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G3NR8 - Operational Alpha Through AI

Operational Efficiency
Through AI.

Deployed in Weeks. Compounding Over Time.
We deploy OEX, our Operational Excellence platform, into PE portfolio companies and industrial businesses. Working solutions in 4-6 weeks.
PE Operational Alpha Newsletter
€45M
At-Risk Revenue Found
6 Weeks
To Production
24.5%
Risk Reduced QoQ
200+
Fewer At-Risk Customers
Live results from a PE-backed European industrial distributor
The Problem

Every business has
operational friction
it can't see.

Revenue leaking through customer churn nobody spotted. Decisions made on gut feel because the data is locked across 30 systems. Knowledge trapped in retiring employees' heads. Manual processes eating 40% of team time.

95% of AI pilots fail to deliver measurable business impact (MIT, 2025). 80% of companies using generative AI have yet to see earnings impact (McKinsey, 2025). The gap isn't the technology. It's the approach.

We don't sell strategy decks or run pilots that "show promise." We deploy working solutions in weeks. Measurable results from day one.

What We Deliver

Run Faster. Decide Smarter. Stay Ready.

Run Faster

Strip out friction. Manual processes, repeated work, trapped information. Results visible within weeks, not quarters.

Decide Smarter

Surface what matters to the people who can act. Not reports. Intelligence. Decisions in hours, not weeks.

Stay Ready

Built to adapt as AI evolves. Model-agnostic, so when AI improves, your solutions improve. No rebuilding.

The Platform

OEX: Operational Excellence
That Compounds.

Composable, model-agnostic infrastructure. Three capabilities, each building on the last. Every deployment makes the next one more valuable.

Stage 1
Ingest

Connect to existing systems as they are. Unify fragmented data. No cleanup, no migration, no IT project on your side.

"That is our work, not yours."

Stage 2
Intelligence

Surface patterns, anomalies, and risks. Not dashboards. Answers that tell the right people what to do next.

"We give you answers, not dashboards."

Stage 3
Agentic

Workflows that take action autonomously. Drafted responses, flagged risks, automated checks. Human override always.

"Systems that do the work, not create more of it."

Any Data
SAP, ERPs, CSVs, email
Any Model
Model-agnostic, auto-upgrades
Any Scale
One project to full portfolio
Secure
Your data stays yours

The compounding effect: Traditional AI projects reset with each engagement. OEX compounds. Intelligence from one deployment feeds the next. Who on the team gets the best outcomes? What are they doing differently? OEX identifies what works and distributes it across the business.

How We Work →
Data In. Intelligence Out. Action. Working Solutions in 4-6 Weeks
Proof, Not Promises

Deployed. Working. Generating Value.

Revenue Intelligence

Order Book Intelligence Hub

PE-backed European industrial distributor. Surfaced customer churn risk invisible to the sales team. Now tracks at-risk revenue in real time, pushes prioritised actions to each salesperson, drafts multi-language outreach automatically.

€45M
At-risk revenue
6 wks
To production
24.5%
QoQ reduction
Read Case Study →
Knowledge Intelligence

Content Intelligence Platform

PE-backed global technology firm. Surveyed 37 people, mapped 102 AI opportunities, built a working content intelligence platform with knowledge base, content repurposing, and intelligent search.

102
Opportunities mapped
3 wks
Discovery
KB
Knowledge base built
Coming Soon

Who We Work With

Private Equity Firms

Operational alpha across your portfolio. Deploy OEX during due diligence or post-close. Speed-to-EBITDA in weeks, not quarters. Start with one company, scale across ten.

For PE Firms →

Industrial Businesses

Manufacturing, distribution, logistics, construction, energy. We strip out friction and protect revenue with AI that works on your existing systems. No migration. No disruption.

For Industrials →

"The expertise, agility and early results from G3NR8 are genuinely game-changing."

Senior Operating MD, Major PE Fund

Previously trusted by teams at
JP MORGAN RED BULL SAMSUNG PERRIGO ORACLE
The Market Reality

Financial engineering is exhausted.
The next decade belongs to operational alpha.

71%

of 2024 PE exit value came from revenue growth, not financial engineering

Apollo PE Outlook

6.6yr

average hold period. Speed-to-EBITDA is the difference between raising the next fund and not.

McKinsey 2026

95%

of generative AI pilots fail to deliver measurable business impact

MIT NANDA Initiative, 2025

Let's find the operational friction you can't see.

Whether you run a company or invest in one, we'll show you where OEX can remove friction, protect revenue, and drive speed-to-EBITDA. 30 minutes. No slide decks.

Get In Touch

NEWSLETTER:Ā OPERATIONAL ALPHAĀ 

For PE firms who want to deploy AI that moves EBITDA - in weeks, not months.

Operational Alpha gives: AI insights, deep dives, data management, real deploymentĀ stories and the frameworks that generate results.