A fast-growing NBFC in Pune had a problem: 800 applications per week for field sales roles, and a 3-person HR team doing phone screens. Time-to-shortlist was 12 days. Offer-acceptance rate was falling because competitors were faster. They deployed Agni for first-round screening. Within 30 days, time-to-shortlist dropped to 36 hours.
Recruitment is one of the highest-volume, most repetitive call workflows in Indian business — and one of the least automated. This is changing fast.
Why Recruitment Screening Is Perfect for Voice AI
First-round candidate screening calls have four characteristics that make them ideal for automation:
- Highly structured: Every call asks the same 8–12 questions in the same order
- High volume, low complexity: 80% of screening calls are Go/No-go decisions on basic criteria
- Time-sensitive: Good candidates go cold within 24–48 hours if not contacted
- Language-diverse: Indian hiring spans Hindi, regional languages, and English — often within the same role
Agni handles all four. It calls every applicant within minutes of application, asks screening questions in the candidate's preferred language, records structured responses, and delivers a ranked shortlist to the HR team.
What a Recruitment Call Flow Looks Like
A typical Agni recruitment screening flow for a field sales role in North India:
- Opening in Hindi/Hinglish: introduce as "{Company} HR Team AI" — transparent about being automated
- Confirm basic eligibility: location, notice period, current CTC, expected CTC
- Role-specific questions: vehicle ownership, willingness to travel, prior NBFC/banking experience
- Availability for next round: schedule a slot directly via calendar integration
- Close: confirm the candidate's contact details and send an SMS summary
Transparency matters: Indian candidates respond better when the AI introduces itself honestly as an automated screening tool. Attempting to pass as human creates trust issues that affect offer acceptance later.
Screening in Indian Languages — Why It Matters
For roles in Tier-2 and Tier-3 cities — field sales, last-mile logistics, microfinance agents, healthcare workers — a significant portion of candidates are not comfortable in English. Screening in Hindi, Marathi, Tamil, or Telugu dramatically improves response rate and answer quality.
In our deployments, candidates screened in their native language provide 40% longer, more detailed answers to structured questions — giving the HR team more signal for shortlisting decisions.
Integration with ATS Systems
Agni's webhook and API integrations allow call outcomes and structured data to be pushed directly into ATS platforms. Each call produces:
- A structured JSON record with answers to each screening question
- A call summary paragraph generated by GPT-4o mini
- Sentiment score (Positive / Neutral / Negative)
- A recommended action: shortlist / hold / reject
- Full call recording for HR review
Real Numbers: What to Expect
Based on recruitment deployments across NBFC, logistics, and D2C companies:
- Contact rate within 2 hours of application: 94% (vs 23% for manual HR calls)
- Screening completion rate: 71% of contacted candidates complete the full flow
- Time-to-shortlist: 2–3 days (vs 10–14 days manual)
- HR team time saved: 6–8 hours per day per recruiter
"We went from spending half our day on first-round calls to spending our entire day on second-round conversations that actually matter. The quality of our shortlists improved because we stopped compromising on criteria when we were running out of time."HR Head, Logistics Company (Bengaluru)
Compliance Considerations for Recruitment Calls
TRAI regulations apply to recruitment calls just as they do to sales calls. Key requirements: calls only between 9am–9pm, DND scrubbing before any outreach, and consent language in the call opening. Agni enforces all three at infrastructure level — you configure the rules once and they apply to every call automatically.
Getting Started
A recruitment screening deployment on Agni takes 2–3 days to configure: define your screening questions, set shortlisting criteria, connect your telephony provider, and integrate with your ATS or a simple Google Sheet. The Growth plan (₹5,999/month) handles up to 15 concurrent screening calls — enough for most mid-size hiring operations.
