AI agentIntake-to-pay

AI invoice line item extraction agent

An AI invoice line item extraction agent reads tables of any layout, including those that span several pages, and creates one record per billed line with description, quantity, unit and price.

  • People stay in control
  • Every action is logged
  • Start with a small sample
Captured invoice text and layout
Currency and unit lists
Vendor line format history
Invoice header totals
AI invoice line item extraction agentPrepared for review
  • ✓Structured invoice lines
  • ✓Line sum check
  • ✓Low-confidence line list
Handed toPO matching receives lines
4inputs it reads
6steps in the walkthrough
1point where a person decides
3outputs it prepares
See it run

Watch it work

Agent Record Person
Live walkthrough
  1. 1Find line tableAgent
  2. 2Read each lineAgent
  3. 3Join split rowsAgent
  4. 4Check line sumsAgent
  5. 5Specialist reviewsPerson
  6. 6Save linesRecord

Locates the line items in the invoice layout.

Extracts description, quantity, unit price and amount.

Merges descriptions wrapped across rows.

Compares line totals with the invoice total.

A person checks lines the agent doubts.

Lines are stored for matching and coding.

The basics

What is an AI invoice line item extraction agent?

It checks that line amounts add up to the invoice subtotal and that quantity times price equals each line amount.

Read the full explanation

It marks lines that look like freight, fees, discounts or taxes so that they are treated differently from goods and services.

Where it breaks

Why this step is hard by hand

Line tables are the hardest part of an invoice to read, and errors here break matching and coding even when the header is correct.

Wrapped text, merged cells and subtotals confuse readers.

A line can start on one page and end on the next.

Supplier wording rarely matches PO text.

Freight, fuel and handling appear as ordinary rows.

Cases, packs and each can be mistaken for one another.

The path

How the agent does it

  1. 01Find the table

    Detects where the line items start and end, across pages.

  2. 02Split into rows

    Separates each billed line, joining wrapped text that belongs to one row.

  3. 03Read each field

    Extracts description, quantity, unit, unit price, discount, tax and line amount.

  4. 04Check arithmetic

    Tests quantity times price, and line sums against the subtotal.

  5. 05Classify the lines

    Tags goods, services, freight, fees and discounts, and flags rows it cannot read.

Want to see this flow on your own items?

Bring a small sample and watch Flo work through it.

Book a demo
Under the hood

Inside the work

AspectBy handWith the agent
TablesLine tables are retyped row by row.Rows are read as structured lines.
Wrapped textMulti-row descriptions are mis-split.Wrapped rows are joined to one line.
UnitsUnits and quantities are guessed.Unit and quantity are read and flagged if unusual.
DiscountsDiscount lines are skipped.Discount and fee lines are kept as lines.
ChecksLine totals are not added up.Line sums are compared with the invoice total.
People and control

Who decides, and what to watch

What stays with people

  • ✓
    Reviewers confirm uncertain linesThey check the original table.
  • ✓
    Buyers judge extra chargesThey know whether a fee was agreed.
  • ✓
    AP owns correctionsRecord changes are made by people.
  • ✓
    Finance chooses coding for feesTreatment of freight and surcharges is a policy decision.

Mistakes to avoid

  • ×
    Reading only the totalLine errors then surface late.
  • ×
    Dropping rows on page breaksMissing lines mean underpayment or false mismatches.
  • ×
    Mixing taxes into linesDouble-counting follows.
  • ×
    Matching on description text aloneWording differs between PO and invoice.

Not sure where invoice line item extraction fits in your process?

Talk it through with the team. We will map it to your steps and show where a person stays in control.

  • Works from a sample of your real items
  • Shows what Flo handles and what it hands over
  • No commitment to start
Rollout

Rolling it out

  1. 1Single-page invoices

    Start with short invoices with simple tables.

  2. 2Add long invoices

    Include multi-page and wrapped tables.

  3. 3Add credits and fees

    Cover discounts and surcharges.

  4. 4Link to matching

    Feed lines into PO matching once accuracy is steady.

Signs you would benefit

Line entry is slowLong invoices tie up clerks.
Detail is missingOnly totals are stored.
Matching fails on linesDescriptions are mistyped.
Credit lines are skippedTotals do not reconcile.
The numbers

How to measure it

Set your own baseline first. We do not publish benchmarks without a source you can check.
Metric 1

Line extraction accuracy

Line accuracy (%) =
lines confirmed without correctionlines extracted× 100

Compare accuracy across vendors, because a few complex layouts usually account for most corrections.

  • Track lines missing after page breaks.
  • Count invoices where line sums disagree with the subtotal.
Questions

Frequently asked questions

Quick answers to what people ask most about invoice line item extraction.

Book a demo
What is invoice line item extraction?

It is reading every billed row on an invoice into separate structured lines, with description, quantity, price and amount, so that each line can be matched and coded individually.

Why do line items matter more than totals?

Matching and coding work at line level. A correct total can hide an extra item, a wrong quantity or a charge that should be coded elsewhere.

Can it handle invoices that run to many pages?

Yes. It follows tables across pages and joins rows split by a page break, and flags any it cannot join with confidence.

Does it decide which lines are valid?

No. It reads and structures them. Validation and approval are separate steps that people oversee.

Try invoice line item extraction on your own data

Bring a small sample of real items. We will show what Flo handles on its own and where it hands over to your team.

  • People approve, sign and pay
  • Every action is logged
  • Start with a small sample