AI agentIntake-to-pay

AI spend classification agent

An AI spend classification agent reads the supplier name, line description, GL code and PO text, and assigns a category from your taxonomy, down to the level of detail you define.

  • People stay in control
  • Every action is logged
  • Start with a small sample
Invoice lines
Vendor records
Taxonomy
PO descriptions
AI spend classification agentPrepared for review
  • ✓Category per line
  • ✓Confidence and reason
  • ✓Unclassified list
Handed toCategory manager gets doubtful lines
5inputs 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. 1Collect spend linesRecord
  2. 2Read descriptionsAgent
  3. 3Assign categoryAgent
  4. 4Category owner reviewsPerson
  5. 5Update taxonomyAgent
  6. 6Publish viewRecord

The agent gathers lines from invoices and card records.

It reads vendor and line text.

It labels each line with a spend category and reason.

A category manager reviews doubtful items.

Corrections feed the category mapping.

Classified spend appears in analysis.

The basics

What is an AI spend classification agent?

It handles messy text and abbreviations, and uses the supplier's main line of business as a hint without applying it blindly.

Read the full explanation

It reports a confidence for each line, queues low-confidence lines for review and records corrections, so the taxonomy is applied the same way over time.

Where it breaks

Why this step is hard by hand

Spend reports are only as good as the categories behind them, and categories drift when many people tag spend in different ways.

The same item is described in ten ways.

A large vendor may sell hardware, software and services.

Moving from one scheme to another requires reclassifying history.

Small, one-off purchases rarely get tagged properly.

Teams cannot compare categories or find savings when the data is unreliable.

The path

How the agent does it

  1. 01Read the line

    The agent extracts supplier, description, amount and any codes attached to the line.

  2. 02Match to the taxonomy

    It maps the description to a category in your scheme, at the depth you use.

  3. 03Use context

    It checks the supplier's other lines, the department and the GL code to resolve ambiguity.

  4. 04Score confidence

    Each assignment gets a confidence level, and low scores go to review.

  5. 05Record corrections

    Reviewer decisions are stored and applied to similar lines in future.

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
Taxonomy useSpend is classified by vendor only.Lines are classified by what was bought, not just who sold it.
CoverageA large share of spend sits in an unclassified bucket.Unclear lines are listed with candidates for review.
ConsistencyTeams classify the same item differently.One taxonomy is applied with reasons.
MaintenanceMappings are updated yearly in a spreadsheet.Corrections update mappings as they happen.
Use in sourcingCategory managers rebuild data before sourcing.Classified spend is ready for category work.
People and control

Who decides, and what to watch

What stays with people

  • ✓
    Own the taxonomyProcurement and finance decide which categories exist.
  • ✓
    Review uncertain linesAnalysts correct and confirm low-confidence assignments.
  • ✓
    Decide on mapping changesPeople approve when a taxonomy is revised.
  • ✓
    Interpret the resultsCategory owners decide what the classified data means for sourcing.

Mistakes to avoid

  • ×
    Classifying by supplier onlyMulti-line vendors get mislabelled.
  • ×
    Too many categoriesA taxonomy nobody can apply consistently defeats the purpose.
  • ×
    Never reviewing the low-confidence queueErrors accumulate in the long tail.
  • ×
    Changing the scheme without reclassifyingTrends break across the change.

Not sure where spend classification 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. 1Fix the taxonomy

    Agree a clear category list.

  2. 2Classify top vendors

    Start with the largest vendors.

  3. 3Review exceptions

    Category managers clear doubtful lines.

  4. 4Keep it live

    Classify new lines as they arrive.

Signs you would benefit

Unclassified bucketA big share of spend has no category.
Sourcing prepAnalysts rebuild data by hand.
Inconsistent labelsReports disagree.
Vendor-only viewsReal spend is hidden.
The numbers

How to measure it

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

Classified spend coverage

Coverage (%) =
spend classified to a specific categorytotal spend× 100

This shows how much of your spend can be analysed by category. Watch the share left in unclassified or other, which hides savings opportunities.

  • Report coverage by value and by line count.
  • Review the largest unclassified suppliers first.
Questions

Frequently asked questions

Quick answers to what people ask most about spend classification.

Book a demo
What is spend classification?

It is sorting purchases into a consistent set of categories so spend can be compared, analysed and managed across the organisation.

How does the agent classify a line?

It reads the description, supplier and codes, maps them to your taxonomy, and scores its confidence. Doubtful lines go to a person.

Which taxonomy does it use?

Your own, or a standard scheme you adopt. The agent applies the categories you define and does not impose its own.

How is this different from GL coding?

GL coding chooses the accounting account. Spend classification chooses the procurement category, which supports analysis and sourcing rather than the ledger.

Try spend classification 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