Jobs Data Platform

How JobFront’s AI Data Agents Work

We use AI to build, operate, and continuously improve a fleet of scrapers that track jobs from 100,000's of companies

The Challenges With Legacy Jobs Data Providers

Most jobs data providers are built on manual web scraping and rigid, one-off integrations.

  • 1 Expensive. Every time a careers page changes, a human has to rebuild or patch a scraper.
  • 2 Slow. Broken scrapers often sit for days or weeks before being fixed.
  • 3 Error-prone. Missing, inconsistent, or partially filled in datapoints.
  • 4 Rigid. Each job board outputs different fields and formats.
  • 5 Limited. Only AI can structure benefits, requirements, and other semantic signals.

AI Agents That Run Your Jobs Data Stack

Our data agents enable JobFront to be more flexible, more accurate, and materially cheaper than legacy scraping vendors

Job Scraper
Live

Generates and repairs scrapers for any careers or jobs page.

When a page changes, it self-heals — usually before anyone notices a drop in coverage.

Job Enricher
Live

Turns messy job text into standardized fields.

Extracts and standardizes data: compensation, job function, seniority, location, skills, ONET codes, and more.

Source Enricher
Live

Understands the companies and job boards behind the jobs.

Tags sources with logos, industry, company size, HQ location, and other metadata.

Data Cleaner
Live

Continuously audits and repairs your jobs data.

Monitors broken fields, coverage gaps, odd spikes or drops, and drift in structure.

How the agents work together
Source ingestion, AI agents operate in the middle, and output enriched data
Sources
Corporate careers sites
Job boards & niche marketplaces
Custom & JS-heavy sites
User-input and self-discovery.
AI Agents
Job Scraper Agent
Job Enricher Agent
QA & Self-healing Agent
Fully automated.
Outputs
API & webhooks (JSON)
XML & CSV exports
Analytics & internal tools
No-code and pro-code.

The AI Cost Curve That
Works In Your Favor

In the past year, we’ve dropped the cost of generating scrapers down by 10x.

Then

$40 per scraper

Traditional, human-engineered scrapers with high setup & maintenance costs.

Now, 2025

$0.40 per scraper

AI agents now handle almost all of the generation and repair work.

Soon, 2026

≈ $0.04 per scraper

Our roadmap pushes costs toward zero — and we pass as much of that as possible directly to customers.

What this means for you
  • Overall ~50% lower prices (today) than human-heavy scraping vendors.
  • Faster iteration. Experiment with new sources, fields, and regions.
  • Compounding quality. Your data becomes more accurate and more complete.
Reliability

Built-In Self-Healing

Legacy vendors wait for something to break, then open a ticket and hope someone fixes it in a few days. JobFront’s AI agents continuously watch your coverage, detect changes, and repair issues on their own.

What happens when the internet changes?
  • Self-healing scrapers. Our agents detect layout and DOM changes on careers pages, regenerate the scraper, and retry — usually before anyone notices missing jobs.
  • Auditing agents. Separate QA agents scan live data for anomalies — bad locations, pay ranges that don’t make sense, missing fields — and attempt automatic fixes.
  • Continuous monitoring. We track drops and spikes in job counts, schema drift, and fields that suddenly go blank, then trigger repair flows instead of opening tickets.
  • Humans on the edge cases. When an agent can’t safely auto-fix, it escalates with full context — so our team can resolve issues quickly without guessing.

The result: fewer silent failures, faster recovery when the web changes, and jobs data that stays trustworthy as you scale.

Ready to scale your jobs data?

Join the job boards, investors, and AI platforms building on JobFront.

Schedule a Demo