Annota AI
6.6#9 in image annotation softwareFrom €21.96 a monthFree planWebSelf-hosted
VisitAnnota AI vs Label Studio
Label Studio
8.2#2 in image annotation softwareFrom $99 a monthFree planWebAPILinuxmacOS
VisitWhat both publish
| Fact | Annota AI | Label Studio |
|---|---|---|
| Integrations | Compatible AI agents can connect through MCP using remote servers with Streamable HTTP and OAuth. | The integrations directory lists cloud storage, foundation model APIs, computer vision, speech and audio, ML frameworks, and infrastructure integrations. |
| Security controls | Workspace permissions govern access, users can revoke connected app authorizations, and SOC 2, ISO 27001, and ISO 42001 programs are in progress. | Official security guidance describes TLS, HTTPS, secured cookies, role-restricted token API access, SSRF protection and encrypted PostgreSQL connections. |
Annota AI plans
- FreeFree
- Pro€21.96 a month
- Team€29.28 a month
- EnterprisePriced on request
Label Studio plans
- Community EditionFree
- Starter Cloud$99 a month
- EnterprisePriced on request
Pick Annota AI if…
Annota AI suits teams preparing image or document datasets for AI, especially those needing manual image labels, OCR review, and workspace exports. Organizations considering YOLO training should note its private-beta approval requirement.
Pick Label Studio if…
It suits teams preparing labeled datasets across several media types, from individual community users to organizations needing managed cloud or on-prem deployment. Developers can use its APIs, Python SDK, and webhooks to connect labeling work to other systems.