The Challenge

Recruiters were spending hours scrolling through LinkedIn, Indeed, and Glassdoor, manually searching for roles that aligned with their candidates or client base.

But generic job boards made it nearly impossible to filter by organisation size, sector, or previous placements. The process was time-consuming, inconsistent, and while the process was successful for the time it took, it offered little commercial value.

There was no way to surface roles from companies the agency had previously worked with, nor to flag high-fit opportunities they’d missed. In short, valuable leads were slipping through the cracks and sales teams didn’t have the data they needed to act at the right time.

£50,000

Leads secured in 4 weeks

Just four users in testing coverted high-fit leads worth £50,000

12,000

Leads scraped in 40 days

Processed across LinkedIn, Glassdoor, and Indeed after deduplication.

5x

lead volume per recruiter

Sales team went from targeting 20 leads a week to 20 per day.

“The proof is in the pudding, our team are now spotting more opportunities within existing accounts and finding new ones. Having our own system, tailored to exactly how we work, has transformed how we handle leads.”

Man Drawing on Chalkboard

The Process

The project started with mapping out how recruiters were currently finding leads, trawling job boards. The majority of adverts they found were often irrelevant, duplicated, or from competitors. The fix? Automate the legwork and add real intelligence.

  • Scraped jobs from LinkedIn, Indeed, and Glassdoor
  • Filtered out other agencies and companies over 5,000 headcount
  • Cleaned and deduplicated ensuring the relevant roles stayed.
  • Built a secure web app for searching, filtering, enrichment and future enhancements.
  • Used a trained OpenAI model to enrich company data and find competitors

The result was a tailored web app that let sales and recruiters explore only high-fit roles filtering by prior placements, role type, and even direct competitors of clients.

The platform now runs daily, scraping the previous 24 hours of job ads and, more recently, matches submitted candidates to roles automatically, so consultants walk in each morning to a lead list they can act on immediately.

Conclusion

This project worked because it tackled the core inefficiency head-on: recruiters shouldn’t be spending hours chasing leads through generic job boards. By deeply understanding the client’s ICP and building a tool tailored to real-world sales workflows, the solution didn’t just surface opportunities — it delivered qualified leads that teams could act on instantly.

For recruitment agencies, this is a clear signal: lead intelligence should be owned, not outsourced. Having a bespoke system that filters by your actual client base, headcount targets, and placement history turns every candidate into a trigger for opportunity.

The system is now live, evolving daily, and live across other teams and markets with some incredible plans for the next stage to maximise conversions.

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