Work/Email to CI
Food export · 2026 · AI workflow

Email to Customer Invoice

Email to CI turns supplier emails and attached PDFs into structured records, applies the required calculations and prepares the company’s customer invoice.

Verified changeOne route

from supplier email to invoice output

01
Supplier emailPDF documents received
02
Agent processingRecords extracted and structured
03
CalculationsBusiness rules applied
04
Invoice outputPrepared with an exception route
What makes it a KleverLoop

Solve it once. Make the next run better.

When the system meets something new, AI builds a candidate path. Validation decides what can be trusted, and the verified capability becomes part of the next run.

  1. 01
    Meet something newA case the system has not seen
  2. 02
    Handle it with AIBuild a candidate route
  3. 03
    Validate the resultTests pass or a person steps in
  4. 04
    Keep what workedVerified capability joins the system
  5. The next run starts ahead.The same kind of work now takes the verified fast path.

Observe → validate → retain

The system improves without hiding accountability.

The work before

The business receives operational documents from beef suppliers and uses the information inside them to prepare its own invoices. Turning the emailed PDFs into something the team could calculate and bill from was one of the hardest parts of the operating workflow.

What we built

We built a document-processing route around the way the files already arrive. When the supplier email is received, the workflow invokes a remote agent with a defined set of tools. It reads the attachments, extracts the required records, converts them into an operable Excel structure, applies the business’s calculation rules and prepares the invoice output.

How it stays controlled

The workflow is designed as a controlled file-processing system rather than a one-off prompt. Each stage has a defined input and output, calculations can be checked, and exceptions have a route back to a person.

What changed

The result is one Email to CI run from supplier documents to a finished billing output instead of a chain of separate conversions and calculations.

What changed

A bounded system, not a one-off prompt.

  • Supplier emails and PDF attachments enter one controlled processing route
  • Document tables become structured, operable Excel rows
  • Calculation rules and invoice generation run as part of the same workflow