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Answer hiring and labor-market questions in an AI analyst from a job postings feed

Let an AI research or HR analyst answer questions such as "who is hiring data engineers in Austin" from licensed job postings, with links to the postings it used.

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

What it costs: Charged per request: credit pricing.

How the data flows

3 inputs → Job postings feed + Company data feed → 3 fields sample data
01 · Inputs
job postings feed
job-postings-feed-2026-10-01.jsonl
company feed
company-feed-2026-10-01.jsonl
user question
linkedin.com/in/sam-specimen
02 · Forager
Job postings feed + Company data feed
Match found
03 · Outputs
Sam SpecimenVP Revenue Operations · Example Inc.
matching postings
true
cited posting urls
example.com
name
Sam Specimen
title
VP Revenue Operations
mobile
+1 (512) 555-0133
work email
sam@example.com
3 fields in the responseexample data

Steps

  1. Load job_postings_feed and company_feed into the retrieval store, keyed by organization_forager_id
  2. Index title, description, parsed_location, date_featured and is_active for filtering and search
  3. Retrieve matching postings for each question and aggregate counts by company and location
  4. Answer with the figures and cite the posting url for each example

Inputs and outputs

InputsOutputs
job postings feedmatching postings
company feedcounts by company and location
user questioncited posting urls

Questions about this recipe

How do I ground an AI assistant's hiring answers in real job postings?

Load job_postings_feed and company_feed into the retrieval store, keyed by organization_forager_id. Retrieve matching postings for each question and aggregate counts by company and location.

What does it cost to answer hiring and labor-market questions in an AI analyst from a job postings feed?

Job postings 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 user question. You get back cited posting URLs, counts by company and location and matching postings, as JSON. You also need a Forager API key, which comes with a free account.

Which job postings dataset works for retrieval?

This recipe uses Forager Job postings feed and Company data feed. Job postings feed: A licensed bulk feed of job postings, delivered to Snowflake or S3 for workforce and hiring-signal products. Let an AI research or HR analyst answer questions such as "who is hiring data engineers in Austin" from licensed job postings, with links to the postings it used.

Can teams running this workflow see a sample of the job postings feed before licensing it?

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

When should I run this workflow?

When a user asks the assistant about hiring demand, a company's open roles, or skills in demand. The assistant answers hiring questions from current, structured postings and shows its sources.

Which Forager products does this recipe use?

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

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: load job_postings_feed and company_feed into the retrieval store, keyed by organization_forager_id, index title, description, parsed_location, date_featured and is_active for filtering and search, retrieve matching postings for each question and aggregate counts by company and location and answer with the figures and cite the posting url for each example.

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 our users see Forager data in 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.

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
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