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Model look-alike B2B audiences from firmographic and hiring signals

Find in-market companies that look like a customer's best accounts using firmographics and hiring activity.

  • Free API key
  • No credit card
  • Run your sample

A selection of teams that run this job on Forager · plus other sales-tech platforms

  • Clay
  • Juicebox
  • Nooks
  • Vieu
  • Adzact
  • HubSpot
  • Cortex Intelligence
  • Eggi.io

What it costs: Charged per request: credit pricing.

How the data flows

3 inputs → Company data feed + Job postings feed + People data feed → 3 fields sample data
01 · Inputs
Your list
contacts.csv · 1,200 rows
company feed
company-feed-2026-10-01.jsonl
job postings feed
job-postings-feed-2026-10-01.jsonl
02 · Forager
Company data feed + Job postings feed + People data feed
Match found
03 · Outputs
Lee SamplerVP Revenue Operations · Example Inc.
look-alike score
0.96
name
Lee Sampler
title
VP Revenue Operations
mobile
+1 (312) 555-0107
work email
lee@example.com
company
Example Inc.
3 fields in the responseexample data

Steps

  1. Join seed accounts to company_feed attributes (industry, employees, locations, technologies)
  2. Add hiring features from job_postings_feed (role mix, posting velocity)
  3. Train a look-alike model and score all companies in the feed
  4. Export top-scored accounts as audiences and refresh on each delivery

Inputs and outputs

InputsOutputs
seed customer listlook-alike score
company feedin-market company list
job postings feedhiring features

Questions about this recipe

How do you build a look-alike audience of B2B companies?

Train a look-alike model and score all companies in the feed. Export top-scored accounts as audiences and refresh on each delivery.

What does it cost to model look-alike B2B audiences from firmographic and hiring signals?

Company data feed is a flat annual licence, global or regional, not priced in credits. Self-serve plans are Starter, Growth, Pro and Scale. See plans and prices

What do I need to run this recipe, and what comes back?

You send company feed, job postings feed and seed customer list. You get back hiring features, in-market company list and look-alike score, as JSON. You also need a Forager API key, which comes with a free account.

Can job postings predict which companies are in-market?

Find in-market companies that look like a customer's best accounts using firmographics and hiring activity. Marketers find many more in-market companies and cut wasted spend.

Is there a free way to try Forager on this workflow?

Yes. Request a sample extract of the company data feed on a 30-minute call and check the fields against your own records before you license it.

When should I run this workflow?

An advertiser supplies a seed list of best customers. Marketers find many more in-market companies and cut wasted spend.

Which Forager products does this recipe use?

Company data feed, job postings feed and people data feed. Company data feed: a licensed file of 65M+ company profiles and firmographics, delivered to Snowflake or S3 on a schedule. Job postings feed: a licensed bulk feed of job postings, delivered to Snowflake or S3 for workforce and hiring-signal products.

How accurate is Forager data?

The test that counts is your own: send a list of profiles you care about. We run it and show you what we find, number by number, so you can measure hit rate and connect rate yourself.

Which tools can run this workflow?

Delivered as a data share to Snowflake, Databricks and Amazon S3. Or call the endpoints in the steps above from your own code with one API key.

How many steps is this workflow?

4 steps: join seed accounts to company_feed attributes (industry, employees, locations, technologies), add hiring features from job_postings_feed (role mix, posting velocity), train a look-alike model and score all companies in the feed and export top-scored accounts as audiences and refresh on each delivery.

Is there a contract or minimum commitment?

Data feeds are licensed on an annual agreement, with the term, volume and refresh schedule written into it. There are no self-serve plans for feeds.

Can we show Forager data inside our product?

Yes, under platform terms. Self-serve plans cover internal use by your own team. Showing Forager data to your users, or passing records on, is licensed separately: talk to sales about volume and which fields your users need to see.

A selection of teams that run this job on Forager · plus other sales-tech platforms

  • Clay
    • GTM workflow builders

    Selected use case: Forager mobile numbers, emails and people data inside Clay tables.

  • Juicebox
    • AI candidate sourcing

    Selected use case: Forager data behind its PeopleGPT search and sourcing agents.

  • Nooks
    • Power & parallel dialers

    Selected use case: mobile numbers inside their dialer.

  • Vieu
    • ABM & intent

    Relationship-mapping platform that helps sales teams and AI agents find warm introductions.

  • Adzact
    • ABM & intent

    B2B advertising platform that models ideal buyers from business signals.

  • HubSpot
    • CRM add-ons

    Selected use case: enriching contact and company records with people, company and job-posting data.

  • Cortex Intelligence
    • ABM & intent

    GTM intelligence platform for account research and outbound.

  • Eggi.io
    • ABM & intent

    Startup that maps a company’s extended network to its targets so teams can ask for warm introductions.

Start building

Put people, company and job data your users can act on inside your product

Send us a list. We run it, show you what we find, then talk volume and terms.

  • $5 free credits
  • No credit card
  • Run your sample
Platforms and teams that build on Forager
  • Clay
  • Juicebox
  • Nooks
  • Andela
  • HubSpot
  • SeekOut