Tator
Tator is a customizable framework for video and image analytics, available through Tator Cloud or a private deployment on customer-owned cloud or on-premise …
What Tator is
Tator is a customizable framework for video and image analytics, available through Tator Cloud or a private deployment on customer-owned cloud or on-premise infrastructure. It hosts and organizes video, images, audio, and other files with searchable custom attributes and downloads. Users can annotate media, frames, objects, tracks, and activities, with quality-control workflows, layers, and permissions. Media utilities and a REST API support frame-accurate image and clip extraction. Tator also supports AI-assisted annotation and batch inference for computer-vision algorithms. Projects can use custom dashboards and applets, including third-party visualization libraries such as D3. Workflows can delegate tasks to AWS Lambda or AWS SageMaker, and organizations can register processing resources. The OpenAPI 3.0 compliant API has documented Python and R clients. Security documentation describes session and token authentication, organization and project access controls, and presigned URLs for file access. Tator Cloud offers a free 30-day trial with onboarding; afterward, pricing is by custom quote based on factors including users and data volume.
Good
- Organizes video, images, audio, and other files.
- Supports annotations with QA/QC workflows and permissions.
- Provides frame-accurate extraction through utilities and REST API.
- Supports AI-assisted annotation and batch inference.
- Offers cloud, private cloud, and on-premise deployment.
Watch out
- Pricing requires a custom quote.
- Free cloud trial lasts 30 days.
- Enterprise support is included with enterprise subscriptions.
Who it suits
Tator may suit teams working with video or image datasets that need annotation, review workflows, and scalable computer-vision processing. Its deployment options also serve organizations that want a private cloud or on-premise setup.
Verdict
Tator brings media organization, annotation, processing, and deployment options into one framework. Its custom-quote pricing and trial period mean teams should clarify costs for their usage before committing.
Plans and prices
From Tator's own pricing page, checked 4 Oct 2026.
| Plan | Price | What it gives you |
|---|---|---|
| Tator Enterprise Subscription | Priced on request | Quote depends on use case complexity, number of users, amount of data, and other factors · Optional services may add costs · Custom quote; includes estimated cloud costs and an annual support fee. |
The facts
Each one read from Tator's own pages, with the date it was checked.
What it does
- AI workflows
- Tator supports AI-assisted annotation and scalable batch inference for computer-vision algorithms.checked 4 Oct 2026
- Annotation
- Users can annotate media, frames, objects, tracks, and activities, with QA/QC workflows, layers, and permissions.checked 4 Oct 2026
- API and clients
- Tator provides an OpenAPI 3.0 compliant REST API and documents Python and R client libraries.checked 4 Oct 2026
- Asset management
- It hosts and organizes video, images, audio, and generic files, with searchable custom attributes and downloads.checked 4 Oct 2026
- Dashboards
- Projects can use custom dashboards and applets, including third-party visualization libraries such as D3.checked 4 Oct 2026
- Deployment
- Customers can use Tator Cloud or have a private deployment set up on a customer-owned cloud account or on-premise infrastructure.checked 4 Oct 2026
- Enterprise features
- The Enterprise feature table lists Kubernetes deployment, parallel transcodes, OpenID Connect front-end authentication, aggregated logging and metrics, and automated TLS certificate management.checked 4 Oct 2026
- Integrations
- Tator's workflows can delegate work to AWS Lambda or AWS SageMaker, and organizations can register their own processing resources.checked 4 Oct 2026
- Media processing
- Tator supports frame-accurate image and clip extraction through its media utilities and REST API.checked 4 Oct 2026
- Purpose
- Tator is a customizable framework for end-to-end video and image analytics.checked 4 Oct 2026
- Security
- The security documentation describes session and token authentication, access controls for organizations and projects, and file access through presigned URLs.checked 4 Oct 2026
- Support
- Enterprise subscriptions include direct engineer support via Slack, phone, or email.checked 4 Oct 2026
The company
- Maker and audience
- CVision AI says it was founded in 2016 and describes its work as solving challenging video analytics problems for customers.checked 4 Oct 2026
Money
- Trial and pricing
- Tator Cloud offers a free 30-day trial with onboarding, followed by a custom quote based on factors including users and data volume.checked 4 Oct 2026
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