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    Document processing

    Ultralytics

    Tech & Engineering
    Document processing

    Digitization at scale-automatically classify, extract, and verify data from physical documents with high precision.

    Request licenseHow Ultralytics YOLO can help with document processing

    Computer vision streamlines the transition from paper to digital. By identifying document structures and extracting key text fields automatically, businesses can reduce processing times from hours to seconds while eliminating human transcription errors.

    Explore YOLOTransformative vision AI across every industry

    From factory floors to operating rooms, Ultralytics empowers the world's most demanding industries to see, understand, and act with unprecedented clarity.

    Computer vision in robotics

    Power smarter machines with Ultralytics YOLO models. Vision AI in robotics drives autonomous navigation, perception, object tracking, and real-time control.Learn more

    Computer vision in logistics

    Streamline logistics with Ultralytics YOLO models. Vision AI enables package inspection, sorting, vehicle tracking, and real-time warehouse safety monitoring.Learn more

    Computer vision in retail

    Reimagine retail with Ultralytics YOLO models. Vision AI powers inventory tracking, shelf monitoring, queue management, and smarter customer insights.Learn more

    Computer vision in healthcare

    Build healthcare solutions with Ultralytics YOLO models. Vision AI in healthcare powers faster medical imaging, smarter diagnostics, and patient monitoring.Learn more

    Computer vision in manufacturing

    Optimize manufacturing with Ultralytics YOLO models. Vision AI drives quality control, defect detection, PPE compliance, and assembly line automation.Learn more

    Computer vision in automotive

    Apply computer vision in automotive with Ultralytics YOLO models. Vision AI elevates road safety, driver assistance, and vehicle automation for smarter roads.Learn more

    Computer vision in agriculture

    Bring vision AI to smart agriculture with Ultralytics YOLO models. Power crop monitoring, livestock tracking, and precision farming for higher, smarter yields.Learn more

    Computer vision in robotics

    Power smarter machines with Ultralytics YOLO models. Vision AI in robotics drives autonomous navigation, perception, object tracking, and real-time control.Learn more

    Computer vision in logistics

    Streamline logistics with Ultralytics YOLO models. Vision AI enables package inspection, sorting, vehicle tracking, and real-time warehouse safety monitoring.Learn more

    Computer vision in retail

    Reimagine retail with Ultralytics YOLO models. Vision AI powers inventory tracking, shelf monitoring, queue management, and smarter customer insights.Learn more

    Computer vision in healthcare

    Build healthcare solutions with Ultralytics YOLO models. Vision AI in healthcare powers faster medical imaging, smarter diagnostics, and patient monitoring.Learn more

    Computer vision in manufacturing

    Optimize manufacturing with Ultralytics YOLO models. Vision AI drives quality control, defect detection, PPE compliance, and assembly line automation.Learn more

    Computer vision in automotive

    Apply computer vision in automotive with Ultralytics YOLO models. Vision AI elevates road safety, driver assistance, and vehicle automation for smarter roads.Learn more

    Computer vision in agriculture

    Bring vision AI to smart agriculture with Ultralytics YOLO models. Power crop monitoring, livestock tracking, and precision farming for higher, smarter yields.Learn more

    Computer vision in robotics

    Power smarter machines with Ultralytics YOLO models. Vision AI in robotics drives autonomous navigation, perception, object tracking, and real-time control.Learn more

    Computer vision in logistics

    Streamline logistics with Ultralytics YOLO models. Vision AI enables package inspection, sorting, vehicle tracking, and real-time warehouse safety monitoring.Learn more

    Computer vision in retail

    Reimagine retail with Ultralytics YOLO models. Vision AI powers inventory tracking, shelf monitoring, queue management, and smarter customer insights.Learn more

    Computer vision in healthcare

    Build healthcare solutions with Ultralytics YOLO models. Vision AI in healthcare powers faster medical imaging, smarter diagnostics, and patient monitoring.Learn more

    Computer vision in manufacturing

    Optimize manufacturing with Ultralytics YOLO models. Vision AI drives quality control, defect detection, PPE compliance, and assembly line automation.Learn more

    Computer vision in automotive

    Apply computer vision in automotive with Ultralytics YOLO models. Vision AI elevates road safety, driver assistance, and vehicle automation for smarter roads.Learn more

    Computer vision in agriculture

    Bring vision AI to smart agriculture with Ultralytics YOLO models. Power crop monitoring, livestock tracking, and precision farming for higher, smarter yields.Learn moreExplore industry solutionsHow YOLO tasks can help you in your day-to-day

    Ultralytics Platform natively supports all 7 tasks needed to build production-ready vision AI.

    Object detectionDetect objects in an image or video with axis-aligned bounding boxes.Instance segmentationCreate pixel-precise masks highlighting objects within a frame.Semantic segmentationAssign a specific class label to every individual pixel.Depth estimationPredict per-pixel distance in meters from a single RGB camera.Image classificationAssign one or multiple labels to an entire image.Pose estimationDetect and label body keypoints for body position monitoring.Oriented object detectionDetect rotated objects with angle-aware bounding boxes.Try YOLO26 Inference

    Drag and drop an image to see real-time object detection

    Live DemoInput ImageUpload an image or select an example to test yolo26n. Predict Docs

    Drop an image here

    or click to browse

    Supports JPEG, PNG, WebP, AVIF, HEIC, JP2, TIFF, BMP & more (max 10MB)

    Or try an examplebus.jpgzidane.jpgWebcamConfidence0.25IoU0.70Image Size640API DocsDeploy your model to get a dedicated inference endpoint with API key authentication — then replace the placeholder URL and key below with your deployment values. Deploy docsNote: This is example code. Deploy your model first to get your endpoint URL and API key.PythonJavaScriptcURLDeployimport requests # Replace with your deployment URL and API key url = "https://your-deployment-url.run.app/predict" api_key = "YOUR_API_KEY" # Optional inference parameters (conf, iou, imgsz) args = {"conf": 0.25, "iou": 0.7, "imgsz": 640} with open("image.jpg", "rb") as f: response = requests.post( url, headers={"Authorization": f"Bearer {api_key}"}, data=args, files={"file": f}, ) print(response.json())Benefits of computer vision in document processing01Dramatic operational efficiency

    Automating data extraction allows your team to focus on high-value analysis rather than the tedious manual entry of names, dates, and figures.

    02Enhanced compliance and security

    Instantly flag missing signatures or expired ID documents, ensuring your records always meet regulatory and audit standards.

    Request licenseSee our models in action

    Camerite cuts development time 25.2% with Ultralytics YOLO

    Learn how Camerite uses Ultralytics YOLO to automate video monitoring, cutting development time and helping cities shift to proactive security.Learn more

    OnsiteIQ reduces project delays by 20% with Ultralytics YOLO11

    Discover how OnsiteIQ uses Ultralytics YOLO11 to monitor construction sites, cutting project delays 20% and resolving disputes 3x faster.Learn more

    mtrail's TrainVision cuts rail data collection time by close to 100%

    Explore how mtrail's TrainVision uses Ultralytics YOLO to automate rail data collection, cutting time up to 100% and errors by 90%.Learn more

    Glacier Robotics reduced PET leakage by 70% across US recycling facilities

    See how Glacier Robotics uses Ultralytics YOLO11 to reduce PET leakage by 70%, improve recycling accuracy, and automate waste sorting.Learn more

    SOHGA cuts parking monitoring time by 30% with Ultralytics YOLO

    Learn how SOHGA's MEGURU system uses Ultralytics YOLO26 to automate parking lot patrols, reduce patrol time by 30%, and improve safety.Learn more

    Scaleout cuts model updates from weeks to hours with Ultralytics YOLO

    Discover how Scaleout uses Ultralytics YOLO and federated learning to fine-tune AI models on edge devices while keeping sensitive data secure.Learn more

    RapiD Engineering deploys seafood quality control 1 week faster with Ultralytics YOLO

    See how RapiD Engineering uses Ultralytics YOLO to automate salmon inspection, detect defects in real time, and save a week of engineering work.Learn more

    Project Ocean Oasis advances reef conservation with Ultralytics YOLO

    Discover how Project Ocean Oasis uses Ultralytics YOLO, edge AI, and autonomous monitoring systems to scale reef conservation and ocean intelligence.Learn more

    Volley powers 250+ on-court AI trainers with Ultralytics YOLO

    "What's really nice is that the model performs really well in real time on edge hardware on the trainer, and we can use the same model in the cloud to run the exact same flow."Learn more

    WG Tech Solutions cuts safety violations by 28% with Ultralytics YOLO and Axelera’s AI Accelerator

    Learn how WG Tech Solutions managed to reduce safety violations in manufacturing by 28% leveraging Ultralytics YOLO and Axelera’s AI AcceleratorLearn more

    Stride delivers 1-minute equine gait analysis with Ultralytics YOLO

    Learn how Stride leverages Ultralytics YOLO models for horse pose estimation, achieving a full gait analysis in under 1 minute.Learn more

    Pixelabs achieves 95% recall with Ultralytics YOLO-driven automation

    Learn how Pixelabs leverages Ultralytics YOLO models to automate workflows and achieve 95% recall.Learn more

    SiteAssist improves site safety by processing 770K+ images with Ultralytics YOLO

    Learn how SiteAssist leverages Ultralytics YOLO models to improve construction site safety.Learn more

    Chef Robotics uses Ultralytics YOLO to cut food giveaway by 67%

    Explore how Chef Robotics uses Ultralytics YOLO models for precise food assembly.Learn more

    Cali Intelligence shortens checkout queues by 43% with Ultralytics YOLO

    Explore how Cali Intelligence uses Ultralytics YOLO models to reduce retail checkout queues with object detection.Learn more

    MarineSitu hits 96%+ uptime in underwater monitoring using Ultralytics YOLO

    Discover how MarineSitu uses Ultralytics YOLO to transform underwater object detection.Learn more

    Theia Scientific speeds up microscopy analysis 43× with Ultralytics YOLO

    Discover how Theia Scientific uses Ultralytics YOLO to redefine microscopy data analysis.Learn more

    eSmart Systems halves power line inspection time with Ultralytics YOLO

    Discover how eSmart Systems uses Ultralytics YOLO to boost defect detection speed and transform utility inspections.Learn more

    Axelera AI delivers 34 FPS edge AI inference using Ultralytics YOLO

    Discover how Axelera AI uses Ultralytics YOLO to deliver fast, accurate, and efficient edge vision on Metis AI chips.Learn more

    STMicroelectronics runs Ultralytics YOLO on an MCU at just 9.4 mJ per inference

    Discover how STMicroelectronics efficiently deploys Ultralytics YOLO models on low-power microcontrollers to achieve accurate real-time inference at the edge.Learn more

    Specialvideo reaches 99% food inspection accuracy with Ultralytics YOLO

    Discover how Specialvideo uses Ultralytics YOLO models to power real-time AI food inspection, ensuring quality, reducing waste, and boosting efficiency.Learn more

    Vivity AI saves $5M+ a year in industrial operations with Ultralytics YOLO

    Discover how Vivity AI leverages Ultralytics YOLO models to enhance industrial automation, improving efficiency, reducing downtime, and ensuring workplace safety.Learn more

    Videologic Analytics scales to 10K AI camera licenses with Ultralytics YOLO

    Discover how Videologic Analytics integrates Ultralytics YOLO models to enhance video surveillance, improving detection accuracy, reducing false alarms, and optimizing real-time threat monitoring.Learn more

    Prezent boosts slide detection accuracy by 34% with Ultralytics YOLO

    Discover how Prezent leverages Ultralytics YOLO models to automate slide element detection, reducing processing time to under 10 seconds while preserving structure and design.Learn more

    ALYCE accelerates traffic AI inference by 20% with Ultralytics YOLO

    Discover how ALYCE uses Ultralytics YOLO models to enhance data accuracy, optimize urban mobility, and create AI-driven traffic solutions for sustainable, smarter cities.Learn more

    Kiwitron uses Ultralytics YOLO to detect industrial hazards 30m away

    Explore how Kiwitron uses Ultralytics YOLO models in its KewiEye solution to detect and address industrial hazards for better safety.Learn more

    Camerite cuts development time 25.2% with Ultralytics YOLO

    Learn how Camerite uses Ultralytics YOLO to automate video monitoring, cutting development time and helping cities shift to proactive security.Learn more

    OnsiteIQ reduces project delays by 20% with Ultralytics YOLO11

    Discover how OnsiteIQ uses Ultralytics YOLO11 to monitor construction sites, cutting project delays 20% and resolving disputes 3x faster.Learn more

    mtrail's TrainVision cuts rail data collection time by close to 100%

    Explore how mtrail's TrainVision uses Ultralytics YOLO to automate rail data collection, cutting time up to 100% and errors by 90%.Learn more

    Glacier Robotics reduced PET leakage by 70% across US recycling facilities

    See how Glacier Robotics uses Ultralytics YOLO11 to reduce PET leakage by 70%, improve recycling accuracy, and automate waste sorting.Learn more

    SOHGA cuts parking monitoring time by 30% with Ultralytics YOLO

    Learn how SOHGA's MEGURU system uses Ultralytics YOLO26 to automate parking lot patrols, reduce patrol time by 30%, and improve safety.Learn more

    Scaleout cuts model updates from weeks to hours with Ultralytics YOLO

    Discover how Scaleout uses Ultralytics YOLO and federated learning to fine-tune AI models on edge devices while keeping sensitive data secure.Learn more

    RapiD Engineering deploys seafood quality control 1 week faster with Ultralytics YOLO

    See how RapiD Engineering uses Ultralytics YOLO to automate salmon inspection, detect defects in real time, and save a week of engineering work.Learn more

    Project Ocean Oasis advances reef conservation with Ultralytics YOLO

    Discover how Project Ocean Oasis uses Ultralytics YOLO, edge AI, and autonomous monitoring systems to scale reef conservation and ocean intelligence.Learn more

    Volley powers 250+ on-court AI trainers with Ultralytics YOLO

    "What's really nice is that the model performs really well in real time on edge hardware on the trainer, and we can use the same model in the cloud to run the exact same flow."Learn more

    WG Tech Solutions cuts safety violations by 28% with Ultralytics YOLO and Axelera’s AI Accelerator

    Learn how WG Tech Solutions managed to reduce safety violations in manufacturing by 28% leveraging Ultralytics YOLO and Axelera’s AI AcceleratorLearn more

    Stride delivers 1-minute equine gait analysis with Ultralytics YOLO

    Learn how Stride leverages Ultralytics YOLO models for horse pose estimation, achieving a full gait analysis in under 1 minute.Learn more

    Pixelabs achieves 95% recall with Ultralytics YOLO-driven automation

    Learn how Pixelabs leverages Ultralytics YOLO models to automate workflows and achieve 95% recall.Learn more

    SiteAssist improves site safety by processing 770K+ images with Ultralytics YOLO

    Learn how SiteAssist leverages Ultralytics YOLO models to improve construction site safety.Learn more

    Chef Robotics uses Ultralytics YOLO to cut food giveaway by 67%

    Explore how Chef Robotics uses Ultralytics YOLO models for precise food assembly.Learn more

    Cali Intelligence shortens checkout queues by 43% with Ultralytics YOLO

    Explore how Cali Intelligence uses Ultralytics YOLO models to reduce retail checkout queues with object detection.Learn more

    MarineSitu hits 96%+ uptime in underwater monitoring using Ultralytics YOLO

    Discover how MarineSitu uses Ultralytics YOLO to transform underwater object detection.Learn more

    Theia Scientific speeds up microscopy analysis 43× with Ultralytics YOLO

    Discover how Theia Scientific uses Ultralytics YOLO to redefine microscopy data analysis.Learn more

    eSmart Systems halves power line inspection time with Ultralytics YOLO

    Discover how eSmart Systems uses Ultralytics YOLO to boost defect detection speed and transform utility inspections.Learn more

    Axelera AI delivers 34 FPS edge AI inference using Ultralytics YOLO

    Discover how Axelera AI uses Ultralytics YOLO to deliver fast, accurate, and efficient edge vision on Metis AI chips.Learn more

    STMicroelectronics runs Ultralytics YOLO on an MCU at just 9.4 mJ per inference

    Discover how STMicroelectronics efficiently deploys Ultralytics YOLO models on low-power microcontrollers to achieve accurate real-time inference at the edge.Learn more

    Specialvideo reaches 99% food inspection accuracy with Ultralytics YOLO

    Discover how Specialvideo uses Ultralytics YOLO models to power real-time AI food inspection, ensuring quality, reducing waste, and boosting efficiency.Learn more

    Vivity AI saves $5M+ a year in industrial operations with Ultralytics YOLO

    Discover how Vivity AI leverages Ultralytics YOLO models to enhance industrial automation, improving efficiency, reducing downtime, and ensuring workplace safety.Learn more

    Videologic Analytics scales to 10K AI camera licenses with Ultralytics YOLO

    Discover how Videologic Analytics integrates Ultralytics YOLO models to enhance video surveillance, improving detection accuracy, reducing false alarms, and optimizing real-time threat monitoring.Learn more

    Prezent boosts slide detection accuracy by 34% with Ultralytics YOLO

    Discover how Prezent leverages Ultralytics YOLO models to automate slide element detection, reducing processing time to under 10 seconds while preserving structure and design.Learn more

    ALYCE accelerates traffic AI inference by 20% with Ultralytics YOLO

    Discover how ALYCE uses Ultralytics YOLO models to enhance data accuracy, optimize urban mobility, and create AI-driven traffic solutions for sustainable, smarter cities.Learn more

    Kiwitron uses Ultralytics YOLO to detect industrial hazards 30m away

    Explore how Kiwitron uses Ultralytics YOLO models in its KewiEye solution to detect and address industrial hazards for better safety.Learn more

    Camerite cuts development time 25.2% with Ultralytics YOLO

    Learn how Camerite uses Ultralytics YOLO to automate video monitoring, cutting development time and helping cities shift to proactive security.Learn more

    OnsiteIQ reduces project delays by 20% with Ultralytics YOLO11

    Discover how OnsiteIQ uses Ultralytics YOLO11 to monitor construction sites, cutting project delays 20% and resolving disputes 3x faster.Learn more

    mtrail's TrainVision cuts rail data collection time by close to 100%

    Explore how mtrail's TrainVision uses Ultralytics YOLO to automate rail data collection, cutting time up to 100% and errors by 90%.Learn more

    Glacier Robotics reduced PET leakage by 70% across US recycling facilities

    See how Glacier Robotics uses Ultralytics YOLO11 to reduce PET leakage by 70%, improve recycling accuracy, and automate waste sorting.Learn more

    SOHGA cuts parking monitoring time by 30% with Ultralytics YOLO

    Learn how SOHGA's MEGURU system uses Ultralytics YOLO26 to automate parking lot patrols, reduce patrol time by 30%, and improve safety.Learn more

    Scaleout cuts model updates from weeks to hours with Ultralytics YOLO

    Discover how Scaleout uses Ultralytics YOLO and federated learning to fine-tune AI models on edge devices while keeping sensitive data secure.Learn more

    RapiD Engineering deploys seafood quality control 1 week faster with Ultralytics YOLO

    See how RapiD Engineering uses Ultralytics YOLO to automate salmon inspection, detect defects in real time, and save a week of engineering work.Learn more

    Project Ocean Oasis advances reef conservation with Ultralytics YOLO

    Discover how Project Ocean Oasis uses Ultralytics YOLO, edge AI, and autonomous monitoring systems to scale reef conservation and ocean intelligence.Learn more

    Volley powers 250+ on-court AI trainers with Ultralytics YOLO

    "What's really nice is that the model performs really well in real time on edge hardware on the trainer, and we can use the same model in the cloud to run the exact same flow."Learn more

    WG Tech Solutions cuts safety violations by 28% with Ultralytics YOLO and Axelera’s AI Accelerator

    Learn how WG Tech Solutions managed to reduce safety violations in manufacturing by 28% leveraging Ultralytics YOLO and Axelera’s AI AcceleratorLearn more

    Stride delivers 1-minute equine gait analysis with Ultralytics YOLO

    Learn how Stride leverages Ultralytics YOLO models for horse pose estimation, achieving a full gait analysis in under 1 minute.Learn more

    Pixelabs achieves 95% recall with Ultralytics YOLO-driven automation

    Learn how Pixelabs leverages Ultralytics YOLO models to automate workflows and achieve 95% recall.Learn more

    SiteAssist improves site safety by processing 770K+ images with Ultralytics YOLO

    Learn how SiteAssist leverages Ultralytics YOLO models to improve construction site safety.Learn more

    Chef Robotics uses Ultralytics YOLO to cut food giveaway by 67%

    Explore how Chef Robotics uses Ultralytics YOLO models for precise food assembly.Learn more

    Cali Intelligence shortens checkout queues by 43% with Ultralytics YOLO

    Explore how Cali Intelligence uses Ultralytics YOLO models to reduce retail checkout queues with object detection.Learn more

    MarineSitu hits 96%+ uptime in underwater monitoring using Ultralytics YOLO

    Discover how MarineSitu uses Ultralytics YOLO to transform underwater object detection.Learn more

    Theia Scientific speeds up microscopy analysis 43× with Ultralytics YOLO

    Discover how Theia Scientific uses Ultralytics YOLO to redefine microscopy data analysis.Learn more

    eSmart Systems halves power line inspection time with Ultralytics YOLO

    Discover how eSmart Systems uses Ultralytics YOLO to boost defect detection speed and transform utility inspections.Learn more

    Axelera AI delivers 34 FPS edge AI inference using Ultralytics YOLO

    Discover how Axelera AI uses Ultralytics YOLO to deliver fast, accurate, and efficient edge vision on Metis AI chips.Learn more

    STMicroelectronics runs Ultralytics YOLO on an MCU at just 9.4 mJ per inference

    Discover how STMicroelectronics efficiently deploys Ultralytics YOLO models on low-power microcontrollers to achieve accurate real-time inference at the edge.Learn more

    Specialvideo reaches 99% food inspection accuracy with Ultralytics YOLO

    Discover how Specialvideo uses Ultralytics YOLO models to power real-time AI food inspection, ensuring quality, reducing waste, and boosting efficiency.Learn more

    Vivity AI saves $5M+ a year in industrial operations with Ultralytics YOLO

    Discover how Vivity AI leverages Ultralytics YOLO models to enhance industrial automation, improving efficiency, reducing downtime, and ensuring workplace safety.Learn more

    Videologic Analytics scales to 10K AI camera licenses with Ultralytics YOLO

    Discover how Videologic Analytics integrates Ultralytics YOLO models to enhance video surveillance, improving detection accuracy, reducing false alarms, and optimizing real-time threat monitoring.Learn more

    Prezent boosts slide detection accuracy by 34% with Ultralytics YOLO

    Discover how Prezent leverages Ultralytics YOLO models to automate slide element detection, reducing processing time to under 10 seconds while preserving structure and design.Learn more

    ALYCE accelerates traffic AI inference by 20% with Ultralytics YOLO

    Discover how ALYCE uses Ultralytics YOLO models to enhance data accuracy, optimize urban mobility, and create AI-driven traffic solutions for sustainable, smarter cities.Learn more

    Kiwitron uses Ultralytics YOLO to detect industrial hazards 30m away

    Explore how Kiwitron uses Ultralytics YOLO models in its KewiEye solution to detect and address industrial hazards for better safety.Learn moreFrequently asked questions
    • Can it read handwritten text?

      Yes, when integrated with OCR modules, YOLO can identify handwritten zones and extract the text with high accuracy, even in varied styles.

    • How does it handle poor-quality scans or photos?

      The model can be trained to recognize features in low-contrast or blurry images, and can even trigger an alert to the user to "retake" the photo if quality is too low.

    • Is my sensitive data secure?

      Absolutely. Processing can be done entirely on-premises or via secure "edge" devices, ensuring that sensitive documents never leave your local network.

    Your vision, realized

    Join millions of developers building scalable solutions for smart use cases across industries. Annotate, train, and deploy — all from Ultralytics platform.

    Request licenseGet started
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    This role is listed because Ultralytics is part of the Ignite Next portfolio. Applications are handled by Ultralytics directly — Ignite Next does not receive your application, screen candidates or act as a recruiter.

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