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AI · IoT · COMPUTER VISION · CHENNAI, INDIA
Case Study

E-commerce Packing Video Verification Case Study: YNT Supply Chain (India)

This e-commerce packing video verification case study India shows how Sieora protected YNT Supply Chain. YNT fulfils Flipkart and Amazon orders across dozens of packing counters. Parcels are dispatched every day. Yet nothing recorded what went into each box.

Sieora deployed AWB-linked packing video. Recording starts before packing begins. Every parcel's video is stored against its order number in real time. Now every complaint can be checked against proof. Footage is retrieved instantly by order reference. The result: faster packing dispute resolution and fewer lost claims — without slowing the fulfillment floor.

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E-commerce packing video verification case study India — Sieora packing counter camera recording a Flipkart/Amazon order at YNT Supply Chain
Client
YNT Supply Chain
Channels
Flipkart & Amazon orders
Scope
Dozens of packing counters
Proof
Every parcel linked to its AWB
Client Snapshot

Client Snapshot: YNT Supply Chain

YNT Supply Chain is an e-commerce fulfillment operation. It handles Flipkart and Amazon marketplace orders. Packing runs across dozens of counters every day.

At this volume, proof matters. Every unverifiable complaint is lost revenue. Every false cancellation erodes trust and margin.

Without order-level video, YNT could not confirm what shipped. Buyers disputed contents. YNT had no evidence to respond. Packing proof was the missing control.

The Challenge

The Challenge: Packing Disputes at Fulfillment Scale

Orders were packed at counters with no video proof of contents. Staff could not show what went into any box.

Customer complaints and cancellations could not be verified. A wrong-item complaint had no counter-evidence. An empty-box claim could not be disproved.

There was no way to search what was packed against an order number. Raw packing counter CCTV was not linked to any parcel.

Managers could not supervise every counter at once. Marketplace seller disputes piled up. Refunds leaked with no way to push back. At this scale, packing accuracy cannot be left to manual checks.

Orders packed at counters with no video proof of contents — YNT Supply Chain fulfillment centre

No proof of contents

Orders were packed with nothing recording what went into the box.

Complaints impossible to verify

Wrong-item complaints and empty-box claims could not be disproved.

No search by order

Packing counter CCTV was not linked to any parcel or order number.

No supervision at scale

Managers could not watch every counter, so disputes and refunds leaked.

The Sieora Solution

The Sieora Solution: AWB-Linked Packing Video Verification

Sieora deployed its AI-Powered Packing Verification System at YNT. It is an AI Smart VMS built for fulfillment. Verification runs at every packing counter at once.

AWB-Linked Video Capture

The operator enters the order's AWB reference. Recording starts before packing begins. Every order gets its own evidence file from the first item. This is AWB-linked packing video, captured at the source.

Order Reference Tagging

Each completed parcel is stored as video evidence. It is linked to its order number in real time. No manual filing. No lost clips.

Searchable Footage History

Footage is retrieved instantly by order number. Staff open the order and see exactly what was packed. This is searchable packing footage by order number, on demand.

Role-Based Access Control

Every user sees only permitted data. Access is controlled by role. Packing records stay secure and auditable.

Centralized Packing Dashboard

A centralized packing dashboard shows every counter in one view. Supervisors track live status across the floor. Nothing depends on one person watching.

Real-Time Mobile Alerts

Real-time mobile alerts reach supervisors instantly. Issues at any counter surface at once. Response happens on the floor, not after dispatch.

Verification is enforced at every counter simultaneously. Manual supervision gaps are removed. This packing video recording system runs every shift.

How it worked in real life
What happened

Parcels shipped with no proof of what was packed

Orders were packed at dozens of counters with no video proof of contents. Complaints and cancellations could not be verified. There was no way to search what was packed against an order number.

How Sieora responded

Every order recorded and linked to its AWB

Sieora deployed its AI-Powered Packing Verification System across every counter. Operators enter the AWB and recording starts before packing. Each parcel is stored against its order number, searchable instantly, with role-based access and real-time mobile alerts.

YNT Supply Chain packing floor before Sieora AWB-linked packing video verification
Before
Sieora AWB-linked packing video capturing an order during deployment at YNT Supply Chain
During
YNT Supply Chain packing floor after Sieora AWB-linked packing video verification
After
Results & Impact

Results & Impact

This e-commerce packing video verification case study India shows proof built into packing, not added after the fact. Every order now carries its own evidence.

Packing disputes are resolved fast. Footage is retrieved instantly by order number. Orders are recorded in real time. Video capture triggers at every packing counter.

Order history is always searchable. Full packing proof spans all fulfillment counters. The operation is audit and compliance ready. Automated footage meets customer, insurance and audit standards. Manual supervision gaps are eliminated.

Packing Disputes Resolved

Footage retrieved instantly by order number.

Orders Recorded in Real Time

Video capture triggers at every packing counter.

Order History Always Searchable

Full packing proof across all fulfillment counters.

Audit & Compliance Ready

Stored footage meets customer, insurance and audit standards.

Searchable Packing Footage by Order Number

Any order can be reconstructed on demand. Staff search the order reference and the exact packing video opens. Evidence is ready before a complaint escalates.

Winning Packing Dispute Resolution

Order packing proof turns disputes into verifiable records. A wrong-item complaint meets the actual footage. Marketplace seller disputes are answered with evidence, not guesswork.

Manual Packing vs Sieora AI
AreaBeforeAfter
Packing proofNo video proof of what was packed per orderEvery order recorded and stored against its AWB number
Dispute resolutionComplaints and cancellations impossible to verifyFootage retrieved instantly by order reference number
Order historyNo searchable record of past packing activityLive searchable footage history always on the dashboard
Access controlNo control over who views packing recordsRole-based access — every user sees only permitted data
System typePassive, human-dependent packing that fails across countersAI-powered, always-on packing surveillance every shift
Why Sieora

Why Sieora

Backed by global programs

Sieora is backed by NVIDIA Inception, Google Cloud and Microsoft for Startups.

Works on existing CCTV

Sieora works on existing CCTV and packing counters. No rip-and-replace. Its Chennai-based team handles on-site rollout across India.

Proven across dispatch & fulfillment

Sieora is proven across warehouse dispatch and fulfillment — see the Emerson AI dispatch verification case study.

Secure, role-based, DPDPA-aligned

Footage handling is secure, role-based and DPDPA-aligned. Video is tied to orders, not individuals.

FAQ

Frequently Asked Questions

What solution did Sieora deploy for YNT Supply Chain?

Sieora deployed its AI-Powered Packing Verification System, an AI Smart VMS. It runs AWB-linked video capture, order reference tagging, searchable footage history, role-based access and a centralized packing dashboard across dozens of packing counters.

How does AWB-linked packing video work?

The operator enters the order's AWB reference and recording starts before packing begins. Each completed parcel is stored as video evidence linked to its order number in real time, so every order has its own file.

How does packing video help resolve customer complaints and cancellations?

The footage shows exactly what was packed, tied to the order. When a buyer disputes contents, YNT retrieves that order's video as proof. This turns unverifiable complaints into evidence-backed responses.

Can managers find a packing video by order number?

Yes. Managers search the order reference and the exact packing video opens instantly. Searchable footage history covers every counter, so evidence retrieval takes seconds, not hours.

Is this packing verification system available for other e-commerce warehouses and marketplace sellers?

Yes. Sieora deploys the same system for 3PLs, fulfillment centres, marketplace sellers and D2C brands. Models and workflows are configured for each operation's counters and order references.

Enforce Packing Accuracy Before One Complaint Becomes a Customer Dispute

If the answer to any is no, Sieora can close the gap. See AWB-linked packing verification running on your own counters.

Book a Free Packing Verification Demo

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