--- title: "Lincode: AI Inspection System for Manufacturing | Computer Vision" description: Boost manufacturing efficiency with Lincode’s AI Visual Inspection platform. Detect defects, ensure quality, and reduce errors with real-time AI technology. --- [![Lincode Logo](https://lincode.ai/hubfs/Lincode%20Logo.svg)](https://lincode.ai/?hsLang=en) - [Home](https://lincode.ai) - [Product](https://lincode.ai/product) - [About](https://lincode.ai/about) - [Blog](https://blogs.lincode.ai/) - [Contact](https://lincode.ai/contact) [Speak to an Expert](Javascript:void(0);) [![Lincode Logo](https://lincode.ai/hubfs/Lincode%20Logo.svg)](https://lincode.ai/?hsLang=en) [![Lincode Logo](https://lincode.ai/hubfs/Lincode%20Logo.svg)](https://lincode.ai/?hsLang=en) - [Home](https://lincode.ai) - [Product](https://lincode.ai/product) - [About](https://lincode.ai/about) - [Blog](https://blogs.lincode.ai/) - [Contact](https://lincode.ai/contact) [Speak to an Expert](Javascript:void(0);) ### Speak to an Expert × # AI Vision Inspection That Delivers Where Others Miss Higher detection accuracy. Shorter deployment cycles. Full data traceability. Actionable insights. - [Speak to an Expert](https://lincode.ai/contact?hsLang=en) - [Learn More](https://lincode.ai/product?hsLang=en) - ![AUDI-Client-logo](https://lincode.ai/hs-fs/hubfs/AUDI-Client-logo.webp?width=728&height=408&name=AUDI-Client-logo.webp) - ![Toyota](https://lincode.ai/hs-fs/hubfs/client%20logo%20bw/06.png?width=183&height=102&name=06.png) - ![stellantis](https://lincode.ai/hs-fs/hubfs/logos%20(2)-1.png?width=1112&height=324&name=logos%20(2)-1.png) - ![Honda](https://lincode.ai/hs-fs/hubfs/logos%20(1)-1.png?width=1068&height=357&name=logos%20(1)-1.png) - ![Tata Motors](https://lincode.ai/hs-fs/hubfs/client%20logo%20bw/09.png?width=183&height=103&name=09.png) - ![Tata Boeing](https://lincode.ai/hs-fs/hubfs/client%20logo%20bw/04.png?width=183&height=103&name=04.png) - ![Motus](https://lincode.ai/hs-fs/hubfs/logos-_5_.webp?width=912&height=398&name=logos-_5_.webp) - ![Magna](https://lincode.ai/hs-fs/hubfs/client%20logo%20bw/01.png?width=183&height=103&name=01.png) - ![Cummins](https://lincode.ai/hs-fs/hubfs/client%20logo%20bw/03.png?width=183&height=102&name=03.png) - ![Cataler](https://lincode.ai/hs-fs/hubfs/client%20logo%20bw/11.png?width=183&height=103&name=11.png) - ![Schneider Electric](https://lincode.ai/hs-fs/hubfs/client%20logo%20bw/13.png?width=183&height=122&name=13.png) - ![bifrangi](https://lincode.ai/hs-fs/hubfs/07.webp?width=180&height=101&name=07.webp) - ![HSC](https://lincode.ai/hs-fs/hubfs/client%20logo%20bw/12.png?width=140&height=103&name=12.png) - ![NAL ](https://lincode.ai/hs-fs/hubfs/north%20american%20(1).webp?width=180&height=101&name=north%20american%20(1).webp) - ![Maruti Suzuki](https://lincode.ai/hs-fs/hubfs/client%20logo%20bw/02.png?width=183&height=102&name=02.png) - ![Sansera](https://lincode.ai/hs-fs/hubfs/Green-Facebook-Group-Hello-Welcome-Post-_%D0%94%D0%BE%D0%BF%D0%B8%D1%81-%D0%B2-Instagram-_45__-_4_.webp?width=774&height=361&name=Green-Facebook-Group-Hello-Welcome-Post-_%D0%94%D0%BE%D0%BF%D0%B8%D1%81-%D0%B2-Instagram-_45__-_4_.webp) - ![FIAT](https://lincode.ai/hs-fs/hubfs/FIAT-Client-logo-_1_.webp?width=158&height=89&name=FIAT-Client-logo-_1_.webp) - ![CIE](https://lincode.ai/hs-fs/hubfs/CIE.webp?width=180&height=102&name=CIE.webp) - ![Te Connectivity](https://lincode.ai/hs-fs/hubfs/client%20logo%20bw/08.png?width=183&height=103&name=08.png) - ![Nubmuller Montagetechnik GmbH](https://lincode.ai/hs-fs/hubfs/client%20logo%20bw/14.png?width=183&height=103&name=14.png) ## Introducing LIVIS, the world’s most advanced AI inspection system for manufacturing LIVIS (Lincode Intelligent Visual Inspection System) conducts real-time quality inspections using advanced AI to enhance the accuracy and capabilities of traditional machine vision. LIVIS also offers a simple, no-code platform where manufacturing engineers, machine operators, and quality managers can train and deploy AI models for new parts, defects, and production lines. [×](https://lincode.ai#close) 0 % Faster time-to-value 0 x Return on Investment 0 % Lower Total Cost ## Lincode Intelligent Visual Inspection System (LIVIS) **Lincode Intelligent Visual Inspection System (LIVIS)** is a proprietary Al-based visual inspection system for quality control. LIVIS empowers manufacturers and supply chain partners to supercharge quality inspection operations by **improving reliability, expanding capabilities, simplifying data training, and automating analytics and reports**. Whether deploying a new inspection station or integrating with existing cameras, LIVIS makes visual inspection faster, more accurate, and highly scalable. ### SMARTER #### Revolutionize traditional computer vision systems to: - ![fluent\_brain-circuit-20-filled](https://lincode.ai/hubfs/fluent_brain-circuit-20-filled.svg) Eliminate false calls and secondary inspections - ![fluent\_brain-circuit-20-filled](https://lincode.ai/hubfs/fluent_brain-circuit-20-filled.svg) Continuous learning of new parts and defects - ![fluent\_brain-circuit-20-filled](https://lincode.ai/hubfs/fluent_brain-circuit-20-filled.svg) Enable data traceability throughout quality systems ### FASTER #### Pre-trained AI models specific to manufacturing industries: - ![ph\_lightning-fill](https://lincode.ai/hubfs/ph_lightning-fill.svg) Train new parts and defects with just 30-50 images (avg.) - ![ph\_lightning-fill](https://lincode.ai/hubfs/ph_lightning-fill.svg) Real-time analysis in less than 40ms (avg.) - ![ph\_lightning-fill](https://lincode.ai/hubfs/ph_lightning-fill.svg) Eliminate manual logging of inspection results and reporting ### SIMPLER #### No-code platform for factory workers: - ![mynaui\_click-solid](https://lincode.ai/hubfs/mynaui_click-solid.svg) Train new parts and defects with a simple user interface - ![mynaui\_click-solid](https://lincode.ai/hubfs/mynaui_click-solid.svg) Auto-annotate defects to expedite new deployments - ![mynaui\_click-solid](https://lincode.ai/hubfs/mynaui_click-solid.svg) Integrate seamlessly with existing factory systems # Our Products All LIVIS deployments include two software applications that work together: LIVIS Edge+ and LIVIS Platform. ### LIVIS Edge+ LIVIS Edge+ is Lincode’s proprietary runtime software that conducts real-time quality inspections of parts in production. Leveraging manufacturing-specific machine learning models, LIVIS Edge+ performs Al inferencing directly at the edge. The system easily integrates with industrial cameras and factory automation systems, enabling rapid deployment across production lines. Primary Benefits: - **Unparalleled Accuracy.** Reduce false calls and secondary inspections compared to traditional vision systems. - **Expanded Capabilities.** Perform multiple types of inspections using the same cameras. - **Hardware Agnostic.** Connect LIVIS with any industrial camera provider for brownfield or greenfield deployments. - **Seamless Integration.** Integrate LIVIS to PLC, MES, ERP, and other factory control systems for advanced automations. - **Data Traceability.** Capture images, inspection results, timestamps, and unique identifiers for full data traceability. ### LIVIS Platform LIVIS Platform is Lincode’s proprietary Al model training and inspection workstation management platform. Using a simple no-code interface, factory managers and operators can quickly train custom inspection recipes (Al Inspectors) to fit their production needs. LIVIS Platform connects with multiple LIVIS Edge+ applications to deploy these AI Inspectors and create quality inspection workflows. Primary Benefits: - **Centralized Management.** Train and deploy AI models, manage inspection workstations, and track data across production lines. - **Faster Deployments.** Leverage 700+ AI models pre-trained on 800M+ data points for faster model training and deployment. - **Flexible Deployment Architecture.** Access LIVIS Platform on the cloud or locally on premises. - **Minimal Operator Training.** Onboard operators faster with user-friendly dashboards, encouraging widespread factory adoption. - **Actionable Insights.** Leverage real-time dashboards, defects trends, and other analytics to improve production processes. ## Core Competencies ![solar\_eye-scan-bold-1](https://lincode.ai/hubfs/solar_eye-scan-bold-1.svg) #### Surface Defect Detection Identify and classify surface defects, foreign objects & debris, and other defects reliably in real factory conditions. ![Curated Datasets-2](https://lincode.ai/hubfs/Curated%20Datasets-2.svg) #### Assembly Verification Verify the presence/absence, orientation, and alignment of components to ensure proper assembly. ![hardw](https://lincode.ai/hubfs/hardw.svg) #### Anomaly Detection Catch untrained anomalies with unsupervised learning models to spot new issues when they first  occur. [![SOC\_CPA\_Blue-1](https://lincode.ai/hs-fs/hubfs/SOC_CPA_Blue-1.webp?width=120&height=119&name=SOC_CPA_Blue-1.webp "SOC_CPA_Blue-1")](https://www.aicpa-cima.com/resources/download/soc-for-service-organizations-engagements-overview) Lincode is SOC2 compliant. ## Evolution of Visual Inspection ![Traditional Machine Vision](https://lincode.ai/hubfs/Traditional%20Machine%20Vision.svg) ![Traditional Machine Vision](https://lincode.ai/hs-fs/hubfs/Traditional%20Machine%20Vision.png?width=75&height=73&name=Traditional%20Machine%20Vision.png) ### Traditional Machine Vision **Traditional Machine Vision** systems have replaced many manual inspection processes. But these rule-based systems face many limitations that impact production: - **High false call rates** - **Secondary inspections** - **Controlled environments** - **Limited data tracking** ![Standard AI Platforms](https://lincode.ai/hubfs/Standard%20%20AI%20Platforms.svg) ![AI brain](https://lincode.ai/hubfs/AI%20brain.svg) ### Standard AI Platforms Many **AI Platforms** have overcome the limitations of rule-based systems. But most AI platforms require a significant amount of data, resulting in: - **Long training cycles** - **Significant investment** - **Pilot purgatory** ![Frame 143727255](https://lincode.ai/hs-fs/hubfs/Frame%20143727255.webp?width=1565&height=322&name=Frame%20143727255.webp) ### ![](https://lincode.ai/hubfs/21703448/Layer%201.svg) Is Different **LIVIS** is a true deep learning platform, unbound by rule-based systems. LIVIS also comes with **pre-trained models built on custom industry- and use case-specific datasets**. As a result, LIVIS consistently outperforms traditional machine vision technology and other AI platforms in accuracy, latency, and speed. **Higher inspection accuracy  •  Simplified data training  •  Seamless integration  •  Accelerated deployments** ## What is AI Inspector™? The module is the proprietary intelligence layer within the LIVIS Platform. It combines Lincode's pre-trained AI models, specialized training datasets, and configured business logic into a deployable solution for specific inspection tasks. Think of it as the "brain" that learns, adapts, and executes quality inspections with precision. ### Proprietary AI Models Pre-trained on real-world manufacturing components for instant capability. ### Curated Training Datasets High-quality, annotated data that accelerates model accuracy. ### Configured Business Logic Pre-built rules and workflows tailored to specific inspection use cases. [Learn more about AI Inspector™](https://lincode.ai/ai-inspector?hsLang=en) ## Key Features and Benefits: ![Unparalleled Accuracy-2](https://lincode.ai/hubfs/Unparalleled%20Accuracy-2.svg) ### Unparalleled Accuracy Increase the efficiency of traditional vision systems with LIVIS by improving reliability of inspection results and reducing false calls. ![Expanded Capabilities](https://lincode.ai/hubfs/Expanded%20Capabilities.svg) ### Expanded Capabilities Supercharge legacy camera systems with LIVIS by expanding their native capabilities for quality inspection to include advanced defect detection, assembly verification, and label inspection. ![Data Traceability (1)](https://lincode.ai/hubfs/Data%20Traceability%20(1).svg) ### Data Traceability Capture images, inspection results, timestamps, and unique identifiers to comply with regulations and track data during production processes and beyond. ![hardw](https://lincode.ai/hubfs/hardw.svg) ### Hardware Agnostic Connect LIVIS to existing cameras and factory control systems to improve quality inspection without expensive hardware upgrades or major process changes. ![No-Code AI Platform (1)](https://lincode.ai/hubfs/No-Code%20AI%20Platform%20(1).svg) ### No-Code AI Platform Train and deploy Lincode’s proprietary AI models for new parts, defects, and production lines using a simple, no-code interface. ![Curated Datasets-2](https://lincode.ai/hubfs/Curated%20Datasets-2.svg) ### Curated Datasets Go live with new use cases in under a day by leveraging Lincode’s pre-trained AI models and industry-specific datasets for a wide range of manufacturing processes and materials. ![Centralized Management-2](https://lincode.ai/hubfs/Centralized%20Management-2.svg) ### Centralized Management Manage workstations and data from production lines across the globe, whether deploying LIVIS on fixed camera stations, conveyers, robotic arms, or mobile devices. ![Analytics & Reporting (1)](https://lincode.ai/hubfs/Analytics%20%26%20Reporting%20(1).svg) ### Analytics & Reporting Analyze inspection results to track performance and improve manufacturing processes, first pass yield, throughput, and overall equipment effectiveness.  0 M+ Inspections 0 \+ Pre-Trained AI models 0 M+ Data Points 0 \+ Countries ## Industries ![Automotive](https://lincode.ai/hs-fs/hubfs/Automotive-1.webp?width=1362&height=685&name=Automotive-1.webp) ### Automotive - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Detect surface defects in engine components, drivetrains, and more - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Verify integrity of BIW, welding, and assembly processes - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Expedite and automate pre-delivery inspection ![Semiconductor](https://lincode.ai/hs-fs/hubfs/Semi-1.webp?width=1362&height=685&name=Semi-1.webp) ### Semiconductor - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Reduce false-call rate from AOI machines - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Identify missing, misaligned, or damaged components - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Inspect solder joints for classification, weaknesses, and more ![Electronic](https://lincode.ai/hs-fs/hubfs/Electronic.webp?width=1362&height=689&name=Electronic.webp) ### Electronics - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Identify defects on rivets, obturators, clips, and other child parts - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Verify labels with power ratings, barcodes, and logos - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Validate circuit breaker assembly against BOM ![Aerospace](https://lincode.ai/hs-fs/hubfs/AerospaceDefense.webp?width=1362&height=685&name=AerospaceDefense.webp) ### Aerospace & Defense - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Identify surface defects and foreign object debris - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Interior and exterior mobile inspection - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Secure data transfer and traceability ![FoodBeverage](https://lincode.ai/hs-fs/hubfs/FoodBeverage-1.webp?width=1362&height=685&name=FoodBeverage-1.webp) ### Food & Beverage - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Verify label information and print quality - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Ensure packaging and seal integrity - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Detect foreign objects at high speeds ![PrintingPackaging](https://lincode.ai/hs-fs/hubfs/PrintingPackaging.webp?width=1362&height=687&name=PrintingPackaging.webp) ### Printing & Packaging - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Verify text, QR codes, and logos - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Inspect product packaging for completeness, seals, and damages - ![arrow 3](https://lincode.ai/hubfs/arrow%203.svg) Track individual product information ## Use Cases - [All](https://lincode.ai#tab-269-1) ![PCBA circuit board](https://lincode.ai/hs-fs/hubfs/image%20(5).png?width=800&height=634&name=image%20(5).png) #### PCBA inspection - Check for solder inspection, solder bridge, improper solder - Identify missing components - Ensure proper component placement for polarity Learn More ![IGBT inspection](https://lincode.ai/hs-fs/hubfs/image30.png?width=494&height=237&name=image30.png) #### IGBT inspection - Verify sequence position for array of components - Check for presence of thermostat - Validate vendor matching component Learn More ![UPSinspection](https://lincode.ai/hs-fs/hubfs/UPSinspection.png?width=1179&height=337&name=UPSinspection.png) #### UPS inspection - Identify Surface defects like scratches, dents - Validate presence of fastener - Verify alignment of cable connection Learn More ![Piston Inspection](https://lincode.ai/hs-fs/hubfs/Piston%20Inspection.png?width=800&height=800&name=Piston%20Inspection.png) #### Piston Inspection - Check for the presence/absence of pins  - Track the number of pins  - Defect analysis such as, scratches, porosity, black spot - Color analysis Learn More ![Stem Bracket](https://lincode.ai/hs-fs/hubfs/Stem%20Bracket.png?width=604&height=570&name=Stem%20Bracket.png) #### Stem Bracket - Identify presence of holes - Check for OCR  - Check for the presence of chamfer on the metal product Learn More ![Clutch Plate](https://lincode.ai/hs-fs/hubfs/Clutch%20Plate.png?width=500&height=500&name=Clutch%20Plate.png) #### Clutch Plate - Identify the rivet missing from the part - Identify the rivet damage - Track the pad damage  - Track the pin damage  - Identify the wrong assembly  Learn More ![Cylinder Block](https://lincode.ai/hs-fs/hubfs/Cylinder%20Block.png?width=602&height=452&name=Cylinder%20Block.png) #### Cylinder Block - Detects dents and damages - Recognizes chips - Captures and verifies OCR readings - Detects excess Loctite - Identifies Foreign Object Debris (FOD) Learn More ![Transmission Gears](https://lincode.ai/hs-fs/hubfs/Transmission%20Gears.png?width=900&height=450&name=Transmission%20Gears.png) #### Transmission Gears - Detects rust formation - Identifies dents  - Recognizes dirt - Inspects for full, partial, or zero grinding - Detects incorrect welding Learn More ![Cylinder Head](https://lincode.ai/hs-fs/hubfs/Cylinder%20Head.png?width=500&height=499&name=Cylinder%20Head.png) #### Cylinder Head - Detects scratches, dent marks, and thread damage - Identifies chips in the oil gallery hole - Recognizes burrs at the injector bore intersection - Detects foreign particles Learn More ![Input Shaft](https://lincode.ai/hs-fs/hubfs/Input%20Shaft.png?width=588&height=421&name=Input%20Shaft.png) #### Input Shaft - Identifies shaft variants - Detects notches - Verifies proper assembly sequence - Identifies rust and burrs - Detects chip-off Learn More ![FrontBack Side Door](https://lincode.ai/hs-fs/hubfs/FrontBack%20Side%20Door.png?width=302&height=253&name=FrontBack%20Side%20Door.png) #### Front/Back Side Door - Check for proper pin placement - Detect the presence of white papers - Inspect twitter markings - Verify hand rest installation - Ensure red light functionality Learn More ![Diesel Injector Needle](https://lincode.ai/hs-fs/hubfs/Diesel%20Injector%20Needle.png?width=500&height=500&name=Diesel%20Injector%20Needle.png) #### Diesel Injector Needle - Detects grinding defects - Identifies delamination - Recognizes grinding marks - Detects tip damage - Identifies scratches - Check for droplets Learn More ![Brake Backplate](https://lincode.ai/hs-fs/hubfs/Brake%20Backplate.png?width=606&height=412&name=Brake%20Backplate.png) #### Brake Backplate - Detect double punch marks - Identify excess material - Inspect for improper coating - Recognize scratches - Detect dents - Identify cracks Learn More ![Window Rollers](https://lincode.ai/hs-fs/hubfs/Window%20Rollers.jpg?width=666&height=497&name=Window%20Rollers.jpg) #### Window Rollers - Classify parts into LH and RH - Detect surface roughness - Identify damages - Recognize flash - Detect discoloration Learn More ![Car Bumper](https://lincode.ai/hs-fs/hubfs/Car%20Bumper.png?width=417&height=500&name=Car%20Bumper.png) #### Car Bumper - Detect surface defects - Identify shape deformations - Verify the presence and absence of clips,  screws, rivets, nut springs, sensors etc - Inspect for aesthetic defects Learn More ![Engine](https://lincode.ai/hs-fs/hubfs/Engine.png?width=1021&height=882&name=Engine.png) #### Engine - Verify assembly accuracy - Check for the presence and absence of child parts and features Learn More ![Fuel Tank](https://lincode.ai/hs-fs/hubfs/Fuel%20Tank.png?width=595&height=299&name=Fuel%20Tank.png) #### Fuel Tank - Detect holes - Identify dents - Recognize black spots - Detect rust formation - Verify OCR readability - Identify damages Learn More ![Engine Valve](https://lincode.ai/hs-fs/hubfs/Engine%20Valve.jpg?width=1000&height=1000&name=Engine%20Valve.jpg) #### Engine Valve - Detect coating loss - Identify surface roughness - Recognize surface defects - Check for dimensional errors Learn More ![Gearbox](https://lincode.ai/hs-fs/hubfs/Gearbox.png?width=1280&height=853&name=Gearbox.png) #### Gearbox - Identify plastic deformation - Detect abrasion - Recognize cavitation - Inspect for cracks Learn More ![Differential](https://lincode.ai/hs-fs/hubfs/Differential.png?width=840&height=560&name=Differential.png) #### Differential - Detect porosity - Identify microcracking - Identify microcracking Learn More ![Drive Shaft](https://lincode.ai/hs-fs/hubfs/Drive%20Shaft.png?width=500&height=500&name=Drive%20Shaft.png) #### Drive Shaft - Identify cracks in the rubber bearing - Detect pipe deflection - Check for slotted joint backlash Learn More ![Transfer Case](https://lincode.ai/hs-fs/hubfs/Transfer%20Case.png?width=300&height=300&name=Transfer%20Case.png) #### Transfer Case - Identify dents - Detect cracks - Recognize porosity Learn More ![Catalyst Inspection](https://lincode.ai/hs-fs/hubfs/image19.png?width=647&height=510&name=image19.png) #### Catalyst Inspection - 360 degrees inspection - Detect Plugged cells  - Identify surface defects like dents, bends, coating defects Learn More ![Connecting Rod Inspection](https://lincode.ai/hs-fs/hubfs/Connecting%20Rod%20Inspection.jpg?width=647&height=486&name=Connecting%20Rod%20Inspection.jpg) #### Connecting Rod Inspection - Inspect for bolt plan burrs and burr in bush - Detect crack marks and chip offs - Identifying chamfer presence and absence - Capturing the Needle print OCR Learn More ![Wiring Harness](https://lincode.ai/hs-fs/hubfs/use%20case3-1.png?width=380&height=158&name=use%20case3-1.png) #### Wiring Harness - Identify rubber surface defects like chip off, dents and breakage - Detect surface defects on child parts - Detect metal breakages Learn More ![Turbo Charger](https://lincode.ai/hs-fs/hubfs/image26.jpg?width=346&height=354&name=image26.jpg) #### Turbo Charger (Housing components) - Identify presence and absence of holes and chamfer - Detect surface defects like dents and scratches - Classify part accurately Learn More ![Cockpit or Dashboard PDI](https://lincode.ai/hs-fs/hubfs/Cockpit%20or%20Dashboard%20PDI.png?width=806&height=394&name=Cockpit%20or%20Dashboard%20PDI.png) #### Cockpit or Dashboard PDI - Presence of parts as per variant  - Identifying Surface defects like scratch, crease, wrinkles, glue presence and more - Detecting Stitching and paint defects Learn More ![Paintinspection](https://lincode.ai/hs-fs/hubfs/Paintinspection.png?width=473&height=268&name=Paintinspection.png) #### Paint inspection - Identifying surface defects like scratches, pinholes  - Detect Dirt and rate orange peel  - Detect paint runs and sags Learn More ![Weld inspection](https://lincode.ai/hs-fs/hubfs/Weld%20inspection.png?width=474&height=281&name=Weld%20inspection.png) #### Weld inspection - Identifying porosity and burn through - Detect spatter and undercut - Track absence of welds Learn More ![Sealant Inspection for Door and Hood](https://lincode.ai/hs-fs/hubfs/Sealant%20Inspection%20for%20Door%20and%20Hood.jpg?width=1999&height=1354&name=Sealant%20Inspection%20for%20Door%20and%20Hood.jpg) #### Sealant Inspection for Door and Hood - Detect excessive or missing sealant - Verify mastic count - Ensure gap consistency of hemming and mastic sealant Learn More ![stud](https://lincode.ai/hs-fs/hubfs/stud.webp?width=380&height=158&name=stud.webp) #### Body/ Stud inspection - Detect surface detects like dents, cracks - Verify stud counts and detect missing studs - Validate for stud alignment  Learn More ## Testimonials ![gridicons\_quote](https://lincode.ai/hubfs/gridicons_quote.svg) We have been using Lincode’s AI-based solution in our facility for the last 3 years and have observed a drastic improvement in performance: - Inspection cycle time reduced from over 60 seconds to just 5 seconds per unit. - False call rate reduced from approximately 30% to less than 3%, greatly improving accuracy and process reliability. The ease of programming and flexibility of the system are the features we value most. Engineers can easily set up and teach the system using just a few sample images, eliminating the need for time-consuming programming typically required in rule-based systems. This makes the system highly adaptable and user-friendly. Compared to other inspection systems, Lincode’s LIVIS system delivers lower false call rates and much better adaptability to product-specific needs. It is by far the best solution we have used for customized inspection requirements across a variety of products. ###### Siraj Puthanpurayil, Senior General Manager Manufacturing Technology, Global Supply Chain Schneider Electric ![gridicons\_quote](https://lincode.ai/hubfs/gridicons_quote.svg) As pioneers in visual quality inspection using AI, Lincode has helped us solve many challenges in BIW automation lines where traditional vision systems fail to support our applications. The Lincode team is highly flexible to our requirements and has extended their services beyond the initial specifications to help solve the problems on-site. ![image-Mar-12-2025-11-48-11-4267-AM](https://lincode.ai/hs-fs/hubfs/image-Mar-12-2025-11-48-11-4267-AM.png?width=73&height=73&name=image-Mar-12-2025-11-48-11-4267-AM.png) ###### Rajsekhar Jaypal, AVP, Welding Systems DiFACTO Robotics and Automation ![gridicons\_quote](https://lincode.ai/hubfs/gridicons_quote.svg) Since we started using the Lincode inspection system, we’ve had a significant increase in productivity. The system can detect defects in the bolt no matter how the part is placed, along with missing pins. This has reduced our manual efforts and increased operator efficiency. We are very satisfied with the system and will certainly work with Lincode on other projects. ![image 56-1](https://lincode.ai/hs-fs/hubfs/image%2056-1.png?width=73&height=73&name=image%2056-1.png) ###### Andreas Nußmüller, Managing Director Nußmüller Montagetechnik ![Vector (20)](https://lincode.ai/hs-fs/hubfs/Vector%20(20).png?width=79&height=66&name=Vector%20(20).png) We are into Robotic Integration, Robotic Simulation, Robotic Programming and Robotic Onsite training. We know Lincode from the past 2 years who are into vision inspection with AI and Deep Learning. We are amazed with the technology they are using with basic cameras and using AI which is far, far ahead of the conventional imaging process. They have a wonderful software team and with them we are integrating the vision system to any brand of robots. So basically we want to use their expertise and associate with them for robotic-based inspection systems and place with the help of vision and vision-based tracking systems. ![Ellipse 50](https://lincode.ai/hs-fs/hubfs/Ellipse%2050.png?width=72&height=72&name=Ellipse%2050.png) ###### VP of Finance Automotive Company ## Case Studies ## Awards ![Michigan Celebrates Small Business Best Small Business Award 2024](https://lincode.ai/hs-fs/hubfs/About/Michigan%20Celebrates%20Small%20Business%20%20Best%20Small%20Business%20Award%202024.webp?width=250&height=103&name=Michigan%20Celebrates%20Small%20Business%20%20Best%20Small%20Business%20Award%202024.webp) Michigan Celebrates Small Business Best Small Business Award 2024 ![accel](https://lincode.ai/hs-fs/hubfs/accel.png?width=250&height=103&name=accel.png) Centrepolis Accelerator Best Manufacturing Technology 2024 ![Advanced Manufacturing Expo](https://lincode.ai/hubfs/Advanced%20Manufacturing%20Expo.svg) Advanced Manufacturing Expo Pitch Competition Winner 2023 ## Featured in [![Business Insider](https://lincode.ai/hs-fs/hubfs/brand-business-insider-icon-512x207-eb6q4x0m.png?width=512&height=207&name=brand-business-insider-icon-512x207-eb6q4x0m.png)](https://markets.businessinsider.com/news/stocks/lincode-unveils-strategic-roadmap-to-transform-manufacturing-quality-control-with-ai-powered-visual-inspection-1033022848) [![businessstnd-webp](https://lincode.ai/hs-fs/hubfs/businessstnd-webp.webp?width=275&height=50&name=businessstnd-webp.webp)](https://www.business-standard.com/content/press-releases-ani/smaarc-hosts-a-virtual-panel-discussion-on-adopting-the-manufacturing-s-new-normal-120082401291_1.html) [![Entrepreneur One](https://lincode.ai/hs-fs/hubfs/image%2079.webp?width=275&height=94&name=image%2079.webp)](https://entrepreneuronemedia.com/interviews/lincode-labs-revolutionizing-manufacturing-with-ai-powered-inspection-software-and-visionary-leadership/) [![Motoring Trends](https://lincode.ai/hs-fs/hubfs/image%2081.webp?width=275&height=53&name=image%2081.webp)](https://motoring-trends.com/technology/ai-based-visual-inspection-enhancing-the-automotive-industry) [![newsbre](https://lincode.ai/hs-fs/hubfs/newsbre.png?width=275&height=45&name=newsbre.png)](https://www.newsbreak.com/eva-keller-1829186/3319205206163) [![The Economic Times](https://lincode.ai/hs-fs/hubfs/image%2084.webp?width=275&height=31&name=image%2084.webp)](https://economictimes.indiatimes.com/small-biz/sme-sector/ai-visual-inspection-company-lincode-raises-investment-from-accel-others/articleshow/88830237.cms) [![VCCiRCLE](https://lincode.ai/hs-fs/hubfs/image%2083.webp?width=275&height=136&name=image%2083.webp)](https://www.vccircle.com/ai-based-vision-inspection-startup-lincode-raises-funding-from-accel-others) [![Yourstory webp](https://lincode.ai/hs-fs/hubfs/Yourstory%20webp.webp?width=237&height=54&name=Yourstory%20webp.webp)](https://yourstory.com/2020/06/funding-ai-vision-inspection-startup-lincode-labs) Speak to an Expert ### Speak to an Expert × [![Lincode white logo](https://lincode.ai/hubfs/Lincode%20white%20logo.svg)](https://lincode.ai/?hsLang=en) AI-Powered Visual Inspection System for Manufacturing 2050 15th Street, Detroit, MI 48216, United States 440 N. Wolfe Road, Sunnyvale, CA 94085, United States [sales@lincode.ai](mailto:sales@lincode.ai) [![mdi\_linkedin](https://lincode.ai/hubfs/mdi_linkedin.svg)](https://linkedin.com/company/lincodelabs) [![prime\_twitter](https://lincode.ai/hubfs/prime_twitter.svg)](https://twitter.com/lincodelabs) [![ic\_baseline-facebook](https://lincode.ai/hubfs/ic_baseline-facebook.svg)](https://www.facebook.com/lincodelabs) [![ri\_instagram-fill](https://lincode.ai/hubfs/ri_instagram-fill.svg)](https://www.instagram.com/lincode.ai) ##### Product - [LIVIS](https://lincode.ai/product?hsLang=en#livis-platform) - [Industries](https://lincode.ai/product?hsLang=en#industries) - [FAQs](https://lincode.ai/product?hsLang=en#livis-faqs) ##### About - [Company](https://lincode.ai/about?hsLang=en#company) - [Team](https://lincode.ai/about?hsLang=en#leadership) ##### Get Started - [Contact](https://lincode.ai/contact?hsLang=en#contact-box) © 2026 [Lincode Labs Inc](https://lincode.ai/?hsLang=en). 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