Dark-Store Picking and Packing QC

• Head of Dark Store Operations
• City Operations Manager
• Dark Store Manager
• Head of Customer Experience

Quick commerce dark stores pick and pack an order in a few minutes, with no time for a second check. Toned milk instead of full cream, a 500 g pack instead of 1 kg or a missing item becomes a complaint, a refund and sometimes a lost customer.

We build a packing-station check around an overhead camera above the tote or bag area. As the packer places items, the model identifies each product and compares it with the order lines from your WMS: right SKU, right variant, right count. Where the date is visible, it reads the expiry and applies your category shelf-life rule. If everything matches, the packer seals and dispatches as usual. If something is missing, extra or uncertain, the screen shows exactly which line to recheck. Every order gets an image linked to its order ID, which support can open when a complaint arrives.

• Identifies products in the tote and matches them to order lines by SKU, variant and count
• Reads printed expiry dates where visible and applies your minimum shelf-life rules by category
• Flags damaged, leaking or crushed packs for replacement before sealing
• Shows the packer which line to recheck without stopping the station
• Stores an image per order, linked to the order ID, for complaint handling
• Store dashboards of mismatch types by SKU, shift and picker

1. 01Load the orderThe packer scans the order or tote, and the station pulls order lines from the WMS.
2. 02Capture the toteThe overhead camera captures items as they are placed in the packing area.
3. 03Match items to the orderThe model identifies each product and compares SKU, variant, count and visible expiry with the order.
4. 04Packer rechecks flagsMismatches and uncertain items appear on screen for the packer to fix or confirm.
5. 05Seal and dispatchOnce every line matches or is confirmed, the bag is sealed and handed to the rider.
6. 06Keep evidence and reportThe image is stored against the order ID, and mismatch data feeds store dashboards.

1. Station hardware
   • Overhead camera and LED light above the packing area
   • Edge device or mini PC at the station
   • Packer screen or tablet
2. Recognition
   • Product recognition model trained on the store assortment
   • Expiry date OCR
   • Damage and leak detector
3. Order logic
   • WMS order line fetch
   • Variant, count and shelf-life rules by category
4. Evidence and support
   • Order image store with retention policy
   • Support console view by order ID
5. Operations reporting
   • Mismatch dashboard by store, SKU and shift
   • New SKU onboarding queue

Packers resolve every flagged line before sealing, and shift leads decide substitutions. Support agents decide refunds using the order image; the system provides evidence and does not approve or deny refunds.

• WMS or dark-store management system
• Customer support platform such as Freshdesk or Zendesk
• Product information or catalogue system for reference images
• Cloud storage for order images
• BI dashboards for city operations

• Time budget per check so the station keeps its pace
• Manual fallback when the camera or model is unavailable
• Uncertain items always shown to the packer, never silently passed
• Camera framed on the packing area, not on staff faces
• Order images kept only for the agreed retention period

• Expiry checks help evidence FSSAI expectations that food sold online reaches customers with adequate remaining shelf life.
• Images exclude staff faces and are kept only as long as complaint handling needs, in line with the DPDP Act 2023.

• Retail, D2C & Quick Commerce

  Shelf Availability and Planogram Compliance

  Turn merchandiser and store shelf photos into SKU-level facings, out-of-stock gaps, price-label checks and planogram scores, with doubtful detections sent to a reviewer.

• Retail, D2C & Quick Commerce

  Order Status and Returns Voice Agent

  A multilingual voice agent that answers where-is-my-order calls from live courier data, starts returns and exchanges under your policy, and hands disputes to an agent with context.

• Retail, D2C & Quick Commerce

  Vendor Invoice and Credit Note Reconciliation

  Match vendor invoices, GRNs, RTVs and credit notes, recalculate what each vendor owes you from the agreements, and chase missing or short credit notes with evidence.

• Logistics & Supply Chain

  Parcel Damage and Dimension Detection

  Camera stations at induction, sortation and dispatch measure each parcel for volumetric weight and flag visible damage, keeping time-stamped images as evidence for claims and billing.