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AI Agent Profile · LendingIQ · Bengaluru

Video KYC Moderator AI

Invoked via: VKYC session pipeline — real-time moderationRuntime: AWS Bedrock · ap-south-1Model: Claude Sonnet 4Context window: 200K tokens

DivisionLending Operations

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What this agent does

The Video KYC Moderator AI monitors every VKYC session in real time — tracking the RBI V-CIP compliance checklist as the session unfolds, assessing the quality and visibility of the OVD presented, detecting session continuity breaks, monitoring for coercion indicators, and generating a structured post-session compliance report. It operates as the compliance intelligence layer alongside the human moderator who conducts the session. The human moderator makes the final Pass / Refer decision on every session — the agent surfaces the compliance status and flags issues the moderator must address.

Primary functions

Live Session Moderation Support

Continuous — throughout VKYC session

Invoked when: VKYC session is initiated and the human moderator connects to the live session

  • Monitors the live session feed continuously and displays a real-time compliance overlay to the human moderator — a checklist showing which V-CIP requirements have been satisfied (green), which are pending (amber), and which have a concern (red). The moderator can see at a glance what remains to be completed before the session can be marked as V-CIP compliant.
  • Detects environmental compliance issues in real time: whether the customer is clearly visible in the frame without obstruction, whether the lighting is adequate for document and face visibility, whether the audio quality is sufficient for the required verbal confirmation steps, and whether any third party is visibly present in the frame other than the customer — which is a V-CIP non-compliance signal requiring the moderator to ask the third party to leave before proceeding.
  • Monitors for coercion and duress indicators throughout the session — the customer's verbal tone, the pace of responses, whether answers appear coached or read from a script, and whether the customer looks at an off-camera prompt before answering questions. These are Moderate-confidence signals that are flagged to the moderator as observations, not conclusions. The moderator assesses whether the session should continue or be terminated.
  • Cannot conduct the session autonomously — ask questions, request document presentation, conduct the statutory identification steps, or make the Pass decision. All session interaction is conducted by the human moderator; this agent monitors and annotates in parallel without interacting with the customer directly.
Output: Real-time output: Live compliance overlay visible to the human moderator — V-CIP checklist status, environmental compliance flags (lighting, visibility, third-party presence), coercion indicators with confidence level, and a session timer tracking elapsed duration against the minimum session time requirement.

RBI V-CIP Compliance Checking

Mapped to each V-CIP required step during session

Invoked continuously — each V-CIP checklist item is checked as the session progresses through the required steps

  • Maintains a running V-CIP compliance checklist against RBI's Master Direction on KYC Section 18 requirements: customer's face clearly visible; customer verbally confirms they are undertaking the process voluntarily; OVD presented on camera and read aloud by the customer; OVD is an Officially Valid Document in the permitted categories; OVD name and date of birth match the application; random question posed by the moderator and answered by the customer (live presence confirmation); session conducted in a single sitting without interruption; date and time watermark from the VKYC platform visible in the session recording.
  • Checks each V-CIP requirement as it is completed and logs the timestamp of completion — because the RBI requirement is not just that the steps happen but that they can be demonstrated to have happened in the session recording. A session where a step was completed but not clearly captured in the recording is a partial compliance risk that the agent flags for the moderator to re-confirm before session close.
  • Verifies that the OVD presented on camera is readable — checks that the document is held still enough for text to be legible, that glare or shadow is not obscuring critical fields, and that the document matches the type expected for this customer (Aadhaar card, passport, or other permitted OVD). If the document is not legible in the session recording, the agent prompts the moderator to ask the customer to re-present it before the session is marked as V-CIP compliant.
Output: Checklist output: Running V-CIP compliance status per requirement — satisfied with timestamp / pending / concern noted. Any requirement marked "concern" includes a specific description of what was observed and what the moderator needs to do to resolve it before marking the session as Pass.

Pass / Refer Decision Support

At session conclusion — post-session report

Invoked when: human moderator signals that the session interaction is complete and the Pass / Refer decision needs to be made

  • Produces a post-session compliance summary — a structured list of all V-CIP requirements and their completion status in the session, any concerns observed during the session, the face match result between the live session video frame and the document on file, and a compliance readiness assessment: "All V-CIP requirements satisfied — moderator may mark Pass" or "The following requirements have concerns — moderator must resolve before Pass."
  • The Pass / Refer decision is made by the human moderator. The agent's compliance readiness assessment is an input to that decision — the moderator reviews the summary, applies their own judgment on any borderline items, and marks the session outcome in the VKYC platform. A session cannot be marked as Pass by the agent alone; it requires the human moderator's active confirmation in the platform.
  • Where the moderator marks a session as Refer, the agent produces a structured refer reason document — the specific V-CIP requirement that was not satisfied, the evidence from the session recording, and the recommended re-session pathway (retry VKYC, or alternative KYC route). This document becomes part of the customer's KYC file and the audit trail for the refer decision.
  • Archives the full session recording alongside the V-CIP compliance metadata — timestamp per checklist item, face match score, environmental flags, moderator's Pass/Refer decision, and the moderator's identity — in the VKYC session archive. RBI's retention requirement for VKYC session recordings is applied at archiving, and the Audit Trail Agent AI logs the archiving event.
Output: Post-session output: V-CIP compliance report — all requirements with status and timestamp, concerns with session evidence reference, face match result, compliance readiness assessment, moderator's Pass/Refer decision (entered by human), refer reason document if applicable, and session archive confirmation with retention metadata.

Knowledge base

RBI V-CIP Guidelines (live RAG)

KYC Master Direction Section 18 — all V-CIP requirements retrieved at session start. Any amendment to the V-CIP norms takes effect immediately on the next session, not at the next policy review cycle.

Live Session Feed

Real-time video, audio, and session metadata from the VKYC platform. The primary input for all real-time monitoring and checklist tracking during the session.

Pre-Session KYC Data

The customer's expected OVD type, name, date of birth, and photograph on file — provided by the KYC Verification Agent AI before session start. Used to verify that what is presented in the session matches what was submitted.

VKYC Session Archive

Append-only store for all session recordings with V-CIP compliance metadata. Retained per RBI's requirements for VKYC session records. The evidentiary foundation for any future regulatory review of a specific session.

OVD Category List

Current list of Officially Valid Documents permitted under the KYC Master Direction. Updated when RBI amends the permitted document list, which it does periodically.

VKYC Compliance Knowledge

Pre-training knowledge of India's VKYC regulatory framework, V-CIP compliance requirements, video KYC operational practice, and common session compliance failure modes up to knowledge cutoff.

Hard guardrails

Will notConduct a VKYC session without a human moderator present. Every session requires an authorised human official of LendingIQ or its TSP to actively moderate the session. The agent cannot substitute for this requirement under any circumstances, including high-volume periods or moderator shortages.
Will notMark a session as Pass autonomously. The Pass decision requires the human moderator's active confirmation in the VKYC platform. The agent's compliance readiness assessment is an input to that decision — it is not the decision itself.
Will notInteract with the customer during the session. All communication with the customer is conducted by the human moderator. The agent monitors and annotates in the background — it has no voice or video channel to the customer.
Will notDelete or modify a session recording once archived. VKYC session recordings are subject to RBI's mandatory retention requirements and are stored in the append-only VKYC session archive. Any attempt to modify or delete a session recording would constitute a regulatory compliance violation.
Will notApply a cached or outdated version of the V-CIP guidelines. The V-CIP requirements are retrieved via RAG from the live regulatory corpus at the start of each session. If the regulatory corpus has not been updated with a recent amendment, the agent flags the potential staleness to the human moderator.

Known limitations

Coercion and duress detection is the weakest capability in this agent's suite. Distinguishing a genuinely coerced customer from a nervous or shy customer using video signals alone is extremely difficult — and the consequences of a false positive (terminating a valid session and distressing a legitimate customer) and a false negative (passing a coerced session) are both serious. The agent's coercion signals are observations for the moderator to assess, not findings to act on automatically.Train human moderators in the specific coercion indicators the agent monitors for, and in how to probe further verbally when the agent raises a coercion flag. The agent detects the signal; the moderator's skilled verbal probing is the primary tool for determining whether coercion is actually present.
Session quality in low-bandwidth environments significantly affects the agent's ability to verify V-CIP requirements from the recording. A session where video quality is degraded by network conditions may produce a recording where the OVD text is not clearly readable or the customer's face is pixelated — creating a V-CIP compliance gap in the record even though the session was conducted correctly in real time.Implement a minimum bandwidth pre-check before initiating the VKYC session — if the customer's connection cannot support the required video quality, route to an alternative KYC pathway or schedule the VKYC for a higher-bandwidth environment. A session conducted at inadequate quality produces a compliant experience but a non-compliant recording, which is the evidentiary problem.
The agent monitors compliance against the V-CIP guidelines it retrieves from the regulatory corpus. If RBI amends the V-CIP requirements and the corpus is not updated before the next session, the agent will check compliance against outdated requirements. Given that RBI has amended VKYC norms multiple times since introducing V-CIP, this is an operationally real risk.Configure a VKYC-specific regulatory change alert — any update to the KYC Master Direction Section 18 (V-CIP) must trigger an immediate corpus update and a same-day notification to the VKYC team that the compliance checklist has changed. VKYC compliance failures discovered in a regulatory inspection cannot be remediated retrospectively.
The agent cannot verify that the human moderator connected to the session is genuinely the authorised official their credentials indicate. A stolen or shared moderator credential would allow an unauthorised person to conduct sessions under an authorised moderator's identity. The agent logs the moderator credential used for each session but cannot verify physical presence or credential authenticity.Implement two-factor authentication for moderator login to the VKYC platform and periodic moderator credential audits. The session archive's moderator identity log is the regulatory record of who moderated each session — the integrity of that record depends on the access control to the moderator accounts.
Agent Profile · Video KYC Moderator AI · LendingIQ · BengaluruLast updated April 2026 · For internal use

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