Fixing the Data Layer for AI Job Search Platforms

A practical guide for teams building copilots, matching engines and auto-apply apps.

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What you'll learn

Why job data goes stale in four quiet ways

The five things AI products need from job data

Three ways to source job data: build your own crawler, use open and partner feeds, or buy from a data provider

How to choose a route: build, blend or buy?

Five questions to ask any data source

What the 15 minutes cover

It’s 15 minutes, in four parts.

Fixing the Data Layer for AI Job Search Platforms

0:00–3:15

Why job data goes stale in four quiet ways

3:15–7:15

The five things AI products need from job data

7:15–12:00

Three ways to source job data, making your own data AI-ready, and the pipeline every AI job product needs

12:00–15:00

Build, blend or buy? How to choose a route, and five questions to ask any data source

Who should watch

Anyone building a product that helps people find work: a job copilot, a matching engine, an auto-apply tool.

Job copilots

Every recommendation must be apply-able today.

Matching engines

“Sr. SWE II” and “Senior Software Engineer” are the same role.

Auto-apply tools

Most postings never announce they have closed. The page just changes or disappears.

YOUR PRESENTER

We had job data flowing into our systems within a day. Clean schema, well-documented API, and no surprises.

JobsPikr delivers on its core promise — reliable, structured, up-to-date job market data without having to build and maintain scrapers yourself

Pleasant and reliable, they've become a valued partner for HR DataHub.

They are our current data partners for job postings data. JobsPikr scrapes data from multiple job boards and company websites every day and there has never been an issue with the quality of data.

Your AI is smart. Your job inventory isn't.

Users don’t blame the data. They blame your product.

Fixing the Data Layer for AI Job Search Platforms

Watch the session

What you'll learn

What the 15 minutes cover

Who should watch

Job copilots

Matching engines

Auto-apply tools

Your AI is smart. Your job inventory isn't.

Solutions

About Us

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