Could AI Have Saved Paidia Gaming Days of Work? A Retrospective Look at Developer Screening

Apr 28, 2025

Company: Paidia Gaming

Industry: Gaming

Challenge:

Paidia Gaming recently completed the hiring process for a Full Stack Developer role, manually reviewing over 500 applications. This process consumed approximately 4 days of valuable time for the hiring team, primarily dedicated to resume screening and initial shortlisting. Following this, drafting personalized email invitations for the initial interviews with the top 30 candidates added further to the time investment. Recognizing the potential for efficiency gains in future recruitment efforts, Paidia Gaming sought to retrospectively evaluate the capabilities of leading AI recruitment tools. This case study examines the application of Cykel AI's tool, Lucy, to the pool of past applicants to assess its effectiveness in identifying top talent and streamlining the initial stages of the hiring process.

Solution:

To evaluate Lucy's potential impact, Paidia Gaming provided Cykel AI with the anonymized resumes of the 500+ applicants for the recently filled Full Stack Developer role. The objective was to simulate a real-time screening scenario and analyze Lucy's ability to:

  • Identify the top candidates: Determine if Lucy would have flagged the candidate who was ultimately hired and other strong contenders within the applicant pool.
  • Reduce screening time: Estimate the time Lucy would have taken to process the applications compared to the 4 days spent by the human team.
  • Automate initial communication: Assess Lucy's potential to draft initial interview invitations.

Implementation:

The following steps were undertaken:

  1. Data Upload: The anonymized resume database (500+ applications) was securely uploaded to the Cykel AI platform and processed by Lucy.
  2. Role Definition: The key requirements and desired skills for the Full Stack Developer role were input into Lucy. This included technical skills (e.g., specific programming languages, frameworks, databases), soft skills (e.g., problem-solving, teamwork), and experience levels.
  3. AI-Powered Screening: Lucy analyzed each resume against the defined role requirements, leveraging its natural language processing (NLP) and machine learning algorithms to identify relevant skills, experience, and keywords.
  4. Candidate Ranking and Shortlisting: Lucy generated a ranked list of candidates based on their alignment with the role requirements, along with a suggested shortlist of top applicants.
  5. Email Drafting Simulation: Lucy's capability to draft initial interview invitation emails for the suggested shortlist was explored.

Results:

The retrospective analysis using Lucy yielded compelling insights into its potential to enhance Paidia Gaming's talent acquisition process:

  • High-Quality Candidate Identification: Lucy's analysis successfully identified the candidate who was ultimately hired by Paidia Gaming within its top 10 ranked applicants. Furthermore, the AI tool flagged several other candidates who were also part of the initial shortlist generated by the human team, demonstrating a strong convergence in identifying highly qualified individuals. This suggests Lucy possesses a robust capability in recognizing top-tier talent.

  • Detailed Candidate Profiling: Beyond a simple ranking, Lucy provided a comprehensive breakdown of each candidate's profile, including identified strengths, skill gaps, specific skills, and years of experience relevant to the Full Stack Developer role. This level of detail offered a nuanced understanding of each applicant's qualifications beyond what a standard resume review might immediately reveal.

  • Capturing Interview-Level Insights: Notably, Lucy's analysis highlighted specific strengths and potential skill gaps for certain candidates that were only identified by the Paidia Gaming hiring team during the first-round interviews, despite not being explicitly evident in the initial resume and cover letter review. For example, Lucy might have flagged a candidate's strong problem-solving approach based on the phrasing of their project descriptions, a trait that only became apparent to the interviewers through direct questioning. This demonstrates Lucy's sophisticated ability to discern subtle but crucial qualifications and needs for the job, showcasing a level of attentiveness that goes beyond surface-level keyword matching.

  • Significant Time Efficiency: As previously noted, Lucy processed the entire pool of over 500 resumes in a matter of minutes, contrasting sharply with the 4 days (approximately 32 person-hours) invested by the human hiring team. This represents a potential time saving of over 99% in the initial screening phase, freeing up valuable time for deeper engagement with promising candidates
  • Cost Efficiency: Paidia Gaming was utilizing Cykel AI's "Starter Package" at $59 per month (approximately $1.97 per day). In comparison to the significant investment of approximately 32 person-hours spent on manual resume screening, Lucy delivered substantial value for a minimal daily cost. This demonstrates the potential for even small teams to access powerful AI-driven recruitment tools at an affordable price point.

  • Streamlined Communication Foundation: Lucy's capability to generate personalized draft emails for the suggested shortlist provided a solid foundation for efficient outreach. These drafts, while requiring human review, could significantly reduce the time spent on crafting initial interview invitations, allowing the hiring team to focus on tailoring the message and scheduling logistics.
Lucy's analysis quickly highlighted the key candidates, and its insights aligned perfectly with what we discovered in interviews.

Conclusion:

This retrospective analysis clearly demonstrates Cykel AI's Lucy as a powerful tool capable of not only accelerating the initial stages of recruitment but also providing insightful and detailed candidate evaluations. "Lucy's analysis quickly highlighted the key candidates, and its insights aligned perfectly with what we discovered in interviews." - Taylor Sudermann, Director of Digital Products, Paidia Gaming. For businesses without a dedicated recruitment team, Lucy offers an invaluable solution for efficiently handling the often overwhelming task of initial candidate screening. Its affordability and ease of use empower hiring managers and HR professionals to quickly identify top talent, saving significant time and ensuring a more focused and effective hiring process.

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