Understand tables, layout and fields across mixed-format documents
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.

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.
Reconcile related facts across contracts, invoices and acceptance records
Execute organization-specific legal and internal control rules
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.
- 01Ingest
Classify and structure the dossier.
- 02Extract
Find facts, tables and source evidence.
- 03Validate
Execute cross-document and policy rules.
- 04Decide
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
Review contracts, appendices, acceptance records, invoices and payment requests in one evidence-linked control flow.
Lạc Việt Auction
Check completeness, participant information, conditions and deadlines against a governed approval workflow.

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
Have an ambitious problem?
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systems that work.
Bring the context. We’ll bring product thinking, engineering depth and a practical path forward.
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