programmatic

Intelligent document processing

Documents into usable data, with the source still in view.

Turn agreed document types into structured, validated records. Preserve source references, expose missing information and route uncertain cases to reviewers before the data enters the next business workflow.

Workflow design

A document pipeline with an explicit review boundary

Classification selects the processing route, extraction proposes values and validation checks their suitability. Reviewers need source context and a clear way to resolve exceptions rather than accepting a document because processing completed.

Reference approachAdapted during discovery
  1. 01

    Receive and classify

    Track incoming files and identify supported document types, incomplete packages and unreadable inputs.

    Output

    A document record and processing route

  2. 02

    Extract with context

    Capture required fields and tables while retaining references to the source pages or regions where supported.

    Output

    Structured values linked to source material

  3. 03

    Validate and review

    Check required information and business rules; let reviewers inspect conflicting or uncertain results.

    Output

    A validated record with review history

  4. 04

    Deliver to the workflow

    Send accepted data through an agreed interface and retain status for rejected or interrupted deliveries.

    Output

    A downstream reference and delivery status

Controls across the workflow

  • Supported document types
  • Source traceability
  • Reviewer ownership
  • Retention rules

Decisions that shape the scope

What is the unit of work?
Decide whether a case is one document or a package of related files. Missing attachments and contradictory versions need a case-level rule, not only page-level extraction.
How much source evidence can reviewers inspect?
Choose source references and review interfaces suited to the selected extraction tools. Reviewers must be able to verify consequential values against the original material.
Where does the document lifecycle end?
Define retention, deletion and access for originals, extracted records and processing logs. Sending the output downstream does not resolve ownership of the source files.

Evidence before expansion

Define what better means.

These are proposed evaluation measures, not reported client results. Agree the baseline, sample and acceptance threshold before the pilot, then review the evidence with the workflow owner.

Classification quality
Compare processing routes with reviewed document labels and inspect errors separately for each supported type.
Required-field completeness
Measure correct and missing required values against a reviewed sample; include poor-quality inputs in the evaluation.
Exception resolution
Track why documents need review and whether reviewers can resolve them with the source context and available controls.

Before you commit

Is this the right engagement?

Teams receive mixed documents that must be classified, checked and turned into usable records before the next business step can begin.

What we need from you
Representative document packages, permitted formats and languages, field definitions, reviewed examples, retention requirements and target-system interfaces.
How you accept the work
Test classification and required-field extraction by document type, verify source references, and exercise missing-file, unreadable-document and delivery-failure paths.
Scope & alternatives
Support is scoped by document types, quality and business rules. Specialist legal, clinical or regulatory decisions remain with the appropriate reviewers; invoice-specific posting is a separate workflow.

Capabilities

Implementation scope

The proposal selects the relevant components and records the systems, review responsibilities and exceptions covered.

01

Document taxonomy and schemas

Define the supported types, required records and handling of attachments, duplicates and incomplete packages.

02

Extraction and validation pipeline

Implement extraction and checks around the agreed examples, including clear treatment of unreadable or unsupported inputs.

03

Reviewer and downstream workflow

Connect source inspection, corrections and accepted-record delivery with access controls and a traceable processing state.

Pricing

Engagement options and pricing factors.

A proposal follows review of the workflow and its dependencies. It identifies implementation deliverables, client responsibilities, acceptance criteria and any platform or operating charges separately.

01

Discovery and scope

Representative document packages, permitted formats and languages, field definitions, reviewed examples, retention requirements and target-system interfaces.

02

Defined implementation

Combine document intake, extraction and validation with an exception path and a defined downstream record.

03

Ongoing operation

Agree maintenance, coverage, exception ownership and changes as an explicit operating scope.

Frequently asked questions

Questions before starting

01

Which documents should a pilot include?

Include common documents as well as difficult scans, unusual layouts, missing attachments and known exceptions. A pilot based only on clean examples will not describe the operating workload.

02

Can handwritten or multilingual documents be supported?

Evaluate the selected languages, handwriting and image quality using permitted samples. Support and review requirements depend on the observed performance of the chosen extraction approach.

03

Do we need to replace our document-management system?

Not necessarily. Existing repositories can remain the source of record if their interfaces and permissions support the workflow. We define where processing state and approved outputs live.

04

Can reviewers correct extracted values?

A review interface can expose the source and proposed values, record corrections and preserve the decision history. The exact controls follow the business process and audit requirements.

05

When should we use the invoice-processing solution instead?

Use it when the main requirement includes invoice totals, vendor or purchase-order validation and ERP posting. This broader solution addresses document classification, extraction and downstream records across other processes.

Start a conversation

Map the workflow before expanding the scope.

Bring the process, representative inputs and the systems involved. We will help define the next useful increment and the evidence needed to accept it.