AI agentIntake-to-pay

AI project coding agent

An AI project coding agent looks for project references in the invoice text, the PO, the statement of work and the requester's department, and proposes the matching project code for each line.

  • People stay in control
  • Every action is logged
  • Start with a small sample
Invoice lines
Project register
PO project field
Project budget status
AI project coding agentPrepared for review
  • ✓Project code suggestions
  • ✓Closed or excluded flags
  • ✓Billable tags for review
Handed toProject manager gets charges to confirm
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. 1Read invoiceAgent
  2. 2Look up projectsRecord
  3. 3Propose projectAgent
  4. 4Project manager decidesPerson
  5. 5Check statusAgent
  6. 6Save codingRecord

The agent reads line text and any project references.

It checks active projects, codes and budgets.

It suggests a project code per line.

The project manager confirms the charge belongs.

Closed or over-limit projects are flagged.

The confirmed project code is added to the line.

The basics

What is an AI project coding agent?

It checks that the project is open, that the cost falls inside its dates and that the supplier is approved for it, and notes any mismatch.

Read the full explanation

It splits a multi-project invoice into lines per project when the description or timesheet detail shows the allocation, and leaves the split for review.

Where it breaks

Why this step is hard by hand

Project costs only mean something if every invoice lands on the right project, and project names rarely appear in the same form twice.

The same project appears as a code, a nickname or a client name across documents.

Invoices arrive after a project has ended and need a decision on where they go.

Consultants and software vendors often bill several projects together.

Costs may need tagging to phases or assets.

Miscoded invoices make a project look under or over budget.

The path

How the agent does it

  1. 01Find references

    The agent scans the invoice, PO, contract and email thread for project codes, names and client references.

  2. 02Resolve to a code

    It maps each reference to an active project code, handling nicknames and abbreviations.

  3. 03Check validity

    It confirms the project is open, the date falls in range and budget remains if your rules require it.

  4. 04Allocate lines

    It assigns each line to a project and proposes a split where one invoice covers several.

  5. 05Confirm with the owner

    The project owner or AP clerk reviews the proposal and the decision is stored.

Want to see this flow on your own items?

Bring a small sample and watch Flo work through it.

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Under the hood

Inside the work

AspectBy handWith the agent
Reference spottingProject names appear in free text and are missed.Project names, codes and aliases are matched in line text.
Closed projectsInvoices land on projects that have finished.Closed project codes are caught before posting.
Billable splitBillable and internal cost are mixed.Lines are tagged as billable or internal for review.
ApprovalProject managers see charges only in reports.Managers confirm each charge when it arrives.
Dual codingProject and cost center disagree.Conflicts between the two are flagged for the coder.
People and control

Who decides, and what to watch

What stays with people

  • ✓
    Own the project budgetProject managers decide where late or unplanned costs are charged.
  • ✓
    Open and close projectsFinance controls the list of valid codes and their dates.
  • ✓
    Approve splitsA person agrees how a shared invoice is divided.
  • ✓
    Decide on exceptionsCosts outside a project's scope need a leader's view.

Mistakes to avoid

  • ×
    Matching on supplier aloneOne vendor may serve several projects at once.
  • ×
    Using closed codesPostings to a closed project can fail or distort reports.
  • ×
    Guessing a splitAllocation needs a basis, such as time or deliverables.
  • ×
    No link to the SOWWithout the statement of work, line items cannot be tied to scope.

Not sure where project coding 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. 1Load the register

    Start with a clean list of live projects.

  2. 2Match exact codes

    Begin with lines that name a code outright.

  3. 3Add aliases

    Handle names and nicknames next.

  4. 4Add exclusions

    Introduce rules about what each project may carry.

Signs you would benefit

Wrong-project costCharges are moved after the fact.
Missed rechargesBillable cost is not passed on.
Closed-project spendInvoices hit finished work.
Late visibilityManagers learn of charges at month end.
The numbers

How to measure it

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

Project coding coverage

Coverage (%) =
project-relevant invoice lines with a confirmed project codeproject-relevant invoice lines× 100

This shows how much project spend is actually attributed. Low coverage means project reports understate cost.

  • Track unassigned project spend by supplier.
  • Count invoices that arrive after project close.
Questions

Frequently asked questions

Quick answers to what people ask most about project coding.

Book a demo
What is project coding on an invoice?

It is tagging each invoice line with the project, job or grant it belongs to, so costs roll up to the right project budget.

How does the agent find the right project?

It reads references in the invoice, PO, contract and requester details, maps them to your project list and shows the evidence for each suggestion.

Can it split one invoice across projects?

It can propose a split when the documents show how work was divided. A project owner confirms the allocation.

What if the project is closed?

The agent flags it and asks a person to decide whether to reopen, charge another project or use a general budget.

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Try project coding 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