (inverse variance of linguistic fit). Foundation Model Training scored 31.2. Different intervention, different timeline, different risk.
"This is not a values problem. Cooling does not need an offsite. It needs carrier identification and retention before the rack-density roadmap moves load onto a structure that cannot bear it."
Heinlein Industries · DEMO ENGAGEMENT
WHITE PAPER · VOL 04 26 PAGES · 18 MIN MAY 2026

What most (PE)ople get wrong about culture.

Three constructs most assessments collapse into one. Content. Fit. Strength. Keeping them apart is the methodological contribution. The four-scenario integration playbook follows from it.

AUTHORS: Brandy Aven, PhD · CMU TEPPER  ·  Mahesh Srivastava · GROK ENGINE
Read the paper
THESIS ALIGNED
THESIS MISALIGNED
HIGH STRENGTH
UPPER LEFT Execute the plan. The org will reinforce it.
UPPER RIGHT Organized resistance. Highest integration risk.
LOW STRENGTH
LOWER LEFT Malleable but fragile. Carrier-dependent.
LOWER RIGHT Restructure with low coordinated resistance.
Three ways to get started

Pick the shape of the next conversation.

Each routes to a different reply window. None require an NDA. None enter a marketing list.

01 WHITE PAPER · VOL 04

What most (PE)ople get wrong about culture.

26 pages. We send the link to your inbox. Reply window: minutes.

No marketing emails. Reply within a day.
02 MVP DEMO · INTERACTIVE

See the assessment dashboard on a real network.

The Heinlein AI Infrastructure demo. Digital twin, real power map, attrition risk. Reply window: hours.

Live dashboard, no install. Reply within a day.
03 PILOT · YOUR PORTCO

Run the assessment on a portco you actually own.

Thirty days. Free or fixed-price pilot. One sponsor at the portco, one OP at the firm. Reply window: same week.

No SDR. No mailing list.
For operating partners

Bring us your next platform close.

The forms above route to a specific reply window. If you want to skip the form and talk directly, write us. A real person replies within a day.

Request the pilot
Where we are
Pittsburgh, Pennsylvania Berkeley, California