How It Works

alwaysAI Simplifies Computer Vision So You Can Focus on the Real-Time Insights We Deliver


Collect and Upload Your Data

Collect images or videos from deployment location and upload to alwaysAI.

Annotate Your Data

Highlight and label objects or items to detect.
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Train Your Model

Train your model based on your annotated dataset.
Develop Your App

Develop Your App

Develop your application using our Python library of APIs, edgeIQ.
Deploy App

Deploy Application

Deploy your application to the edge or the cloud and scale across multiple cameras and locations.

Run-time Inferencing

Begin processing the incoming data from your deployed application.

Real-time Analytics

Get real-time data from your application sent to alwaysAI’s console and easily collaborate with team members.

Dataset Management

Streamline Data Collection and Processing

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Convenient Data Uploading

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Enhanced Annotation Tools

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Advanced Video Sampling

Model Training

Robust Model Training for Practical AI Use Cases

Train powerful models with alwaysAI's advanced tools, or integrate your own for seamless real-world deployments.

Model Architectures Built for Practical AI Deployments

Choose from one of our exclusive YOLO by alwaysAI model architectures or bring your own architecture for ultimate flexibility. alwaysAI also supports multimodal architectures and can run on most PyTorch-based model frameworks.


YOLO Dynamic

Multi-object detection system optimized for changing conditions and backgrounds.

YOLO Classic

Optimized for simple environments with typically less than ten objects to detect.

YOLO Static

Multi-object detection system optimized for object detection in fixed environments.


Anchor-free version of YOLO with a simpler design and better performance.
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Anchor-free object detection system whose center-out technique reduces inference time.


End-to-end, real-time object detection with transformers for unbeatable precision and recall while leveraging multiple GPUs for greater efficiency.


Bring ANY PyTorch-based architecture to our platform to create dynamic multimodal applications.


Exceptional Model Evaluation

Take the guesswork out of model evaluation. alwaysAI’s modelIQ gives you unparalleled insights into the critical details of model performance for faster, more effective training.

Greater Precision

Greater Precision

Get an F1 score for every image in your dataset. See performance by class, size, and image quadrant.
Optimize Model Adjustment

Optimize Model Adjustment

Pinpoint exactly where your detections are most accurate to make more informed adjustments.
Evaluate Any Model

Evaluate Any Model

modelIQ works on any model – regardless of where it was trained.

Starter Apps & APIs

alwaysAI's 100+ Starter Apps


Convenient Remote Deployment and Management

Professional Services

Build It Myself

You have the developer skills and computer vision know-how to use our end-to-end platform to develop and deploy Vision AI solutions.

Build It Together

You have developers but need our experts to help deploy at scale in the cloud or on the edge. Together we bring your solution to life.

Build It for Me

You have the vision for a solution but don’t know where to begin. alwaysAI’s engineers will develop and deploy a Vision AI solution for you.



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