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ONE WARE Agents

Describe your application. The agent builds a production-ready Vision AI solution.

From description to deployment

  • Dataset

    Collects, generates and labels the images your application needs.

  • AI model

    Trains a custom model with ONE AI, tailored to your task and hardware.

  • Deployment

    Builds the operator app and the integration code for your machine.

A description is enough

The agent has learned from many real Vision AI applications, so it knows what works before it starts.

A short description

Tell it what to find, in your own words.

  • One reference image

    One example shows what matters.

  • Your own images

    If you already have data, it builds on it.

What the agent can do

The agent works directly in ONE WARE Studio and ONE AI. It sets up your project, prepares and labels your data, trains and tests your model and builds the application around it. You follow every step in the chat and stay in control.

Projects & Settings

Sets up your ONE AI project and finds the right settings for your task and your target hardware.

Create new projectsChoose classification, detection or segmentationSwitch between Basic and Advanced modeManage configurations for different targetsTune model and hardware settings

Labels & Image Processing

Defines what your model should find and how your images are prepared for training.

Add, rename and recolor labelsClean up unused labelsAdd prefiltersAdd augmentationsReorder the processing pipeline

Dataset & Import

Brings your data into the project and makes sure it is ready for training.

Turn videos into training imagesImport YOLO, COCO, Pascal VOC and mask datasetsFind missing labels and split problemsAnalyze object sizes and class balance

Auto-Labeling & Review

Labels your images automatically, so you only have to check and correct the result.

Label datasets automatically with SAMPre-label images with your trained modelOpen the annotation tool for your review

Synthetic Data

Creates training data when you have little or no real images, so you can train a first model right away.

Generate images from a descriptionAdd defects, change backgrounds and lightingBuild fully labeled synthetic datasetsCreate test videos

Training, Test & Export

Trains your model in OneWare Cloud and delivers a tested, ready-to-use model.

Train in OneWare CloudFollow the training progressExplain failed trainingsTest models with metrics and visualizationsExport and download ONNX models

Automation Scripts

Turns your model into an application with OneWare Automation.

Write automation scriptsBuild operator dashboardsTest dashboards by operating them itselfShow your model live on a camera

Files & Terminal

Works with files and tools in OneWare Studio like a developer would.

Read and edit project filesWrite and run Python scriptsRun commands in the terminal
Get started with the documentation

Production-ready, not a prototype

A general AI agent starts from zero for every application. ONE WARE starts with what already works in production.

General AI agent

  • Researches and builds everything from scratch
  • Stitches together generic AI models
  • Ends with a prototype you still have to harden
  • Days of trial and error for every application

ONE WARE

  • Builds on tested, production-ready building blocks
  • Creates a custom AI model with ONE AI for your task and hardware
  • Delivers the app and deployment code ready for use
  • Faster and with far less compute

Describe your application

We show you a working PoC in one day.