How it works
Ocean.io helps you find your next best customers by understanding companies the way a human would, not just by keywords, but by what they actually do.
That’s where context vectors come in.
In simple terms:
Ocean doesn’t just read a website. It understands it.
What is a context vector?
A context vector is a way of turning a company website into a meaning-based profile.
Think of it like this:
Instead of scanning for specific words, Ocean creates a “digital impression” of a company based on:
what they offer
who they serve
what problems they solve
how they position themselves
This allows Ocean to recognize companies that are similar in real business meaning, even if they describe themselves differently.
How Ocean uses this to find Lookalikes
When you enter a company website URL, Ocean does the hard work for you:
It reads and understands the website
It builds a meaning-based profile of that company
It compares it to millions of other companies
It finds the ones that “feel” most similar
It delivers a list of high-quality Lookalikes
No complex setup. Just one URL and relevant Lookalike companies.
Example
Let’s say you enter this company:
They describe themselves as:
“AI-powered customer support automation for SaaS teams”
Ocean understands the meaning behind this, such as:
customer support tools
SaaS-focused software
automation of helpdesk workflows
Now here’s the powerful part:
Ocean will also find companies like:
“chatbot platforms for customer experience”
“automated ticketing solutions”
“customer service optimization software”
Even if they never use the same wording.
Because they operate in the same world.
Real use case: finding your next best customers
Imagine you sell:
👉 AI tools for customer support teams
Instead of manually searching or guessing keywords, you simply:
Take one of your best customers
Paste their website into Ocean.io
Click “Find Lookalikes”
And instantly, you get a list of companies that are:
similar in need
similar in setup
similar in potential
Even if they don’t look similar on the surface.
Why this matters
Traditional tools help you find companies that say the same words.
Ocean helps you find companies that mean the same thing.
That means:
better-fit prospects
less time researching
more accurate targeting
faster pipeline growth
Why this is powerful
Without context vectors:
You only find companies that use the same words
With context vectors:
You find companies that have the same meaning and intent
This means:
better leads
less manual research
discovery of hidden opportunities
How filters work together with Context Vectors
Ocean.io doesn’t just find companies that are generally similar, it lets you refine what kind of similarity matters to you.
This is where filters become powerful.
While context vectors help Ocean understand the overall meaning of a company, filters help you refine the type of companies you want to see (e.g. industry, size, or business model).
How filters refine Lookalike results
A company like IKEA operates across multiple areas, such as:
eCommerce retail
physical stores
logistics and supply chain
furniture manufacturing
digital commerce operations
If you simply search for IKEA as a Lookalike, Ocean will find companies that are broadly similar across its overall business profile.
But if you add a filter, you guide Ocean toward which part of IKEA you actually care about.
Example
Let’s say you enter:
👉 ikea.com
Without filters, Ocean will look for companies that are broadly similar to IKEA as a whole business.
Now you add a filter like:
👉 Industry: eCommerce
Ocean will now prioritize companies that are similar to IKEA specifically in their eCommerce activity, such as:
online-first retail companies
brands with strong digital sales channels
companies focused on direct-to-consumer online commerce
Even if those companies are not identical to IKEA in every part of their business.
Frequently Asked Questions (FAQs)
What is a context vector in simple terms?
A context vector is a digital representation of what a company means. It captures the essence of a business based on its website content, not just keywords.
Do I need to set up filters as well?
No. You can use Lookalikes with just a URL.
However, adding filters helps you refine the type of companies you want to see, making results more focused and relevant.
