Depth over demos

From AI ambition
to AI in production
to AI value creation

Megaptera Labs is an end-to-end strategic intelligence and value creation firm based in Australia. We work with private equity, institutional investors and enterprises to turn AI ambition into a measurable return on strategic intelligence. We find where AI generates the greatest economic return, redesign the workflows around it, and take it from concept to production, staying until your team runs and scales it without us.

Megaptera novaeangliaeThe humpback whale. It travels further than almost any mammal on earth: roughly 16,000 kilometres a year, navigating open ocean with intelligence, endurance and precision.
The problem

Enterprise AI rarely fails on the model

It fails in the weeks after launch, when the new way of working meets the old one. The reasons are predictable, and avoidable.

01  /  Tool-first

The tool arrives before the problem

02  /  Bolt-on

AI is bolted onto a process nobody redesigned

03  /  Build-vs-buy

The company builds what it should have bought

Digital transformation changed the systems. AI transformation changes the decisions.

Who it is for

Where this work lands

We work closely with private equity funds, advisers and operators: helping them become AI-native, improve profitability and lift productivity.

Investors

Private equity and PE-backed companies

Advisers

Corporate advisory and professional services

Operators

Service-oriented businesses

Healthcare, financial services, transportation and logistics, retail and consumer. The software is rarely the constraint. The work is.

How we work

Build, deploy, adopt: hand in hand

The people who scope that work are usually the same people who build it.

STRATEGY What to build, why it matters ENGINEERING How to ship it, so it survives contact MEGAPTERA LABS One team, both sides
STRATEGY
What to build · why it matters
MEGAPTERA LABS
One team, both sides
No handoff
ENGINEERING
How to ship it · so it survives contact
01

Build

We rebuild the workflow itself, not a layer on top of it.

02

Deploy

Into production, inside your systems and your controls.

03

Adopt

Until your team runs it without us. This is the part that decides whether any of it counted.

Our work

What we bring

Deal operating system

Deal Operating System

Diligence repeats. Judgement does not. Deal Operating System tests each opportunity against a stated thesis, structures the work around the unanswered questions, and carries it through the investment committee. The investment team decides.

Value creation assessment

Growth and cost optimisation

Start with the business performance, not the tool. The Value Creation Assessment sets AI opportunities against revenue and cost drivers, using public filings, sector benchmarks, and company data where it applies. Each initiative is mapped to the value-creation lever it moves.

Transformation office

Service Transformation

We integrate AI into the work itself, one use case at a time. Before building, we ask four questions: where value sits in the P&L, what the systems allow, what will be accepted, and what customers need. Build, operating model and AI governance follow the answers.

Team

The people who strategise it are the people who build it and transform it

James Guo

James Guo

Founder

Engineer, operator and investor. James led a three-year enterprise transformation as Head of Strategy at eBay ANZ. Before that he worked in corporate strategy and diligence at Bain & Company, across FMCG, financial services, healthcare, technology and private equity. He invests across public and private markets, and built and runs Deal Operating System, our deal-analysis product. He has backed Everlab, Puralink and PsiQuantum.

MPH, Yale University
BSE, Industrial & Operations Engineering, University of Michigan
BSE, Electrical & Computer Engineering, Shanghai Jiao Tong University

Will Myer

Will Myer

Strategic Advisor

Will founded Archpoint Group, which connects private capital in Australia and Asia with offshore managers. He was Investment Director for family offices at Regal Partners. Before that he spent a decade at Bloomberg in Sydney, New York and London, latterly as Head of Analytics ANZ. He is Deputy Chair of the Foundation for Rural & Regional Renewal.

Master of International Business, Hult International Business School
BA, Economics and Asian Studies, University of Melbourne

Let's get you to production

We'll give you a straight read on where AI lands, and where it doesn't.

Book a short discovery call to get started