Application Development
Scale AI
API integration
Ship Application Development features without building the integration. Full Scale AI API access via Proxy, normalized data through Unified APIs — extend models and mappings to fit your product.
Talk to usUse Cases
Why integrate with Scale AI
Common scenarios for SaaS companies building Scale AI integrations for their customers.
Sync Scale AI workspace users into your SaaS platform
If your product manages teams working on AI/ML projects, pulling in Scale AI user and role data lets you mirror permissions, track who has access to annotation projects, and keep your user directory in sync without manual imports.
Automate human-in-the-loop fallback for document processing
IDP platforms can route low-confidence extractions to Scale AI for expert human review, then ingest the corrected results — giving end users seamless, high-accuracy output without exposing the Scale AI workflow underneath.
Embed annotation workflows inside a computer vision platform
MLOps and CV platforms can let users send raw image batches to Scale AI for labeling directly from their dashboard, eliminating the export-upload-download cycle and keeping the entire workflow inside a single product experience.
Power continuous model fine-tuning with RLHF data collection
AI-powered SaaS products can automatically send flagged or low-quality model outputs to Scale AI for expert rewriting, then feed corrected examples back into training pipelines to improve model quality over time.
Centralize team and role visibility across AI tooling
Platform engineering and DevOps tools can aggregate user directory data from Scale AI alongside other dev tools, giving IT and security teams a unified view of who has access to critical AI infrastructure.
What You Can Build
Ship these features with Truto + Scale AI
Concrete product features your team can ship faster by leveraging Truto’s Scale AI integration instead of building from scratch.
Unified user directory with Scale AI roles
Pull Scale AI users and their roles into your product via Truto's Unified User Directory API so your platform always reflects the current team structure without manual syncing.
Automated access auditing for AI workspaces
Surface which users have access to Scale AI projects alongside other tools, enabling compliance teams to review and audit permissions from a single dashboard.
Role-based feature gating tied to Scale AI permissions
Map Scale AI roles to entitlements in your platform so that only users with the right Scale AI access level can trigger annotation jobs or view labeled data.
One-click annotation job dispatch
Build a UI where end users select assets and send them to Scale AI for labeling — with Truto handling auth and connection management so you can focus on the workflow logic.
Team onboarding sync for ML platforms
Automatically provision or deprovision users in your product when team members are added or removed in Scale AI, keeping your user base accurate without admin intervention.
Unified APIs
Unified APIs for Scale AI
Skip writing code for every integration. Use Truto’s category-specific Unified APIs out of the box or customize the mappings with AI.
How It Works
From zero to integrated
Go live with Scale AI in under an hour. No boilerplate, no maintenance burden.
Link your customer’s Scale AI account
Use Truto’s frontend SDK to connect your customer’s Scale AI account. We handle all OAuth and API key flows — you don’t need to create the OAuth app.
We handle authentication
Don’t spend time refreshing access tokens or figuring out secure storage. We handle it and inject credentials into every API request.
Call our API, we call Scale AI
Truto’s Proxy API is a 1-to-1 mapping of the Scale AI API. You call us, we call Scale AI, and pass the response back in the same cycle.
Unified response format
Every response follows a single format across all integrations. We translate Scale AI’s pagination into unified cursor-based pagination. Data is always in the result attribute.
FAQs
Common questions about Scale AI on Truto
Authentication, rate limits, data freshness, and everything else you need to know before you integrate.
What Unified APIs does Truto support for Scale AI?
Truto currently maps Scale AI to the Unified User Directory API, which covers Users and Roles. This lets you read user and role data from Scale AI workspaces through a standardized schema.
Are there pre-built tools for Scale AI task creation or webhook management?
Not yet. Scale AI tools in Truto are built on request. If you need task creation, batch management, or webhook handling, contact Truto and the team will scope and build the integration to match your use case.
How does authentication work for Scale AI connections?
Scale AI uses API key-based authentication. Your end users provide their Scale AI API key when connecting through Truto's embedded auth flow, and Truto securely stores and manages the credential for all subsequent API calls.
Does Truto handle Scale AI's rate limits and pagination?
Yes. Truto abstracts away API-specific pagination logic and respects Scale AI's rate limits, so your application doesn't need to implement retry logic or cursor management directly.
Can I request custom endpoints or data types beyond Users and Roles?
Absolutely. Truto builds Scale AI tools on request. If you need access to Projects, Batches, Tasks, or webhook event data, reach out and the team will add support tailored to your integration requirements.
How fresh is the user directory data from Scale AI?
Data is fetched in real time from the Scale AI API each time your application makes a request through Truto. There is no caching layer that could serve stale data — you always get the current state of users and roles.
Scale AI
Get Scale AI integrated into your app
Our team understands what it takes to make a Scale AI integration successful. A short, crisp 30 minute call with folks who understand the problem.
Talk to us