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March 2026

Webhooks

Real-time HTTPS callbacks are now available across the platform. Configure endpoints from Platform → Alerts → Webhooks with per-endpoint event subscriptions, HMAC signing, and a built-in delivery history with replay.Event catalog spans batches (batch-request, batch-lifecycle, batch-result-download, …), model versions (model-version-promotion, model-version-activation, …), workspace, and API keys. See Webhooks.

Workspace Notifications

The same event catalog now powers human-facing notifications. Subscribe to any event for delivery via email and in-app channels from Settings → Workspace → Notifications. See Notifications.

Audit Logs

Expanded audit coverage for organization access control and user lifecycle events. The dashboard now tracks the full lifecycle of invitations, membership changes, authentication activity, and organization-level updates.Invitations
  • Invite created, accepted, and revoked events
  • Full traceability from invite sent to user onboarded
Membership
  • Member added, role updated, and member removed
  • Organization membership creation, updates, and deletion
Organization & Sessions
  • Organization configuration changes
  • User creation, updates, and deletion
  • Login and session creation events
All events are visible in the dashboard under Observability → Audit, giving your compliance and security teams a complete view of who did what and when.
February 2026

Data Contract Enforcement

Data contracts are now enforced in production, structured in two layers: ingestion and transformation.The ingestion layer validates every file against the agreed schema. Any deviation triggers an automatic notification. When discrepancies occur, they are classified either as a new contract version or as a data error — ensuring clear ownership and faster resolution between your team and ours.

Prediction Audit Events

Audit visibility is now available in the dashboard for prediction consumption:
  • Prediction consumption via API
  • Prediction consumption via Dashboard
  • Batch prediction start (API and Dashboard)
  • Batch prediction completion (API and Dashboard)
These events allow you to monitor usage and execution lifecycle directly from the UI. Navigate to Observability → Audit to review activity. Additional audit events will be progressively added in future releases.

Graph Foundation Model v2.6

The Graph Foundation Model has been updated to version 2.6.The underlying graph now incorporates additional data sources and new types of relationships, resulting in a more connected graph. No new data fields were introduced, but the model now more effectively leverages information that was already available — improving overall consistency and unlocking new relational signals across entities.
November 2025

Dashboard

New Avra dashboard available for all organizations.
  • Unified navigation for models and batches
  • Role-based visibility for billing, audit logs, and API credentials
  • Multiple workspaces support
  • Streamlined invite flow with enforced SSO where configured
Rollout is complete; existing users will see the new experience on next sign-in.
October 2025

API

Improved GET /v1/api/models/{model_id}/versions/{version_id} to return the model’s full input/output schema with metadata about each field. This enables dynamic form generation, automated validation, and programmatic discovery of model capabilities in your integration code.
September 2025

Platform Migration

We have evolved our platform to a new generation, designed for greater reliability, lower latency, and a more scalable and extensible architecture. This transition unlocks a broader range of data integration possibilities and enables us to deliver tailor-made AI models that adapt to each customer’s unique context.The following legacy endpoints have been sunset:
  • POST /v1/api/risk_score
  • POST /v1/api/entities/context/contact
  • POST /v1/api/entities/context/transaction
  • POST /v1/api/entities/context/invoices
These endpoints now return 410 Gone. All new integrations should use the model registry prediction endpoints.
Migration guides: Prediction Platform | Data Integration

Documentation

Documentation serving platform migrated to Mintlify for improved user experience.
  • Restructured guides with business-first approach while preserving technical depth
  • Enhanced integration documentation with clearer customer journey paths