AI-Powered HR Copilot for Recruitment and Surveys
Client Profile
A fast-growing technology company experiencing rapid hiring cycles and increasing employee engagement needs.Business Challenge
The HR team was overwhelmed by the scale of operations:
- Recruiters processed hundreds of resumes per job posting, leading to bottlenecks.
- Interview scheduling with hiring managers was inconsistent and time-consuming.
- Employee engagement surveys generated massive volumes of free-text responses, delaying response actions.
Solution Approach
We developed a multi-functional AI-powered HR Copilot to support recruitment and employee experience analysis. Recruitment Automation
- Resume & Cover Letter Screening:
- Integrated with the company’s ATS.
- Utilized GPT-4 + NLP classifiers to extract qualifications, assess alignment, and assign a “fit score.”
- Bias mitigation implemented by prioritizing skills and experience-based keywords.
- Candidate Communication:
- Automatically drafted personalized emails for interview invites and rejections.
- Saved recruiters hours per week in correspondence.
- Interview Coordination:
- Synced with calendars to suggest optimal interview times.
- Generated tailored interview questions based on each candidate’s resume and role requirements.

- Applied sentiment analysis using a fine-tuned transformer model.
- Categorized responses as positive, negative, or neutral.
- Used topic modeling to detect key themes like “leadership,” “work-life balance,” and “compensation.”
- Produced detailed reports (e.g., “80% of comments about Management are positive…”).
- Enabled chatbot interface for HR teams to ask real-time queries like:
Results & Benefits
Recruitment Outcomes

- Resume screening time reduced from several days to minutes per job posting.
- Time-to-hire decreased by ~50%, accelerating recruitment.
- Quality-of-hire improved: new hires rated 10% higher in performance within 6 months.
- Candidate experience enhanced, with timely, personalized responses reflected in improved Glassdoor reviews.
- HR team saved 20+ hours per month on administrative tasks.
Survey Analysis Outcomes

- Manual coding and summarizing surveys (previously 2–3 weeks) reduced to same-day turnaround.
- Enabled real-time HR action, e.g., resolving a workload issue in one department within a week of survey closure.
- Employee engagement scores rose in the next cycle due to faster issue resolution.
- Comprehensive comment coverage ensured no feedback went unaddressed.
User Impact
HR staff began referring to the copilot as a trusted team member: “It’s like I got my very own assistant who preps everything—my candidate shortlist and suggested interview questions are ready when I start my day.”Inquiry
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