Document data extraction and validation portal

Reduce manual re-keying while keeping a named reviewer accountable for every extracted field. For finance and operations teams processing invoices, receipts and forms, convert permitted documents, extraction templates, validation rules and system schemas into reviewer-approved structured records linked to source pages. The benefit is a testable hypothesis, measured through accepted records per processing hour and corrections after posting; do not assume that AI output alone produces business value.

Confirm the buyer's problem and scope, collect permitted documents, extraction templates, validation rules and system schemas, then follow this sequence: 1. Capture documents from upload, email, mobile scan and watched folders. 2. Classify document type and route to the matching template. 3. Extract header and line-item fields with AI. 4. Apply custom extraction templates and field rules. 5. Flag low-confidence fields for human review. 6. Validate totals, tax, dates and duplicate checks. 7. Push approved records to finance systems via API. Resolve uncertain cases with qualified reviewers, approve reviewer-approved structured records linked to source pages, and measure accepted records per processing hour and corrections after posting against a documented baseline.

How the AI works

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the three stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. One fixed document set and approved finance schema; final coding, tax treatment and posting decisions remain with finance staff. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Preserve document integrity, source attribution, field accuracy and usage permissions. Finance staff approve substantive changes and posting scope. One fixed document set and approved finance schema; final coding, tax treatment and posting decisions remain with finance staff. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

What to build first

Pilot scope: One fixed document set and approved finance schema; final coding, tax treatment and posting decisions remain with finance staff. Implement one approved input format, a bounded representative case set and the first two task modules: capture documents from upload, email, mobile scan and watched folders; classify document type and route to the matching template. Support the third module with operator review: extract header and line-item fields with AI. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

What it can connect to

Client-owned documents, authorized email inboxes and permitted finance systems. Cloud document storage, accounting and ERP import/export and email destinations. Start with file exchange and validate destination specifications before promising direct posting. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Document intake and templates, Editable extraction review, Export and reconciliation. Use a queue of incoming documents, a large central page viewer with field overlays, and a right-hand panel for extracted values, confidence, validation rules and comments. Let users compare original page and extracted record side by side. Display received, needs review, approved and exported states. Provide a reconciliation view linking each record to its source page and destination system. Make the task-specific outcome reviewer-approved structured records linked to source pages visible beside its evidence, review state and value baseline.