Use case #0001

How Video KYC AI moderates 1,000 simultaneous V-CIP sessions

A human Video KYC agent can run one session at a time. A Video KYC Moderator AI runs 1,000. Not by replacing the human verification decisions that the RBI's V-CIP framework requires — but by handling every element of the session that does not require a human: the pre-session checks, the real-time document verification, the liveness confirmation, the geolocation validation, and the session recording and logging. The human agent verifies. The AI conducts.

A human Video KYC agent can run one session at a time. A Video KYC Moderator AI runs 1,000. Not by replacing the human verification decisions that the RBI's V-CIP framework requires — but by handling every element of the session that does not require a human: the pre-session checks, the real-time document verification, the liveness confirmation, the geolocation validation, and the session recording and logging. The human agent verifies. The AI conducts.

The V-CIP bottleneck — and why it has always been at the agent layer

Since the RBI introduced the Video-Based Customer Identification Process (V-CIP) guidelines in January 2020 and expanded them through subsequent circulars, the regulatory framework has been clear: the video session must be conducted by an authorised official of the reporting entity, must be recorded end-to-end, must capture the borrower presenting their Aadhaar and PAN live on camera, and must include specific verification steps performed in real time.

The requirement for an authorised official — a human — in every session created an instant throughput ceiling. An agent who can run ten sessions per hour, with reasonable session length and handoff time, sets the maximum KYC capacity of the institution. Scale the application pipeline and you scale the staffing requirement proportionally. During peak onboarding periods — product launches, festive season demand surges, DSA-driven campaign peaks — the human agent layer becomes the rate-limiting constraint on disbursements.

The Video KYC Moderator AI does not eliminate the human agent from the V-CIP session. It restructures what the human agent does within it — from conducting the session manually to supervising and approving an AI-moderated session that has already performed the majority of verifiable checks automatically before the agent's attention is needed.

"The RBI requires a human official in every V-CIP session. The Video KYC Moderator AI ensures that human official spends their time on the decisions only a human can make — not on the checks a machine can run faster, consistently, and without fatigue."

What the AI handles vs what the human agent decides

The division of responsibility in a V-CIP session

The Video KYC Moderator AI handles: pre-session eligibility checks, geolocation validation, face match against Aadhaar photograph, liveness detection, document OCR and data extraction, cross-check of extracted data against application fields, session recording start/stop, real-time compliance flag generation, and audit trail logging. The human agent handles: starting and closing the session, confirming their identity as the authorised official, making the final pass/refer/fail determination, and signing the electronic session record. The regulatory requirement for human involvement is met — at a fraction of the time cost of a fully manual session.

The live session dashboard: 1,000 sessions in progress

V-CIP Session Dashboard — Live View
Nov 14, 2025 · 14:32:08 IST · 1,000 active · 48 agents online
1,000 Active sessions
847 Auto-progressing
94 Agent review queue
14 Flags raised
48 Agents online
Live session feed — 5 of 1,000 shown
VK-2025-8841 Priya Sharma
Document OCR 4:12
VK-2025-8842 Rajesh Kumar
Liveness check 2:38
VK-2025-8843 Suresh Pillai
⚑ Agent review 6:44
VK-2025-8844 Meera Nair
Agent sign-off 7:21
VK-2025-8845 Anand Singh
Geoloc. check 0:54
847 progressing autonomously · 94 awaiting agent attention · Average agent handle time: 68 seconds per session Sessions today: 4,284 · Completed: 3,284 · Pass rate: 91.4%

The session timeline: what happens in the 7 minutes of a V-CIP session

Session timeline — parallel AI checks vs human touchpoints (7-minute session)
Pre-session AI
Eligibility
Geoloc
Liveness AI
Passive scan
Challenge
Face match AI
128-pt geometry vs Aadhaar photo
Document AI
OCR + data extract + cross-check
Human agent
Open
Review + sign
Done
Recording AI
Continuous session recording · End-to-end · Encrypted · Tamper-sealed
AI processing
Human touchpoint
Check complete
Waiting / session in progress

How 48 agents handle 1,000 simultaneous sessions

With a fully manual V-CIP process, 48 agents running ten sessions per hour each produce a maximum throughput of 480 sessions per hour. The Video KYC Moderator AI changes the arithmetic. Because the AI handles 85–90% of the session autonomously, the human agent's required engagement per session is not seven minutes — it is approximately 68 seconds: open the session, review the AI-generated compliance summary, confirm their identity as the authorised official, and sign off.

At 68 seconds average handle time, each agent can handle approximately 52 sessions per hour. Across 48 agents, that is approximately 2,500 sessions per hour — and the 1,000 simultaneous session load is managed with meaningful headroom. The agent's role shifts from operator to supervisor: they are not running the session, they are certifying it.

The 9.4% of sessions that generate a compliance flag require longer agent engagement — typically 3 to 5 minutes of active review. The Video KYC Moderator AI prioritises these sessions in the agent queue automatically, ensuring that the flag cases receive the attention they require without creating a queue that delays the routine cases behind them.

1,000Simultaneous sessions — all moderated by AI, all compliant with RBI V-CIP guidelines
68sAverage agent handle time per session — vs 7 minutes for a fully manual V-CIP session
48Agents required for 1,000 simultaneous sessions — vs 1,000 in a fully manual operation
4,284Sessions completed today — at a throughput no manual operation could sustain

Scale is not the point — consistent quality at scale is

A video KYC operation that runs 4,284 sessions per day and applies the RBI compliance checklist inconsistently — because agent 31 is more thorough than agent 12, because the 4 PM sessions are less carefully reviewed than the 10 AM ones — is not a compliant operation at scale. It is an inconsistent operation that happens to be large. The Video KYC Moderator AI applies the same checklist to every session, regardless of time of day, agent, or session volume. The consistency is not a feature — it is the compliance argument. The RBI inspects whether your process is consistently applied, not whether it is applied by humans or machines.

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