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Financial documents in. Reviewable data out.

Turn invoices, receipts, statements and application documents into schema-validated JSON. Keep source evidence and validation issues attached so people can review exceptions before data moves downstream.

Example review

vendor-invoice.pdf · page 1

1 issue

Invoice number

INV-1042

“Invoice # INV-1042”

Total

€1,284.50

“Total €1,284.50”

Purchase order missing

Resolve the exception before approving the result.

Web

Upload, inspect and review

API

Integrate repeatable workflows

MCP

Give AI agents governed access

A review step belongs between extraction and action.

A plausible value is not enough for a financial workflow. toSchema keeps the structured result connected to its source and makes the decision state explicit.

  1. Submit the source

    Upload through the web app or hand the document to an authenticated API or MCP client.

  2. Extract against a schema

    Choose the fields and structure the workflow should return. The result stays predictable JSON.

  3. Review what needs attention

    Inspect source evidence and validation issues, then correct, approve or reject the result.

The same workflow for software and AI agents.

The authenticated MCP interface lets an agent upload a document, start extraction and retrieve bounded results. Corrections and review decisions remain explicit operations, not hidden side effects.

Start a workflow

Authenticated access

Tenant-scoped credentials protect each request.

Predictable operations

Bounded inputs and idempotent mutations support safe retries.

Human-directed review

Approval or rejection occurs only when explicitly requested.

Start with the documents already slowing the team down.

Invoices and receipts

Capture parties, dates, line items, tax and totals.

Financial statements

Structure reported periods, revenue, expenses and key metrics.

Application documents

Map submitted documents into the fields required by the workflow.

Custom operations

Define a schema for recurring documents that do not fit a fixed template.

Start from a financial schema

Use an existing structure for a common document or build a workflow around the fields your operation needs.

Invoice

Parties, dates, line items, tax, currency and totals.

Financial report

Reporting periods, revenue, expenses and financial metrics.

Utility bill

Account details, billing periods, usage and payment history.

Explore available templates

Bring one document. Define the result. Review the evidence.

Start a workflow
Financial Document Extraction for AI Workflows | toSchema