Invoice Data Extraction for a US Waste-Hauling Broker
Hauler prices sit inside hundreds of multi-page PDF invoices. Someone spends days retyping them, and sales waits a week to name a price. A US waste-hauling broker put it in one line: someone has to move these ten-page PDFs into a table, and it is hard work. Hygge built a reader that refuses any invoice that misses its printed total and turns the rest into a price history by client, hauler, industry and region. On the client's sample invoices, it matched every total to the cent. Sales quotes from the phone during the call, stores order regular services in three clicks, and the team keeps clients and orders in its own light CRM.
How Long Does Your Sales Team Wait to Name a Price?
Bring three of your hardest supplier invoices to a 30-minute call with a Hygge architect. You see how the reader would split them, check the totals and add them to a price history.
Why Your Prices Take a Week
The broker resells services it buys from many haulers, and the real prices arrive inside their invoices.
Ten-Page PDFs Typed Into Spreadsheets
Accounting copies line items from long hauler invoices by hand, one format at a time. The backlog grows every month.
A Week Before Sales Can Name a Price
A new account waits while someone digs out similar prices, and the deal goes to the broker who answers first.
One Invoice, Four Clients
Haulers send combined PDFs that mix several of your clients, and splitting them by hand is where mistakes start.
Every Hauler Names the Same Service Differently
FEL 8YD 2X/WK on one invoice is a front-load eight-yard bin twice a week on another. Matching them takes a trained eye.
Prices Without a Paper Trail
When a client questions a price, finding the invoice behind it takes an afternoon.
The Challenge
The broker owns no trucks. It buys hauling from haulers across many regions and resells it to business clients. Its margin depends on knowing what each hauler charges for each service. Those prices arrive inside roughly 500 hauler invoices a month. Accounting retypes them, and pricing knowledge lags behind the market. A salesperson can wait a week to quote a new account.
In the client's words, someone has to move these ten-page PDFs into a table, and it is hard work.
Our Solution
Hygge built a reader that uses layout rules for known hauler formats and an on-demand private model for new ones. It splits combined PDFs per client and maps each wording to a service list. It refuses any invoice whose lines miss the printed total. New haulers, clients and wordings go to a review queue next to the original. The system keeps each answer for next time. Approved lines build a benchmark of unit prices by hauler, industry and region, and predictive analytics shows where prices are heading on 15 years of historical data. Every figure opens to its invoice lines and formula. An installable phone app gives sales a monthly price range and a branded quote during the call. On the client side, a light marketplace lets a store order a regular service in three clicks, and the broker runs clients, quotes and orders in its own light CRM.
Invoice data extraction with checks at every step, a benchmark sales can trust and a price on the phone.
How Invoice Data Extraction Solves It
Each module answers one of the reasons above, from the first PDF to the quote.
A Reader That Checks Its Own Math
PDFs from a watched Drive folder or a bulk upload are read the day they arrive, split per client when combined and compared with the printed total. A misread line goes to review and stays out of the price history.
Each New Wording Asked Once
A reviewer maps an unknown hauler, client or service wording beside the highlighted PDF. The answer applies to every later invoice.
Every Price Opens to Its Invoice Lines
A benchmark of hauler by industry by region shows median unit prices and the formula behind each figure.
Price Trends on 15 Years of History
Predictive analytics shows where each hauler's unit prices are heading, so a contract renewal starts from the expected price.
A Price Range on the Phone
Sales picks industry, services and region in an installable app and shares a branded quote with a monthly range.
Orders and Clients in One Place
Stores order a regular service in three clicks on a light marketplace, and the broker's own CRM keeps every client, quote and order.
What Runs Without Anyone Pressing a Button
The work the system does without anyone opening a spreadsheet.
New Invoices Picked Up
Files dropped into the Drive folder enter the queue and get read.
Totals Checked
An invoice whose lines miss the printed total goes to review and stays out of the prices.
Answers Reused
A wording mapped once applies to every later invoice from the same hauler.
Benchmark Refreshed
Approved lines update the price history, the matrix and the quick-price ranges.
What the Platform Gives the Sales Team
What the reader, the benchmark and the marketplace give the broker, each tied to one of the reasons above.
When Sales Can Name a Price
On the Client's Sample Invoices
Of Invoices Read in One Run
For a Store to Order a Regular Service
The Services Behind the Invoice Reader
Python
FastAPI
Tesseract
LayoutLM
vLLM
PostgreSQL
React
Terraform
AWSHow the Platform Was Built
Foundation
Intake and Reader
Review and Benchmark
Backfill and Quick Price
Marketplace, CRM and Launch
Industries We Serve
Industries where buying prices hide inside supplier invoices and sales needs them on the call.
Logistics & Warehouse Automation
Operator interfaces for autonomous fleets, industrial integration and systems rebuilt without taking a working site offline.
Retail & E-Commerce
Recommendation engines, retail media platforms and the billing accuracy that decides whether store partners stay.
Solutions Behind the Invoice Reader
The Hygge solutions this build draws on.
Business Intelligence & Reporting
A price benchmark by hauler, industry and region where every figure opens to its invoice lines.
Business Process Automation
Invoices are read, split per client and checked against their totals without retyping.
More Products Hygge Has Shipped
Other systems Hygge built around the way a team already works.
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Hygge Presale
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BoardsOnline
A founder paid for a platform reported as done. Engineers checked every feature, and the rebuild started from what worked.
- 3 verdictsFor every feature reported as done
- 6 monthsFrom the audit to a tested, live platform
- 1+ yearOf support after the contract ended
Invoice Data Extraction: Questions Buyers Ask
How does AI invoice data extraction work?
How accurate is AI invoice extraction?
Can it read invoices that mix several clients?
Do haulers have to change how they send invoices?
How do stores order a service?
What did the broker get at handover?
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