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Scenox Studios

Code vendor invoices to the right general ledger account

For non-PO invoices, a model proposes the GL account, department and cost center from the vendor, the line description and how similar invoices were coded before. Rules apply your coding policy first, and an approver confirms low-confidence picks. Fits teams where coding is the slowest step in accounts payable.

Code vendor invoices to the right general ledger account

6 steps

  1. 01

    Apply fixed coding rules

    Rules
  2. 02

    Propose coding for the rest

    Model
  3. 03

    Check the policy

    Rules
  4. 04

    Confirm low-confidence picks

    Person
  5. 05

    Route for approval

    Rules
  6. 06

    Learn from corrections

    Rules

At a glance

Trigger
A non-PO vendor invoice has been captured and read.
Typical inputs
  • Invoice lines and vendor master
  • Chart of accounts and coding policy
  • Past coded invoices for the same vendor
  • Approver map by department
Systems it usually connects to
  • QuickBooks
  • Xero
  • NetSuite
  • Slack
How the work splits

4 rules, 1 model, 1 person steps

How it runs, step by step

6 steps, each tagged by what does the work. Rules are fixed logic, a model reads or drafts, and a person decides.

  • Rules Fixed logic in code
  • Model AI reads or drafts, with a confidence score
  • Person A named person decides
  1. 1

    Apply fixed coding rules

    Rules

    Vendors with a single standing account, such as a utility or software subscription, are coded by lookup without any model involved.

  2. 2

    Propose coding for the rest

    Model

    A model reads the line description and past coding for similar lines, then proposes an account, department and class with a confidence score.

  3. 3

    Check the policy

    Rules

    Code blocks accounts that need a PO, capital items above your threshold and any account closed to AP.

  4. 4

    Confirm low-confidence picks

    Person

    Lines below your confidence bar go to the budget owner or an accountant, who accepts or changes the coding in one click.

  5. 5

    Route for approval

    Rules

    The coded invoice goes to the approver for that cost center, with the reasoning shown beside each line.

  6. 6

    Learn from corrections

    Rules

    Every change a person makes is stored as a labeled example so the next proposal for that vendor is better.

Where people approve

The decisions that stay with your team, whatever the confidence score says.

  • Budget owners approve coding for their cost center.
  • An accountant signs off on any capital or prepaid classification.
  • New vendors need their first invoice coded by a person.

KPIs to track

What to measure, before and after. Targets come from your own baseline.

  1. 01Share of lines coded without a correction
  2. 02Time from invoice receipt to coded
  3. 03Recodes found at month-end close
  4. 04Invoices waiting on an approver, by age

Questions about this workflow

How does it avoid miscoding something sensitive?

Rules run first. Accounts such as legal fees, related-party payments or capital items can be set to always require a person, no matter how confident the model is. The model only suggests within the accounts you allow for that vendor.

Will it work with a messy chart of accounts?

It copes with a large one better than with an inconsistent one. If two accounts mean the same thing, the audit usually recommends cleaning that up first, because otherwise corrections pull the suggestions in two directions.

Which steps use rules, a model and a person?

Rules: apply fixed coding rules; check the policy; route for approval; learn from corrections. Model: propose coding for the rest. Person: confirm low-confidence picks. Rules are fixed logic in code. A model reads or drafts and reports its confidence. A named person decides.

What do we need to start?

Typically: invoice lines and vendor master; chart of accounts and coding policy; past coded invoices for the same vendor; approver map by department. You also need read access to QuickBooks, Xero, NetSuite and Slack, or the equivalents you use. A workflow audit measures your volumes and past cases first, then gives a fixed price for the build, so you can decide with real numbers.

Where this fits at Scenox

More use cases like this one

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Plan how to code vendor invoices to the right general ledger account with an engineer.

A 30-minute call with an engineer. You will leave knowing what a system could do for that workflow and what it would take to build.

What happens next

  1. 1

    Strategy call

    We learn how the workflow runs today and what a good outcome would be.

  2. 2

    Workflow audit

    We map the process and measure where a system would save the most time.

  3. 3

    Proposal

    A written scope, timeline and fixed price for your first system. No obligation to build.