Scale from pilot to production
Start with a focused pilot and scale to fleet-level robotics and safety-critical AI workloads on a single, usage-based data infrastructure. Avala pricing maps to the hours, annotation units, and evaluations that move your models from lab prototype to production—often delivering 5x the real-world data for the same budget.
Hobby
- First 5,000 AUs free
- Single user
- Community support
- GSplat visualizer with create-your-own workflows
- Unlimited open-source datasets
Pro
- Single user
- Dataset Management & automation
- Email support
- GSplat visualizer with create-your-own workflows
- Unlimited open-source datasets
Teams
- Min 3 seats, billed annually
- Private cloud integrations
- Customer Success Manager
- GSplat visualizer with create-your-own workflows
- Unlimited open-source datasets
Enterprise
- Volume discounts & invoicing
- SSO/SAML & 2FA
- Custom security & compliance reviews
- Access to 4D reconstruction pipeline
- GSplat visualizer with create-your-own workflows
- Unlimited open-source datasets
Compare platform and data coverage
| Capability | HobbyHobby | ProPro | TeamsTeams | EnterpriseEnterprise |
|---|---|---|---|---|
| Platform | ||||
| Users | 1 user | 1 user | Unlimited | Unlimited |
| Annotation Units (AUs) | Limit of 10k | Up to 10k | Up to 1B | Unlimited |
| Cloud integrations | ||||
| AWS S3 | ✓ | ✓ | ✓ | ✓ |
| GCP | ✓ | ✓ | ✓ | ✓ |
| Microsoft Azure | ✓ | ✓ | ✓ | ✓ |
| Snowflake | — | Add-on | Add-on | ✓ |
| Databricks | — | Add-on | Add-on | ✓ |
| Security | ||||
| GDPR | ✓ | ✓ | ✓ | ✓ |
| SOC 2 | ✓ | ✓ | ✓ | ✓ |
| HIPAA | — | — | Add-on | ✓ |
| FedRAMP | — | — | Add-on | Add-on |
| SSO/SAML & 2FA | — | Add-on | ✓ | ✓ |
| Annotation Workflows | ||||
| Data types | ||||
| 4D Point Cloud & LiDAR | ✓ | ✓ | ✓ | ✓ |
| 4D Video | ✓ | ✓ | ✓ | ✓ |
| 2D Image | ✓ | ✓ | ✓ | ✓ |
| 2D Video | ✓ | ✓ | ✓ | ✓ |
| Text | ✓ | ✓ | ✓ | ✓ |
| Conversational Text | — | ✓ | ✓ | ✓ |
| Moderation | — | ✓ | ✓ | ✓ |
| Tabular | — | — | ✓ | ✓ |
| Documents | — | — | ✓ | ✓ |
| Audio | — | — | ✓ | ✓ |
| Specialized formats | ||||
| Medical Imaging (DICOM, NIfTI) | Add-on | Add-on | ✓ | ✓ |
| Pathology Imaging (WSI, SVS, NDPI) | Add-on | Add-on | ✓ | ✓ |
| Ultra-high resolution imagery | — | Add-on | ✓ | ✓ |
| 60+ second & 4K video | — | — | ✓ | ✓ |
| Multi-camera fusion | — | — | ✓ | ✓ |
| Project Management | ||||
| Projects | Up to 10 | Up to 50 | Unlimited | Unlimited |
| Custom ontologies | — | ✓ | ✓ | ✓ |
| Private ontologies | — | — | ✓ | ✓ |
| Advanced metrics | — | — | ✓ | ✓ |
| Quality Control & Assurance | ||||
| Custom labeling & workflows | ✓ | ✓ | ✓ | ✓ |
| Issues & comments | ✓ | ✓ | ✓ | ✓ |
| Automation | ||||
| Model-assisted labeling | — | ✓ | ✓ | ✓ |
| Auto-labeling tools | — | ✓ | ✓ | ✓ |
| Billing | ||||
| Pay-as-you-go | ✓ | ✓ | ✓ | ✓ |
| Monthly invoicing | — | — | ✓ | ✓ |
| Volume discounts | — | — | ✓ | ✓ |
| Dataset Management | ||||
| Querying & slices | ✓ | ✓ | ✓ | ✓ |
| Custom metadata | ✓ | ✓ | ✓ | ✓ |
| Precomputed & custom embeddings | — | ✓ | ✓ | ✓ |
| Similarity search | — | ✓ | ✓ | ✓ |
| Annotation & metadata metrics | — | ✓ | ✓ | ✓ |
| Dataset versioning | — | — | ✓ | ✓ |
| Model Management | ||||
| Model runs | — | Up to 10k | Unlimited | Unlimited |
| Custom embeddings | — | Add-on | ✓ | ✓ |
| Embeddings projector | — | Add-on | ✓ | ✓ |
| Model metrics | — | — | ✓ | ✓ |
| Model versioning | — | — | ✓ | ✓ |
| Support | ||||
| Customer support portal | ✓ | ✓ | ✓ | ✓ |
| Named Customer Success Manager | — | ✓ | ✓ | ✓ |
| Private Slack integrations | — | ✓ | ✓ | ✓ |
| Response time (SLA) | — | 4 hours | 1 hour | 1 hour |
Need a robotics or frontier AI deployment that doesn't fit these tiers? Let’s design an enterprise plan together.
Annotation Units (AUs) and data collection hours map to frames, points, and interactions across labeling, teleoperation, and evaluations. Avala partners with you to forecast usage so spend tracks model milestones—not surprise overages.