AI-Powered
Product Counting & Grouping
Precision-engineered for fast-moving production lines, complex product mixes, and zero-tolerance packaging environments.
- 98.7% Counting Accuracy
- 99.5% Grouping Consistency
- 80% Less Manual Sorting Errors
- 4x Faster Line Throughputs
Why AI-Driven Counting & Grouping Matters
In operations with high volume, a minor counting error can interrupt the whole process—leading to delays in dispatching, necessitating rework, or endangering compliance. In fact, 1 in 5 packaging mistakes arise from incorrect counts, and as much as 38% of line halts are linked to sorting problems. Conventional techniques—hand counting, simple sensors—frequently fail to capture irregular, overlapping, or rapidly moving objects.
At iProgrammer, we've developed a vision-based system that perceives more than mere motion. It counts, sorts, and confirms each product in real-time—even in complex, mixed-SKU lines. Maintaining 98.7% accuracy in numbering and 99.5% reliability in grouping keeps your output accurate, your line running smoothly, and your staff focused on critical operations.
iProgrammer’s
AI Counting & Grouping vs Traditional Methods
From live camera feeds to validated, audit-ready outputs—in just seconds.
Connects to your existing cameras—or adds new ones—to continuously capture product flow from top, side, or angled views. Ensures every item is seen, even in fast or cluttered setups.
AI models analyse each item instantly based on shape, size, surface details, and orientation—without relying on tags or barcodes.
Business rules—such as fixed quantities, mix-and-match SKUs, or size combinations—are enforced in real time. Simple to update without hardware modifications or programming.
Identifies undercounts, overcounts, or mis grouping immediately. Triggers processes of rejection, notifies operators, or stops the line depending on escalation settings.
All organized output is time-stamped, logged, and optionally synchronized with your ERP—providing complete traceability for audits, analytics, and compliance.
Designed for high-speed, high-complexity, and high-volume applications, our system melds multi-angle vision, contextual understanding, and instantaneous decision-making. It processes what other systems can't—without sacrificing line speed or precision. Whether your line deals with tricky product shapes or custom bundle logic, our system adapts in real time—without slowing you down.
e.g., 10 items per tray
e.g., 3 chocolate + 2 almond
e.g., 500g of fasteners
e.g., 2 large, 1 small per pack
e.g., bundle → box → master carton
e.g., vials, shrink-wrapped goods
e.g., castings, baked items
e.g., fasteners in trays
e.g., assorted kits, promo packs
up to 600 units/min
The system doesn’t wait. Movement beyond the predefined threshold triggers immediate action—across both indoor floors and outdoor lots.
From fixed quantities to weight-based packs or SKU-based lots, the solution applies your business rules automatically—with no programming required.
If a supervisor misaligns, underfills, or overfills a pack, the system automatically triggers a diverter or reject mechanism immediately—so only accurate outputs are shipped.
Supervisors receive immediate alerts when counts don't match—along with video images for quick resolution and traceability.
Automatically stamps batches, synchronizes dispatch records, and creates audit-ready logs through integration with MES, ERP, and label printers.
Each count and group is supported by time-stamped visual logs—so you're always ready for compliance audits and traceability inspections.
Even in a loss of connectivity, the system processes locally on edge devices. Everything is logged and synchronized when connection comes back.
The system improves over time by acquiring new product variations, pack types, or visual anomalies—without being retrained from scratch. Helps you maintain accuracy even while SKUs change.
Services We Offer
Be it a new setup or enhancing an existing one, we provide adaptable services suited to your environment
Customized configuration for your products, pack types, and line speeds
Business-specific rules without code dependencies Camera Integration & Edge Device Deployment – Compatible with your infrastructure or ours
Smooth sync with dispatch, labeling, and compliance systems Operator Training & SOP Documentation – Hands-on onboarding and contextual workflows
Coverage for version updates, logic changes, and expansion across sites
We Empower
Accuracy is paramount before boxing or shipping—even on multi-shift, high-speed production floors.
- Groups multi-part sets by business-defined rules
- Eliminates miscounts causing rework or rejection
- Programmable integration with MES/ERP for real-time validation
- Processes irregular shapes, orientation, and overlaps
Designed for zero-tolerance precision environments of high-compliance.
- Visual counting of vials, tablets, blister packs
- Alerts under/over fills before closure or batch close
- Aids audit-ready visual records for traceability
- Reduces manual inspection time up to 60%
No matter the shape or velocity, all units are correctly counted. and categorized.
- Processes cookies, snacks, baked goods on high-speed belts
- Groups into type, size, or combination-pack logic
- Auto-rejects underfilled or misgrouped packs
- Increases throughput without extra QC overhead
Maintains intricate assemblies' error-free from count to carton.
- Counts all from bolts to large castings
- Bundles by kit logic (such as 4 screws + 1 washer)
- Accommodates glare, shadows, and overlapping pieces
- Prevents line halts from count delays
Guarantees each dispatch goes out with the correct quantity and mix.
- Validates final cartons against order logic
- Scans and counts mixed-SKU vendor shipments
- Sends real-time alerts for mis grouped packs
- Integrates with WMS and ERP for sync at scale
Accurate, rule-based grouping for high-volume modular parts.
- Counts modules, PCBs, accessories—even in overlap
- Applies packaging logic like “5 units + 1 tool per set”
- Captures visual logs to resolve disputes instantly
- Increases dispatch accuracy and supplier compliance
Of line stoppages in packaging are due to counting/grouping errors
Average delay per month per factory due to regrouping or repacking errors
Returns in e-commerce traced to incorrect counts or product combinations
for Counting & Grouping?
Understands your specific rules of grouping—fixed counts, mix-and-match, or size-based combinations—without code modification.
Seamlessly integrated into your existing camera infrastructure. No line drops, no rewiring, no extended deployment times.
Recommended by pharma, auto, food, and warehouse companies where errors are costly and time is less.
Provides accurate results across high-volume, multi-SKU environments—whether it's one line or many.
Every group is validated, logged, and traceable—so you’re confident in every output that leaves your floor.
Proven Impact.
A well-known electronics company was experiencing constant miscounts of USB modules on high-speed packaging lines. These miscounts resulted in customer complaints, rework, and contractual penalties.
We used AI-enabled counting cameras in the last packaging step. The system visually counted every module prior to sealing, implementing a grouping rule of 5 modules and 1 accessory kit per box.
- 98.3% reduction in miscount complaints in 30 days
- 26% increase in line throughput by eliminating rework
- Better supplier compliance ratings and dispatch SLAs
A medium-sized food processing firm manually packed cookie mixes of multiple flavours in boxes. Operator fatigue and visual confusion created excessive errors in combo pack setups.
We added a visual AI system for real-time counting and dynamic grouping. The reasoning guaranteed each box had precisely 3 chocolate, 2 almond, and 1 butter cookie—without human checks.
- 85% fewer mispacked boxes
- 70% fewer QC escalations due to pack discrepancies
- Lower training overhead and quicker onboarding for shift workers
A pharmaceutical manufacturer struggled with miscounts of vials in secondary packaging—threatening regulatory audits and batch approvals.
We added a vision AI layer post-filling to verify counts of vials prior to end-packing. The system rejected trays with under- or overcounts automatically and permitted validated packs alone to continue.
- 100% audit-traceable visual records of all packaged trays
- 60% reduction in manual inspection burden
- Two major compliance warnings prevented during audit review
Correct counts, smart grouping, accelerated lines, and zero-dispute deliveries.
Let’s move beyond guesswork and into AI-driven precision.
