How Krista Automates Intelligent Document Understanding

July 22, 2025

Use Case Overview

Organizations often struggle with unstructured documents, such as contracts, rate notices, invoices, statements, and reports that require manual review to extract key data and trigger follow-up processes. Krista’s Document Understanding agent reads any document type, extracts the data you need, and then orchestrates the following steps across your existing systems toward your desired outcome.

Capabilities

  • Universal Ingestion: Pull documents automatically from email inboxes, shared drives, scanners, or cloud repositories.
  • Smart Classification & Recognition: AI models identify document types (e.g., SUI notices, contracts, invoices) and detect elements like tables, handwriting, checkboxes, and signatures.
  • Data Extraction & Validation:
      • Machine-learning models extract fields, including tax rates, account numbers, dates, and line items.
      • Two LLMs verify critical fields in parallel; human‑in‑the‑loop reconciliation kicks in only on mismatches.
  • Process Orchestration: Extracted data flows into Salesforce, ERP, or case‑management queues. Krista can open support tickets, update records, send notifications, and close the loop.

Business Value

  • Time Savings: Reduce processing from minutes per document to seconds, freeing staff for higher‑value work.
  • Accuracy & Compliance: Dual-LLM verification reduces data-entry errors and improves accuracy.
  • Scalability: Handle hundreds of thousands of documents without adding headcount.
  • Audit Trail: Every extraction and action is logged in your systems for full traceability.

Krista Automated Process

Document Arrival: A new document lands in the monitored inbox or folder.
Classification: Krista reads and categorizes the document.
Extraction: Krista extracts key data from the document via IDP models.
Verification: Krista tests results across two LLMs to validate the extracted data; any discrepancies are routed to a human reviewer for review and resolution.
System Updates: Krista creates or updates records in the corresponding systems and orchestrates the complete process.
Notification & Closure: Krista creates and closes a support ticket, complete with extraction logs, and notifies stakeholders who receive automated notifications.
Krista ends the session.

How Does Krista Work?

Krista is an enterprise‑grade agentic platform that orchestrates people, systems, and AI using natural language. Instead of hand‑coding integrations and decision trees, you describe the process in plain English. Krista handles the heavy lifting, triggering ingestion, applying AI‑driven extraction, verifying results, and routing outcomes to the right workflows so your team can scale document‑intensive processes end‑to‑end with confidence.

Visit ‘What is Krista‘ to learn more about how Krista works.

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