Ingest AI - Managed Structured Data Layer

Ingest AI is a document intelligence pipeline deployed as a Managed Application inside your Azure subscription. It converts unstructured documents — loan and KYC files, insurance claims, leases and contracts — into clean, schema-validated structured data delivered directly into your systems of record.

Timeline: 3 months from kickoff to production

How it works: Documents arrive from your core systems, email, or document management. The pipeline extracts, validates, and applies your schema using Azure AI Foundry. Clean rows are delivered automatically. Low-confidence extractions are routed to human review. Every row is validated before delivery.

Key capabilities:

• LLM extraction with rule-based constrained passes
• Schema application, type coercion, and validation
• AI confidence flagging — uncertain rows routed to review
• Dictionary enrichment and cross-document deduplication
• SLA: minimum 99% accuracy guaranteed on the onboarded document set at delivery
• Zero data loss — explicit auditing at every extraction gate

Privacy and security: Ingest AI has zero RBAC access into your resource group. The Managed Application is published with an empty authorizations array — Ingest AI cannot read your data, logs, secrets, or environment variables. All processing stays inside your Azure tenant. You select the Azure region. You control when updates are applied. Full audit trail in your Azure Activity Log.

Billing flows through Azure Marketplace and appears on your standard Azure invoice. No separate invoicing, no PO process, no tax handling outside your existing Microsoft agreement.

Supported integrations: core banking and lending platforms, policy administration and claims systems, property management systems, plus Databricks, Snowflake, Power BI, and any REST API endpoint.