Scale Aiv1.0.4

Automate the creation and management of labeled datasets using Scale AI's project and dataset APIs. This is ideal for companies needing to regularly refresh training data for computer vision or NLP models.

Manage team members within a Scale AI organization, including adding, removing, and updating user roles. Useful for enterprises that need to control access to annotation projects across departments.

Use Scale AI's annotation and model run endpoints to review and audit labeled data. This helps ensure high-quality training datasets before deploying models to production.

Leverage Membrane's proxy to call Scale AI endpoints not covered by pre-built actions, such as custom project configurations or advanced filtering. Handles authentication automatically.

Offer bundled annotation projects per month with automated dataset management and quality reviews. Revenue comes from monthly subscription fees based on data volume.

Charge per annotation task (e.g., per image or per text record) with dynamic pricing based on complexity. This model scales with customer usage.

Provide multi-user management, role-based access, and audit logs as a premium add-on. Revenue from per-user monthly fees or a flat enterprise license.