Build a custom schema for any bill
Parsepoint goes beyond OCR. We build custom extraction schemas that map fields by meaning, adapt to bill and invoice layouts, and keep extracted values available for source-linked review.
- Describe the fields you need in plain language
- Build one master schema across every bill variation
- Validate extraction against your real documents
Extraction schema
“Capture account number, service period, total kWh usage, peak demand, and amount due from this electric bill.”
Not all extraction is created equal
Generic OCR reads text off a page. It has no idea whether a number is a meter read, a demand charge, or a late fee — so it breaks the moment a vendor changes their layout. Production-grade extraction requires semantic understanding of what each field actually means.
- Returns raw text with no field-level meaning
- Breaks on new vendors and multi-page bills
- No confidence scores or source traceability
- Endless manual review and correction
- Understands what every field means, not just where it sits
- One master schema handles every layout variation
- Confidence scores and links back to the source bill
- Validation against your ground truth before production use
Prototype a schema. Validate it for production.
Build and refine schemas without hand-coding a single parser — then run them across your entire document pipeline.
Start from a prompt
Describe the fields and relationships you need in plain language. Parsepoint turns that into a structured, production-ready extraction schema.
Build a master schema
Point Parsepoint at multiple bills and it builds a single master schema that handles field and layout variation across every vendor.
Version control & drift detection
Every schema change is versioned. When a vendor changes their bill, Parsepoint surfaces new or shifted fields before they break your data.
Reuse proven schema patterns
You are not starting from scratch. Parsepoint reuses extraction patterns across utility providers, invoice formats, and document types. Your team validates the fields and rules that apply to its own workflow.
Reusable
Schema patterns
Field-level
Review confidence
Unified
Schema per document type
Source-linked
Extraction evidence
We validate the fields your workflow depends on
Custom schemas are not a self-serve afterthought. Parsepoint partners with your team to build, validate, and maintain the schema until it consistently delivers the accuracy your reporting depends on.
Send us your bills
Share a sample set of the documents you process. We match them against our schema library and identify anything new.
We tune the schema with you
Our team works directly with you to define fields, validation rules, and edge cases specific to your workflow.
Validate against ground truth
We compare extracted values with your reviewed documents and refine the schema before production use.
Run it in production
Your tuned schema runs across your full pipeline with confidence scores, drift detection, and source linking.
Get a custom schema built for your bills
Bring us your messiest invoices. We'll map the fields, define the review rules, and validate the schema against the documents your team actually processes.
Beyond OCR. True Semantic Understanding.