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Document intelligence

Financial document review that shows its evidence.

An AI-powered financial review and compliance workspace that reads complex dossiers, reconciles data across documents and applies configurable legal and internal controls—with every finding linked to its source.

FinWork AI financial document review workspace

The challenge

A real operating problem,
not a feature checklist.

A payment dossier can span contracts, appendices, acceptance records, invoices and payment requests. Reviewers repeatedly search for the same facts, reconcile inconsistencies by hand and struggle to show exactly why a decision was made.

FinWork AI orchestrates OCR, vision-language models, schema mapping, cross-document matching and a configurable rule engine. Findings point to the precise document location, while confidence, comments, exceptions, version history and human approval remain inside the workflow.

What the product enables

Capability connected
to an outcome.

Applied to multi-document payment review at MobiFone, with additional workflows for auction and logistics operations.

01

Understand tables, layout and fields across mixed-format documents

02

Reconcile related facts across contracts, invoices and acceptance records

03

Execute organization-specific legal and internal control rules

04

Give reviewers source evidence, confidence and final authority

Evidence-first document intelligence

AI analysis that can explain where every finding came from.

FinWork AI combines document understanding with deterministic controls, source evidence and human authority to support real financial and administrative decisions.

Multimodal document understanding

Read scans, PDFs, tables, forms and mixed layouts through OCR and vision-language processing.

Cross-document reconciliation

Map related fields across contracts, appendices, invoices, acceptance records and payment requests.

Configurable business rules

Express legal, policy and internal checks as governed, versioned controls rather than hidden prompts.

Reviewer authority & audit trail

Link findings to exact evidence, expose confidence and keep exception decisions with authorized people.

  1. 01
    Ingest

    Classify and structure the dossier.

  2. 02
    Extract

    Find facts, tables and source evidence.

  3. 03
    Validate

    Execute cross-document and policy rules.

  4. 04
    Decide

    Route exceptions for human approval.

Applied in real workflows

Document intelligence
with operating context.

FinWork AI is configured around each organization’s document types, controls, authority and exception policy.

MobiFone logoPayment dossiers

MobiFone

Review contracts, appendices, acceptance records, invoices and payment requests in one evidence-linked control flow.

Auction participation

Lạc Việt Auction

Check completeness, participant information, conditions and deadlines against a governed approval workflow.

Sơn Hà Logistics logoOperational reconciliation

Sơn Hà Logistics

Connect service activity, time, cost, invoices and acceptance evidence to expose operational-financial differences.

Evidence in the real world

Built to be used.

  • Multi-component payment dossier review for MobiFone
  • Auction-participation dossier approval for Lạc Việt Auction
  • Operational and financial reconciliation for Sơn Hà Logistics
  • SaaS, on-premise and hybrid deployment options
Document understandingCross-document reconciliationConfigurable rule engineEvidence & human approval

Have an ambitious problem?

Let’s turn your ideas into
systems that work.

Bring the context. We’ll bring product thinking, engineering depth and a practical path forward.

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