52+ Applications.
All in Real Production.

Vision Pharmaceuticals

Outer Cap Detection on Medicine Bottles

Verifies the outer plastic cap on every medicine bottle — presence, position, and alignment — with an automatic Good / Not-Good result in real time.

100% bottles verified Case study →

Vision Pharmaceuticals

Pharmaceutical Bottle OCR / OCV

Reads and verifies batch numbers, expiry dates, and label text on medicine bottles against master data — catching print errors before they leave the line.

0 unverified bottles Case study →

Vision Pharmaceuticals

Cap & Closure Inspection

High-speed verification of cap presence, tilt, and correct fitting on bottles — defective closures rejected automatically without stopping the line.

100% closures inspected Case study →

Vision Pharmaceuticals

Seal Integrity Inspection

Detects incomplete seals, gaps, wrinkles, and damaged packaging areas so products stay protected through transport and storage.

100% seals checked Case study →

Vision Pharmaceuticals

Needle Tip Inspection

High-resolution inspection of medical needle tips for bends, burrs, and damage — verifying sharpness and dimensional accuracy on every unit.

µm-level tip inspection Case study →

Vision Pharmaceuticals

Tube Debris Inspection

Detects debris, contamination, and foreign particles inside oral tubes before filling — a trainable model that recognises the full variety of contaminants.

Pre-fill contamination catch Case study →

Vision FMCG

Bottle Counting in Crates

Counts bottle caps inside crates and boxes automatically, ensuring the correct bottle count before packaging or distribution — short crates rejected instantly.

100% crates verified Case study →

Vision Food & Beverage

Biscuit Counting & Stack Length Measurement

Counts biscuits and measures stack length automatically — wrong-count or wrong-length stacks rejected during production.

2-in-1 count + measure Case study →

Vision Food & Beverage

Candy Wrapper Inspection

Detects naked candies, exposed inner wrapping, and open or badly-sealed wrappers on high-speed lines — defective candies rejected automatically.

Real-time per-candy check Case study →

Vision Food & Beverage

Noodle Sachet Presence Inspection

Verifies seasoning and chili sachets are present inside every noodle packet before sealing — missing-sachet packets rejected automatically.

Pre-seal verification Case study →

Vision Food & Beverage

Baking Color Inspection

Grades the baking color of cakes and biscuits against predefined standards, catching under- and over-baked items in real time.

Live bake grading Case study →

Vision Food & Beverage

Uniform Cashew Spreading Inspection

Evaluates the quantity and distribution of cashew toppings on biscuits — enforcing uniform appearance and ingredient consistency.

Per-piece coverage metric Case study →

Vision Food & Beverage

Cream Detection on Biscuits

Measures the amount and uniformity of cream on biscuits and crackers — insufficient-cream products rejected automatically.

Pixel-level cream measure Case study →

Vision FMCG

Bundle / Overwrap Count Verification

Counts bottles or products inside each overwrapped bundle — short packs rejected immediately before dispatch.

0 short bundles out Case study →

Vision FMCG

Extreme Counting — Dense Small Objects

Counts thousands of small, densely-packed objects in a single image — for packaging and inventory verification where manual counting is impossible.

1000s per image Case study →

Vision FMCG

Soap Scratch & Dent Inspection

Detects scratches, dents, cracks, and shape deformities on soap bars in real time — classifying defect types so only well-finished bars move forward.

Real-time surface grading Case study →

Vision Automotive

Black Glue Detection on Glass

Verifies black glue presence and continuity on black primer while the robot applies it — on gap detection the robot stops and the glass is reworked.

In-cycle robot control Case study →

Vision Automotive

Welding Quality Inspection — OK / Loose / Burnt

Classifies every weld as OK, Loose, or Burnt and verifies Normal vs Side position — a part passes only with OK quality in Normal position.

3-class weld grading Case study →

Vision Automotive

Weld Bead Measurement

Measures weld bead width, height, and continuity automatically against quality standards — objective weld measurement without manual gauges.

100% welds measured Case study →

Vision Automotive

Thread Inspection System

Verifies presence of threads, holes, and slots on machined parts — rejection triggered if any feature is missing. Multi-brand parts on the same software.

Multi-brand one system Case study →

Vision Automotive

Tyre Sidewall OCR / OCV

Four cameras read and verify tyre sidewall text on all tyres of a vehicle simultaneously, matching against master data with instant Good / NG per tyre.

4-cam one pass Case study →

Vision FMCG

Special Character OCR / OCV

Detects and verifies special characters — currency signs and symbols — with IP67 industrial cameras at high line speed.

IP67 high-speed rig Case study →

Vision Metal & Steel

CNG Cylinder OCR Inspection

Reads markings and serial numbers on CNG cylinders even when text color matches the background — any orientation, high speed, full traceability.

Any orientation Case study →

Vision Automotive

Headlamp Alignment & Intensity Inspection

Verifies headlamp beam alignment and intensity against specification — misaligned lamps adjusted automatically via CAN / LIN communication.

CAN/LIN closed loop Case study →

Vision Automotive

Ejection & Gating Mark Inspection

Verifies ejection and gating marks on molded components are present in correct position and shape — missing or wrong marks flag manufacturing issues.

Early mold warning Case study →

Vision Automotive

Black-on-Black Felt & Clip Inspection

Detects presence of black felts, bolts, holes, and clips on black plastic components — including a UV-light variant for zero-contrast parts.

UV rig zero contrast Case study →

Vision Electronics

PCB Child Component Assembly Check with Orientation

Verifies all child components on a PCB with orientation checking — plus integrity checks like scratch and dent detection on relays.

1 pass full board check Case study →

Vision Electronics

Bent & Short Pin Inspection

Measures connector pin position, angle, and spacing to catch bent, short, and damaged pins before assembly.

Px + angle per pin Case study →

Vision Electronics

Fiducial Position & Control

Detects PCB fiducials and computes dx/dy against master reference, feeding the PLC for live process correction and alignment control.

dx/dy to PLC live Case study →

Vision Electronics

Battery Pack Assembly Inspection

Verifies all child components in battery packs from 12 camera positions — scratches, dents, lid gaps — interlocked with pack QR for full traceability.

12 camera positions Case study →

Vision Electronics

Cell Assembly Check — Orientation & Sequence

Detects all cells in a battery pack, verifies orientation of each, and inspects the cell sequence for mismatch.

Pre-close cell verify Case study →

Vision Electronics

Solder Joint Inspection

Detects over-solder, under-solder, missing solder, and bridging on PCB joints — reducing manual inspection and electrical failures.

4-class joint grading Case study →

Vision Automotive

Snap Ring Center Distance & Orientation Check

Measures center-to-center distance between snap-ring features and verifies orientation before assembly — deviations rejected automatically.

Non-contact gauging Case study →

Vision Metal & Steel

Metal OCR — Engraved, Laser & Dot-Peen

Reads engraved, laser-marked, and dot-peen text on metal in any orientation with the CT Garud retrainable OCR engine — speeds up to 400 parts per minute.

400 PPM on metal Case study →

Vision Metal & Steel

Surface Finish Inspection

Evaluates surface quality on manufactured products — scratches, stains, discoloration, dents, and texture inconsistencies in real time.

Learned-good no defect labels Case study →

Vision Metal & Steel

High-Speed Fiber Ring Marking Inspection

Tracks ring marks on fibers and cables at up to 1000 m/min — encoder-integrated software records the exact position of every missing mark and reports it.

1000 m/min encoder-synced Case study →

Vision Packaging

Batch Code & Expiry Verification

Reads and verifies printed batch codes, expiry, and manufacturing dates against master data — plus print clarity and barcode quality checks.

100% codes verified Case study →

Vision Packaging

Barcode & QR Code Verification

Reads and verifies barcodes and QR codes on products, cartons, and labels — readability, correctness, and print grade against the production database in real time.

Live DB validation Case study →

Vision Packaging

Label Inspection System

Verifies correct label, placement, orientation, and print quality — including logo, text, and barcode content on every product.

ID + position one pass Case study →

Vision Packaging

Color Verification System

Confirms products are manufactured in the correct color and shade against predefined standards — catching variation, mixing errors, and wrong components.

Calibrated shade check Case study →

Vision Packaging

Pack Vision — Logos, Seals, Embossing & Foils

Inspects packaging components — logos, seals, embossing, foils, textures — verifying presence and correct position at high production speed.

Full-pack feature check Case study →

Vision Packaging

Sticker Dent, Damage & Alignment Inspection

Inspects stickers for dents, wrinkles, damage, and misalignment — verifying print quality and surface condition automatically.

Per-unit grading Case study →

Vision Packaging

Pallet & Carton Verification

Verifies carton labels, pallet contents, and shipment information before dispatch — package IDs, quantities, and stacking checked automatically.

Pre-dispatch verification Case study →

Vision Automotive

Presence–Absence Inspection

Verifies all required components — screws, clips, connectors, labels — are present in an assembly before it moves to the next process.

BOM-level verification Case study →

Vision Automotive

Assembly Verification System

Verifies component placement, orientation, and sequence across multiple assembly stages — missing or wrong assembly detected immediately.

Per-stage verification Case study →

Vision Metal & Steel

General Machine Vision Quality Inspection

The general-purpose inspection platform: defects, measurements, alignment, and surface quality — with automatic rejection, without stopping production.

1 platform all checks Case study →

Safety AI Safety & Surveillance

PPE Kit & Hardhat Compliance Monitoring

AI on your existing CCTV verifies the full PPE kit — hardhat, gloves, masks, safety vests — per worker in real time, raising instant alerts on any violation.

24/7 PPE watch Case study →

Safety AI Safety & Surveillance

Crowd Monitoring & People Counting

Counts people and detects crowd formation in defined zones through CCTV — occupancy limits and unsafe gatherings alerted in real time.

Per-zone live headcount Case study →

Safety AI Safety & Surveillance

No-Go Zone & Allowed-Path Compliance

Enforces restricted zones and designated walking paths through CCTV — any entry into a no-go area or deviation from the allowed path raises an immediate alert.

Zone + path enforcement Case study →

Safety AI Safety & Surveillance

Loitering & Intrusion Detection

Detects loitering and unauthorized entry across all CCTV feeds simultaneously — real-time zone-based alerts replace continuous manual monitoring.

All feeds analysed live Case study →

Safety AI Safety & Surveillance

AI Fire & Smoke Detection

Visual early-stage fire and smoke detection through CCTV — covering large areas that point sensors cannot, with real-time alerts.

Early-stage visual detection Case study →

IoT FMCG

Conveyor Product Tracking

Tracks products through multiple manufacturing stages — each product identified, monitored, and linked to production data for full traceability.

Per-unit traceability Case study →