Solution

Turn Enterprise Documents into Actionable Information.

Constient designs intelligent document processing applications that connect advanced engineering to everyday enterprise operations. Move from disconnected tools toward measurable workflow outcomes with a solution designed around your people, process, data and existing systems.

The Business Challenge

Manual extraction and routing of invoices, contracts, financial statements and forms delay decisions and introduce errors.

Our Solution

Use document ingestion, classification, OCR where needed, layout understanding, data extraction, confidence scoring, business validation and case-management integration.

What the Solution Includes

Document classification

This capability is designed around enterprise integration, traceability, quality controls and user workflows. Requirements and supported features are confirmed during discovery.

Layout-aware extraction

This capability is designed around enterprise integration, traceability, quality controls and user workflows. Requirements and supported features are confirmed during discovery.

Human review queues

This capability is designed around enterprise integration, traceability, quality controls and user workflows. Requirements and supported features are confirmed during discovery.

Confidence thresholds and validation

This capability is designed around enterprise integration, traceability, quality controls and user workflows. Requirements and supported features are confirmed during discovery.

ERP/workflow APIs

This capability is designed around enterprise integration, traceability, quality controls and user workflows. Requirements and supported features are confirmed during discovery.

Audit logs and exception reporting

This capability is designed around enterprise integration, traceability, quality controls and user workflows. Requirements and supported features are confirmed during discovery.

High-Value Enterprise Use Cases

Invoice extraction and matching

A configurable workflow can be evaluated for this use case, including data inputs, required human review, integration points and success measures.

Contract field extraction

A configurable workflow can be evaluated for this use case, including data inputs, required human review, integration points and success measures.

Purchase-order processing

A configurable workflow can be evaluated for this use case, including data inputs, required human review, integration points and success measures.

Financial statement structuring

A configurable workflow can be evaluated for this use case, including data inputs, required human review, integration points and success measures.

Claims-document intake

A configurable workflow can be evaluated for this use case, including data inputs, required human review, integration points and success measures.

Searchable document archives

A configurable workflow can be evaluated for this use case, including data inputs, required human review, integration points and success measures.

Reference Workflow

  1. 1Source systems and user requests
  2. 2secure ingestion
  3. 3business logic/AI processing
  4. 4confidence and policy checks
  5. 5enterprise integrations
  6. 6user decisions and audit trail

Deployment and Integration

Depending on requirements, the solution can be assessed for private, cloud, hybrid or edge-aware architecture. Integration options may include API connections, event messaging, document stores, identity systems and established enterprise applications. Architecture and deployment remain subject to feasibility and security review.

Benefits and Success Criteria

Measure extraction field quality, straight-through processing rate, review burden, turnaround time and failure categories. Establish a pre-pilot baseline so improvements can be measured without exaggerated claims.

Implementation Approach

  1. 1Map existing workflow and exceptions
  2. 2Review data, privacy and permissions
  3. 3Define a minimum measurable pilot
  4. 4Integrate and evaluate representative cases
  5. 5Implement human review and exception management
  6. 6Expand only when accuracy and operational ownership are sufficient

Why Constient

Our connected expertise spans AI, applications, data engineering and cloud operations, so solution design can include the systems and operating processes around the model—not just the model itself.

FAQs

Can this connect to our existing enterprise tools?

Integrations are assessed based on APIs, data access, security controls and application constraints.

Can we start with a pilot?

Yes. A limited pilot with explicit acceptance criteria is often the most practical first step.

Does the system require human review?

High-impact or uncertain tasks should include appropriately designed oversight and escalation.

Get in touch

Explore Intelligent Document Processing

Talk to our team or see the demo experience.