Annotate Datasets
By Describing Them.

Auta reads your dataset and a plain-language instruction, then labels everything — no config, no schema authoring, no clicking.

Backed by
NVIDIA Inception Program member
Powered by AWS
auta — chest-xray-pneumonia.parquet
AnnotatePlanExport
Solutions

Annotation across industries.

From saving lives to training autonomous systems — Auta handles it all.

auta.perceptronai.org
Medical Imaging AI
10× faster than manual labeling

Precision annotation for life-saving diagnostics

  • Tumor & lesion segmentation in MRI scans
  • Organ detection & labeling in CT scans
  • AI-assisted reasoning for anatomical structures
  • Surgical video annotation & frame tracking
auta.perceptronai.org
Sports Analytics
Any sport, any camera angle

Real-time tracking & tactical intelligence

  • Player position tracking across frames
  • Ball trajectory & tactical zone mapping
  • Action detection — passes, shots, punches
  • Natural language AI reasoning on tactics
auta.perceptronai.org
Autonomous Driving
20+ export formats supported

Powering the next generation of self-driving AI

  • Vehicle, pedestrian & traffic sign detection
  • Segmentation masks & lane detection
  • Compatible with KITTI, Waymo datasets
  • Behavior reasoning across urban scenes
Features

The best choice for
your vision task.

Works with images, videos, and every annotation type — no config required.

auta › task › chest-xray
Car
Car
Truck
A
AUTA
Online

Conversational Annotation

Chat-to-Task

Create and run annotation tasks directly from chat. Just say what you want — "Segment all the monkeys" or "Draw bounding boxes around vehicles" — and the AI builds and executes the task.

Why Auta

Built different, by design.

A side-by-side look at what makes Auta the smarter choice for modern annotation teams.

Chat-to-Task Annotation

Only Auta

The only tool where you simply describe your task in plain English and the AI builds, configures, and runs the entire annotation pipeline for you.

Zero-Shot Dataset Generation

Only Auta

Don't have images yet? Describe your dataset — Auta sources imagery, generates annotations, and exports a ready-to-train dataset. No images required.

.zip to Annotated Dataset

Only Auta

Drop a zip file, describe your goal in one sentence. Auta handles label schema, annotation type, model selection, and batch processing automatically.

Feature
Auta

Auta

by Perceptron

Roboflow

Roboflow

roboflow.com

CVAT

CVAT

cvat.ai

Label Studio

Label Studio

labelstud.io

AI & Automation
Chat-to-Task AnnotationOnly Auta
Zero-Shot Dataset GenerationOnly Auta
Natural Language Video TrackingOnly Auta
AI Dataset PlannerOnly Auta
Annotation
AI-Powered Segmentation
Auto-annotation (AI models)
Bounding Boxes & Polygons
Video Annotation
Export & Workflow
20+ Export Formats
20+
Zero-config .zip UploadOnly Auta
No-code Setup
Full supportPartialNot available

5×

fewer clicks per annotation task

20+

export formats supported

10×

faster than manual labeling

0

images needed for zero-shot mode

Let's Connect

Get in touch.

Have a project in mind? Let's collaborate and build something amazing together.

Why Choose Perceptron?

  • ✓Expert team with years of AI research experience
  • ✓Cutting-edge technology and methodologies
  • ✓Custom solutions tailored to your needs
  • ✓Proven track record with successful projects

Annotate at the speed of thought.

NO CREDIT CARD REQUIRED · WORKS WITH YOUR EXISTING DATASETS