Marketing Intelligence Vault Enter the vault
A living research system / 001

Marketing
intelligence
with a memory.

A trusted room for the real work: products, markets, customers, competitors, positioning, messaging, content, GTM, AI workflows, and the strategic lessons that connect them.

Updated in public · built for marketers and product teams
The
connected
view
Product
Market
Customer
Content
GTM
Competitor

The useful signal is usually hiding between two familiar things.

01 / The system

Not a library.
A point of view.

The Vault is a public working system for making sense of a noisy market. It turns scattered research into a connected body of evidence you can return to, challenge, compare, and use.

01

Real products

What is being built, shipped, positioned, changed, and adopted.

02

Markets & customers

The pressure, language, behaviour, needs, and workarounds beneath the category.

03

Competitors & positioning

The claims everyone makes — and what those claims reveal about how companies compete.

04

Messaging & content

How companies turn product value into language people can understand, remember, and act on.

05

GTM & growth

The decisions behind launches, channels, sales enablement, adoption, and expansion.

06

AI & workflows

Where AI can accelerate research, analysis, creation, experimentation, and learning.

Useful research should change what you notice next.

Working principle / field note 000
Case studies / The Vault

Real companies.
Different questions.

The Vault studies real products and companies through a consistent marketing lens. Each case asks a different question — and connects the answer to the wider system.

Case study / 001

HubSpot

CRM · SALES · AI

How does an AI capability become a reason to buy, adopt, and stay?

A product marketing analysis covering Customer → ICP → Competition → Positioning → Messaging → GTM → Launch → Pricing → Adoption → Metrics → AI → MOAT.

Open case study ↗
Case study / 002

Zoho

SAAS · BUSINESS SOFTWARE · ECOSYSTEM

How does an integrated product ecosystem compete in a crowded SaaS market?

Exploring product breadth, customer segments, positioning, competitive strategy, pricing, ecosystem value, and differentiation.

Open case study ↗
Case study / 003

Notion

PRODUCTIVITY · COLLABORATION · COMMUNITY

How does a flexible product become part of the way people work?

Exploring product experience, customer behaviour, positioning, community, content, growth loops, and product-led adoption.

Open case study ↗
Case study / 004

Salesforce

CRM · ENTERPRISE · PLATFORM

How does a category leader continue to create differentiation?

Exploring enterprise positioning, ecosystem strategy, product expansion, messaging, GTM, and competitive advantage.

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Case study / 005

Canva

DESIGN · COLLABORATION · PLG

How can simplicity become a competitive advantage?

Exploring accessibility, product-led growth, customer expansion, positioning, content, and ecosystem.

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Case study / 006

Netflix

STREAMING · CONTENT · PERSONALISATION

How do product, content, and customer behaviour reinforce one another?

Exploring customer psychology, recommendation systems, content strategy, retention, positioning, and competitive advantage.

Open case study ↗
Case study / 007

OpenAI

AI · TECHNOLOGY · CATEGORY CREATION

How does a new technology category teach the market what it is worth?

Exploring product education, positioning, adoption, messaging, ecosystem development, and the changing role of AI in marketing.

Open case study ↗
Explore all case studies ↗
02 / Field notes

A few signals
worth keeping.

Short, opinionated dispatches from the larger system. One idea at a time. Follow the thread when the question deserves more.

03 / The method

Research is
a loop, not
a deliverable.

Observe the market. Find the evidence. Name the tension. Connect it to the work. Form a question. Test the thinking. Share what you learn. Then come back with better eyes.

keep
looking
ObserveConnectTestShare
04 / How it stays useful

The rules
of the room.

A living system needs constraints. These keep the work rigorous without making it precious.

Cross-vault intelligence

What happens when
the case studies
start talking?

One company can teach you something. Several companies can reveal a pattern. The Vault connects research across them to identify recurring patterns in:

HubSpot vs Zoho: Different approaches to SaaS positioning.

Notion vs Canva: How simplicity and flexibility become product advantages.

Salesforce vs HubSpot: Two different approaches to building a platform.

Canva vs Adobe: What happens when accessibility challenges professional depth?

Explore cross-vault research ↗
MOAT / Durable advantage

What remains
when everyone can
copy the feature?

Every case study eventually asks the same question: where does the advantage actually come from?

The real advantage is learning faster.

Explore MOAT research ↗
A public body of work

Come for
the signal.

Stay for the connections. The Vault is being built in public for people who want a more considered way to understand what is happening around products, markets, customers, and the decisions connecting them.

Read the latest notes ↗