Endpoint: POST /businesses/lookalike/enrich
POST /businesses/lookalike/enrich
Description
This enrichment is powered by Ocean.io, a provider of lookalike companies based on advanced similarity analysis.

The Lookalike Companies Enrichment identifies and returns businesses that closely resemble a given company across key dimensions such as industry, size, geography, and online presence. This enrichment is powered by an external API provided by Ocean.io, which uses its own similarity engine to surface relevant company lookalikes.
Similarity scores are calculated based on a combination of structured business attributes (e.g., number of employees, revenue range, industry classification, and country), semantic similarity of company descriptions, digital footprint overlap (such as website content and web signals), and additional contextual indicators sourced from Ocean.io’s data graph.
For each input company (business_id), the enrichment returns up to 3 lookalike companies, including their firmographic attributes and a similarity score indicating the strength of the match (e.g., Medium or High).
This enrichment provides a powerful signal for identifying companies that “look like” your target ideal for use cases such as lead generation, market expansion, competitive intelligence, and segmentation strategies.
How It Works
- Input: Provide a
business_id
obtained from the Match Businesses API. - Processing: The system identifies businesses with high similarity scores based on business attributes, descriptions, and digital footprint.
- Output: A list of lookalike companies with attributes such as name, website, industry, size, revenue range, and similarity score.
Example Request (cURL)
{
"request_context": {
"seller_id": "sample_id"
},
"business_id": "a10d43b58da3d3cfe649aa6df64fc398"
}
Example Response
{
"response_context": {
"correlation_id": "48ed8e45a0174dd4a8b599c7f30e5a4e",
"request_status": "success",
"time_took_in_seconds": 3.57
},
"data": [
{
"response_context": {
"correlation_id": "cc5cc6c090ca46c9bc9c0229903614c1",
"request_status": "success",
"time_took_in_seconds": 6.039
},
"data": [
{
"business_id": "a10d43b58da3d3cfe649aa6df64fc398",
"lookalike_business_id": "2e3b8828e302dc00e85f4c26b4ca042e",
"lookalike_business_name": "salefinderconz",
"lookalike_website": "https://salefinder.co.nz",
"lookalike_description": "SaleFinder is an online store that sells furniture, beds, mattresses, home appliances, clothing, and electronic devices.",
"lookalike_number_of_employees_range": "11-50",
"lookalike_revenue_range": "1M-5M",
"lookalike_naics_description": "Marketing Consulting Services",
"lookalike_country_location": "nz",
"similarity_score": "High"
},
{
"business_id": "a10d43b58da3d3cfe649aa6df64fc398",
"lookalike_business_id": "1ac0e0475cf869d98d7ee6f5bf7df2f5",
"lookalike_business_name": "asd market week",
"lookalike_website": "https://asdonline.com",
"lookalike_description": "ASD Market Week is the most comprehensive trade show for consumer merchandise in the United States. Our show is held twice a year in Las Vegas. At ASD, the worlds widest variety of general merchandise and consumer products comes together in one efficient four day shopping experience. On the show floor, retailers of all sizes discover quality choices at every price point.",
"lookalike_number_of_employees_range": "51-200",
"lookalike_revenue_range": "10M-25M",
"lookalike_naics_description": "Convention and Trade Show Organizers",
"lookalike_country_location": "us",
"similarity_score": "High"
}
],
"entity_id": "a10d43b58da3d3cfe649aa6df64fc398"
}
Best Practices
- Always use a valid
business_id
obtained via the Match Businesses API. - Interpret similarity scores to prioritize the strongest matches for your use case (e.g. focus on “High” similarity for precise lookalikes).
- Combine lookalike insights with other enrichment signals (e.g. firmographics, technographics) for deeper segmentation.
- Re-run lookalike queries periodically to capture changes in the business landscape and discover new similar companies.
Lookalike Companies Output Signals
Signal | API Name | Description | Data Type |
---|---|---|---|
Comparable Business ID | comparable_business_id | The Explorium ID of the requested company. | TEXT |
Lookalike Business ID | lookalike_business_id | The Explorium ID of the lookalike company. | TEXT |
Lookalike Business Name | lookalike_business_name | Name of the lookalike company. | COMPANY |
Lookalike Website | lookalike_website | Website URL of the lookalike. | URL |
Lookalike Description | lookalike_description | Description of the lookalike company. | TEXT |
Lookalike Number of Employees Range | lookalike_number_of_employees_range | Employee range for the lookalike. | CATEGORY |
Lookalike Revenue Range | lookalike_revenue_range | Revenue range for the lookalike. | CATEGORY |
Lookalike NAICS Description | lookalike_naics_description | NAICS (North American Industry Classification System) description for the lookalike. | CATEGORY |
Lookalike Country Location | lookalike_country_location | The country of operation for the lookalike. | COUNTRY |
Similarity Score | similarity_score | Similarity score of the lookalike to the requested company. Medium (0.95–0.975), High (0.975+). | TEXT |
📌 For additional enrichment options, explore related API endpoints below.