How SBI Operations Support (SBOSS) Put an Audit Trail Under an Entire Banking Workforce — Not a Sample of It
Five voice AI agents cover the candidate-to-field-force journey; a sixth delivers the training itself.
The Scale of the Problem
Built for a volume no manual process was designed for
SBOSS runs one of India's largest outsourced banking workforce programs — 57,422 employee interactions in a single data window. Every one used to depend on someone being available, remembering to ask, and writing it down.
Assigned across six agents in one program — in less than five months.
Average volume per working day — no audit team can review that by hand.
Manual sampling reads a fraction of calls, so issues are statistical estimates, not facts.
One call, one candidate, one entry — the transcript is the source of truth.
"At SBOSS's scale, 'mostly consistent' isn't good enough, and manual sampling isn't a compliance strategy — it's a ceiling."
What Actually Happens, Stage by Stage
Five points where coverage changed the answer
Representative scenes — illustrating the pattern the data shows, not a transcript of one verified call.
A slot that never had to sit empty
A shortlisted candidate gets a WhatsApp link for their interview. Some open it immediately. Some don't — and until now, nobody found out until the interview slot sat empty. Today, a Vozzo voice AI agent calls to remind them, and confirms the link actually landed — every time, not when someone remembers to check.
Every candidate answered, individually
A candidate gets interviewed and then goes quiet — and a recruiter is left guessing whether that's a good sign or a lost hire. Today, a Vozzo voice AI agent calls every interviewed candidate directly: are you still interested in this role, can you join within 10 days, and if not, how many days do you actually need — and if this particular opening isn't the fit, would another role or branch be? In this data window, 76–77% confirmed they're still interested, and just over half (~55%) could join inside 10 days — real, individual answers a recruiter would otherwise have to chase down one call at a time.
The question nobody was asking
A new joinee's first weeks are exactly when a bribery or gratification demand during hiring is most likely to still be fresh enough to report — and exactly when nobody is asking. Vozzo's onboarding agent calls every new joinee, checks HR and branch coordination, and asks the question directly. In this data window, that direct question surfaced 212 flagged cases that a general "how's it going" check would likely have missed.
The same induction, every session
A trainer used to deliver the same induction deck, in the same tone, to every batch — and inevitably delivered it a little differently on session forty than session four. Now a Teams-native AI presenter, with a lifelike avatar, joins the live MS Teams induction, delivers the deck in Hindi and English, and takes live trainee questions — the same way, every time, freeing the human trainers to spend that time on curriculum instead of repetition.
What actually happened at the door
A field officer visits a borrower to close a loan. What was said, what was disclosed, whether anything was asked for beyond the paperwork — previously reconstructable only if someone happened to sample that specific call. Now a voice AI agent calls the borrower afterward, verifies consent and disclosure completeness, and asks directly whether anything was solicited. Flagged cases go out same-day, not at the next audit cycle.
How the Six Agents Work Together
One lifecycle, five stages, six agents
Five voice AI agents run structured compliance QA and open-ended feedback capture across the candidate-to-field-force journey. A sixth — the Teams-native AI presenter — delivers the training itself. Together they cover: Hiring → Interview → Joining → Training (Delivery + QA) → Field Quality.
Interview Reminder Call
379 calls, 88.4% completion
Live since: Aug 2026 (1 mo)
Candidate Interest & Joining Confirmation
3,225 calls, 54–81% completion
Live since: Aug 2026 (1 mo)
New Joinee Onboarding Feedback
19,015 calls, 73.7% completion
Live since: Apr 2026 (5 mo)
AI-Led Induction Training (avatar)
67 sessions, ~103 hrs delivered
Induction Training Feedback
23,069 calls, 69.7% completion
Live since: Apr 2026 (5 mo)
SBI Borrower / FOS Interaction QA
11,734 calls, 55.2% completion
Live since: Aug 2026 (1 mo)
Read this table month-for-month, not stage-for-stage. Joining and Training–QA have been live since April 2026 — five months of accumulated calls. Hiring, Interview, and Field Quality only went live in August — one month each. Put on a same-month basis, the newer stages are already running at or above the older stages' pace: Field Quality logged 11,734 calls in its first month alone, more than either mature stage averaged per month (Joining ≈3,800/month, Training–QA ≈4,600/month across Apr–Aug).
Capabilities built for this program
Bilingual live delivery
The induction avatar presents in Hindi and English and handles trainee Q&A in real time — not a recorded video.
Structured + open-ended in one call
Every QA call runs a fixed compliance script and captures open-ended voice-of-customer signal, not just a yes/no checklist.
Scheduled auto-retry
Every unconnected number is re-attempted automatically at the hours most likely to connect (typically 10 AM–12 PM) — no agent effort required.
Same-day escalation
Flagged cases (branch/RBO, amount solicited, requester, stage of ask) are auto-compiled and mailed to the SBOSS team daily — not at the next audit cycle.
The Results
An audit trail where there used to be a sample
calls connected, out of 57,422 interactions assigned
structured, timestamped bribery/misconduct flags surfaced automatically — an audit trail no manual sampling could match at this scale
connections (28% of all connected calls) recovered purely through automatic retry — no manual redialing
of induction training delivered by AI, freeing ~49 trainer hours a month for curriculum work instead of repetition
job-ready confidence reported by trainees after induction; 94% rate the trainer “excellent” or “good”
Trending the right way, not just holding steady
Apr–Aug 2026New joinees reporting an issue on their first day
New joinees rating their HR partner accessible and responsive
Coverage summary
Give your workforce program the same coverage.
If your operation runs on samples, this is the pattern the data shows when you stop. Six agents, one lifecycle, one audit trail — deployed for SBI Operations Support in weeks, not quarters.