Menlo & Oak Advisory · Santiago, Chile

We think Latin American companies can run on AI as well as anyone's. We're helping them build it.

Advisory from operators, not consultants. Andrea spent almost nine years in marketing and brand at LATAM Airlines, Chapter 11 included; Sebastian runs about 150 stores and 10+ brands on AI we wrote ourselves. Everything we recommend has already run on our own P&L.

Sebastian Gebhardt, Co-Founder of Menlo & Oak Advisory
Sebastian Gebhardt
CEO, Yáneken · Stanford GSB MBA
Andrea De Vivo, Co-Founder of Menlo & Oak Advisory
Andrea De Vivo
Former Brand & Global Communications Manager, LATAM Airlines
As seen in
  • La Tercera
  • Pulso
  • Diario Financiero
  • América Retail
  • IdDC
  • Stanford GSB

What we're working on this month.

A living page. We update it every few weeks so you can see what we're actually building, not what we were building when the site launched.

Updated August 2026

Building
Andrea, the Marketing OS, is past 30 modules and running in production across 8 brands. Alongside it, Meridian — our Bayesian marketing-mix stack — now covers 8 brands across 16 Chilean regions.
Operating
Designing Yáneken's 2026 operating plan: how to keep growing inorganically while consolidating the omnichannel operation and taking another point off cost-to-serve.
Advising
We take a small number of engagements at a time — there are two of us and no one to delegate to. If you want to know whether we have capacity, the honest answer comes from asking us.
Writing
The Retail Brief — one operator question, one answer grounded in data and real deployment. Published bilingually every couple of weeks.
The entrance of a Bold store: the yellow logo frames the window and the lit aisle.
Bold, one of Yáneken's brands.
A storefront on a street with graffiti.
Drops, a Yáneken brand.

Three core practices. Each one running inside our own company first.

Applied AI & Operational Intelligence

Enterprise chatbots querying SAP and Salesforce in real time. Demand forecasting models in production. Andrea, a 30+ module Marketing OS for Latin America. We write the code, deploy it, and keep it running — then help you build the same capability in-house instead of renting it.

Learn more

Retail & Consumer Transformation

Store formats, omnichannel, and the unglamorous operational detail that decides whether a transformation lands. We've opened stores, closed underperformers, and integrated acquisitions across 10+ brands — so we know which recommendations survive contact with a Monday morning.

Learn more

Growth Advisory & M&A

Yáneken became Chile's second-largest multi-brand retail group through disciplined acquisition. We've sourced the deals, structured them, and done the post-merger integration work that decides whether they ever pay off.

Learn more

Who you actually work with.

Sebastian Gebhardt, Co-Founder of Menlo & Oak Advisory

Sebastian Gebhardt

CEO, Yáneken · Stanford GSB MBA, Arjay Miller Scholar

Leads Chile's second-largest multi-brand retail group (roughly US$230M in expected 2025 sales, about 150 stores, 10+ brands). Combines C-suite retail leadership with hands-on AI engineering — built Andrea's 30+ module Marketing OS as a solo technical founder. Led digital transformation, M&A, and omnichannel strategy at scale. Stanford GSB MBA, Arjay Miller Scholar.

Andrea De Vivo, Co-Founder of Menlo & Oak Advisory

Andrea De Vivo

Assoc. Director Marketing & Comms, RMHC · Former Brand & Global Comms Manager, LATAM Airlines

Born in Barranquilla, Colombia. Almost nine years at LATAM Airlines (2013–2022): she started as an international marketing and sub-brands analyst and from 2017 to 2022 was Brand and Global Communications Manager, a period that included the airline's Chapter 11. Recognized as one of LATAM's top 44 leaders out of 700. Now Associate Director of Marketing & Communications at Ronald McDonald House Charities. BBA, Universidad de Los Andes (Bogotá); Erasmus, Bocconi.

The work, in numbers.

Rinde YNK: Expense Management in 5 Days

We rebuilt 80% of the core of Rindegastos — the Santiago expense-management platform used by 4,500+ companies — in 5 days, one engineer. Months later Visma acquired it. The point wasn't the software. It was that the software was never the moat.

5
Days to build
80%
Feature parity
4,500+
Companies it serves
Read the full story

We still have day jobs. That's the whole point.

Sebastian runs Chile's second-largest multi-brand retail group. Andrea is Associate Director of Marketing & Communications at Ronald McDonald House Charities, after almost nine years at LATAM Airlines, from 2017 to 2022 as Brand and Global Communications Manager, a period that included Chapter 11. Menlo & Oak is where that experience goes to work for other companies.

You get the two of us — not a staffed pyramid — and judgment shaped by problems we are still solving on our own P&L.

Based in Santiago, Chile — with roots in Menlo Park, California.

A tunnel of pink light at the entrance of an Antihuman store.
Antihuman, one of Yáneken's brands.
US$230M
Yáneken expected sales, 2025
Source: La Tercera (August 2025)
~150
Stores operated
10+
Brands built
2
Principals, no pyramid

What we believe, and why we can prove it.

Advice you haven't tested is a hypothesis.

We've managed P&Ls, not commented on them. Every recommendation we make has already been tried somewhere it could have cost us money.

The local operator is the edge.

Five of the largest retailers on the planet have failed in Chile. Not for lack of capital — for underestimating the person who lives inside the market. Scale isn't the advantage. Context is.

Software is no longer the moat.

We rebuilt 80% of a real, later-acquired SaaS product in five days with one engineer. What's scarce now isn't the ability to build the tool — it's how many people on your team can actually operate it.

We put our names on the work.

Our record is public: La Tercera, Pulso, Diario Financiero, IdDC. No anonymized case studies, no “a leading retailer.” You can read what we did and see whose name is on it.

How we work.

  1. 1

    Diagnose

    We start by deeply understanding your business, your data, and your ambition. No generic frameworks. No recycled playbooks.

  2. 2

    Design

    We co-create a strategy that's specific, actionable, and tied to measurable outcomes. Every recommendation grounded in operator experience.

  3. 3

    Drive

    We stay engaged through implementation. We don't hand off decks — we help you execute, iterate, and ship.

Common questions

What does Menlo & Oak do?

Menlo & Oak is a boutique advisory firm founded by operators, not career consultants. We help companies with AI strategy and deployment, retail and consumer transformation, brand strategy, growth advisory and M&A, and executive coaching — working across Chile, Latin America, and the United States in English and Spanish.

How is Menlo & Oak different from a traditional consulting firm?

Our advisors work inside real organizations. Sebastian Gebhardt is CEO of Yaneken, a Chilean retail group with about 150 stores and 10+ brands, and builds AI products in production. Andrea De Vivo spent almost nine years in marketing and brand at LATAM Airlines, from 2017 to 2022 as Brand and Global Communications Manager. We advise from operating experience — deployment and P&L results instead of slide decks.

Who do you typically work with?

CEOs, boards, and owners of mid-to-large retail and consumer companies; family businesses navigating succession or modernization; and leadership teams under pressure to adopt AI who want guidance from people who have actually deployed it.

Do you only advise, or do you also build?

Both. Alongside advisory engagements we build and operate production AI products — synthetic consumer research, computer-vision retail compliance, voice AI, and demand forecasting — deployed across retail, e-commerce, and financial services in Latin America.

Where is Menlo & Oak based?

We operate from Santiago, Chile and Menlo Park, California, and serve clients across Latin America and the US, fully bilingual in English and Spanish.

How does an engagement start?

With a conversation, not a proposal. Book a consultation through our calendar or email andrea@menloandoak.com — we'll discuss your situation and tell you honestly whether and how we can help.

Tell us what you're working on.

A few lines about the problem is enough. If it's something that has already been tried at Yáneken or in one of our products, we'll tell you how it went.