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Solving AI-Generated Applications and Candidate Fraud in Engineering Hiring

Published on April 14, 2026

Categories: Talent Acquisition

Website: https://lastcallmedia.com/

Last Call Media logo

Solving AI-Generated Applications and Candidate Fraud in Engineering Hiring

Client: Last Call Media
Sector: Digital Consultancy (Government, Education, Non-Profit)
Location: North America (Fully Remote)
Service Model: Embedded Recruitment

 

Company Overview

Last Call Media is a 50+ person, fully remote digital consultancy supporting government agencies, educational institutions, and non-profit organisations across North America.

They specialise in building and modernising digital platforms, requiring highly skilled technical talent, particularly in full stack software engineering.

 

The Challenge: High Application Volume, Low Candidate Quality

As the business entered a growth phase, hiring demand increased rapidly with a requirement to hire 5+ full stack engineers.

However, the hiring process became inefficient and high-risk due to:

  • A surge in low-quality applications, many generated using AI tools
  • Increased instances of “catfishing” candidates misrepresenting identity, location, or experience
  • Significant time drain on internal teams reviewing irrelevant or misleading applications
  • Difficulty verifying candidate authenticity, even at interview stage
  • Risk of poor hiring decisions due to lack of reliable screening processes

This created a bottleneck where volume was high, but trust and quality were low.

 

Our Talent Acquisition Strategy

We embedded directly into Last Call Media’s hiring process, taking full ownership of the recruitment function and introducing structure, control, and quality assurance.

Our approach included:

  • End-to-end recruitment management
    Managing sourcing, screening, and first-round interviews to reduce internal workload
  • Enhanced candidate verification process
    Introducing live video screening via Teams to validate identity, location, and authenticity
  • Targeted sourcing for technical roles
    Focusing on qualified full stack engineers aligned with project and sector requirements
  • Strict screening and qualification criteria
    Filtering out AI-generated and misrepresented applications early in the process
  • Candidate-role alignment
    Ensuring only candidates with relevant technical capability and experience progressed

 

 

Geography: Remote Hiring Across North America

Operating in a fully remote model, Last Call Media required candidates based in the US.

We implemented additional verification steps to ensure:

  • Candidates were genuinely located in the US
  • Compliance with hiring requirements
  • Reduced risk of fraudulent or misrepresented applicants

 

 

Results: Restoring Control and Confidence in Hiring

  • Significant reduction in time spent reviewing irrelevant applications
  • Improved quality of candidates progressing to interview stage
  • Increased confidence in candidate authenticity and suitability
  • Streamlined hiring process with clear ownership and structure
  • Enabled internal teams to focus on final-stage decision-making rather than screening

 

 

At a Glance

Hiring Demand:

  • 5+ Full Stack Engineers Fully Remote Based in the US

 

Primary Issue:

  • AI-generated CVs and candidate fraud

 

Application Quality:

  • Majority unqualified or misrepresented

 

Time Drain:

  • Internal teams overwhelmed with screening

 

Our Impact:

  • Filtered noise, restored candidate trust

 

Outcome:

  • High-quality, verified candidates

 

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