Developers
Quality signals you can verify
Drop-in SDKs.
Your data stays yours.
Attestations go onchain.
What You Get
01
Verifiable Quality Signals
Every output attested onchain.
Who created it. Who validated it.
What the consensus was.
02
Economic Guarantees
Validators stake real capital.
Bad work gets slashed.
03
Data Sovereignty
Your data never touches the chain.
The full audit trail does.
04
Drop-In Integration
SDKs for JS and Python.
Adapters for tools you already use.
Use Cases
Evaluation
Add verifiable quality gates to any eval flow.
Training + Fine-Tuning
Verify data quality before it shapes your model.
Agent Workflows
Approval gates with full provenance.
Safety-Critical Systems
Real-time verification for robotics, AVs, and high-stakes decisions.
Drop-in integration
JavaScript and Python SDKs
Adapters for tools you already use. Submit a task, get an attestation.
More Integrations Coming Soon
LangChain
HuggingFace
OpenPipe
GitHub Actions
Available Now
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Further Integrations
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API
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Adapters
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