Custom Schema Builder

Build a custom schema for any bill

Parsepoint goes far beyond OCR. We build custom extraction schemas that give your documents true semantic understanding — reaching 99%+ accuracy on the exact fields you care about, on any bill or invoice layout.

  • Describe the fields you need in plain language
  • Build one master schema across every bill variation
  • Reach 99%+ semantic accuracy on real-world documents

Extraction schema

99%+ accuracy
Describe your fields

“Capture account number, service period, total kWh usage, peak demand, and amount due from this electric bill.”

Schema generated from 1,000s of bill patterns
Structured outputsource linked
account_number4471-882-009199.8%
service_periodMar 1 – Mar 31, 202699.6%
total_usage_kwh482,16099.9%
demand_kw1,24099.4%
total_amount_due$61,904.2299.9%
The difference

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.

Generic OCR
  • 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
Parsepoint custom schemas
  • 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
  • 99%+ accuracy that holds up under audit
How it works

Prototype in minutes. Scale to 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.

Schema library

Leverage 1,000s of existing schemas

You are not starting from scratch. Parsepoint has already built thousands of extraction schemas across utility providers, invoice formats, and document types. Most of your bills match an existing schema on day one — and anything new becomes a reusable schema for the whole platform.

Electric billsNatural gasWater & sewerWaste & recyclingTelecom invoicesFuel & fleetSolar & renewablesSteam & chilled waterMulti-site rollupsSub-meter statements

1,000s

Prebuilt schemas ready to use

99%+

Semantic extraction accuracy

1

Master schema per document type

100%

Source-linked & audit ready

Done with you

We work with you to hit 99%+ accuracy

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.

1

Send us your bills

Share a sample set of the documents you process. We match them against our schema library and identify anything new.

2

We tune the schema with you

Our team works directly with you to define fields, validation rules, and edge cases specific to your workflow.

3

Validate to 99%+ accuracy

We benchmark extraction against your ground truth and refine until the schema clears a 99%+ accuracy bar.

4

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 match them against 1,000s of existing schemas and work with you to reach 99%+ semantic accuracy on the fields that matter.

Beyond OCR. True Semantic Understanding.