Case StudiesTier-1 PSU bank
Voice AI · BFSI · 6 Indian languages

Voice AI for collections — 3.2× contact rate.

A hybrid AI + human dialer replaced a fully-human flow at a Tier-1 PSU bank. Same headcount, 3.2× right-party contact, 28% faster resolution.

Indian collections is a multilingual, high-volume problem with a regulator looking over your shoulder. We replaced a fully-human dialer with an AI-led flow that handles the easy cases and routes the hard ones — with audit trails the bank's RBI inspection team approved on first review.

The headline
3.2×
right-party contact rate
Profile
  • ClientTier-1 PSU bank
  • PillarB2B Operations
  • IndustryBanking & FinTech
3.2×
right-party contact rate
28%
faster resolution
6
Indian languages live
0
new headcount
⌖ The brief

What they asked for.

Lift right-party contact rate on a stretched collections book without adding headcount — and pass the RBI audit on first try.

▣ How we approached it

The approach.

01

Hybrid by design

AI handles top-of-funnel attempts and easy resolutions; humans take the conversations the model flags as ambiguous, distressed, or out-of-policy.

02

Multilingual, dialect-aware

6 Indian languages with dialect calibration. Voice cadence matters as much as accuracy in collections — we tuned both.

03

RBI-aligned audit

Every call logged, transcribed, and tagged with model version, prompt, and decision rationale. PDF audit packs export on demand.

04

Per-resolution pricing

Bank pays for resolved calls, not minutes or attempts. Aligns commercials with outcomes.

◇ What we shipped

Deliverables.

Voice AI dialer

Multilingual hybrid AI + human flow, integrated with the bank's existing CRM.

Audit pipeline

Per-call evidence pack with transcription, model metadata, and decision rationale.

Operator dashboard

Live SLA, queue depth, language mix, cohort breakdowns.

Eval harness

Faithfulness, escalation correctness, refusal rates — scored on every model promotion.

↑ Outcomes

The numbers.

3.2×
right-party contact rate
28%
faster resolution
RBI
audit cleared, first review
Now booking Q4 2026

Let's build the
next chapter of your business.

Quick chat on WhatsApp. We'll scope your web, app, or AI build, show you a reference architecture, and price the first slice.

80+
shipped projects
12
industries
ISO 9001:2015
certified
98.4%
CSAT