> ## Documentation Index
> Fetch the complete documentation index at: https://irisdocs.prescientlabs.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Finance Use Cases

> Opportunity patterns across invoice processing, collections, reconciliation, expenses and reporting.

## Invoice processing

Extract invoice fields, validate against known rules and route exceptions for review.

**Evidence:** manual entry time, exception rate, processing delay.

**KPI:** touch time, cycle time, error rate.

## Collections

Prioritise overdue accounts and draft context-aware follow-ups using invoice and customer history.

**Human oversight:** material disputes, sensitive accounts and payment commitments.

## Reconciliation

Match transactions using deterministic rules first, then use AI or probabilistic matching for ambiguous descriptions where appropriate.

## Expense review

Flag missing evidence, policy exceptions and unusual patterns for human review rather than making unsupported accusations.

## Reporting commentary

Generate first-draft variance commentary from approved financial data, with finance ownership of interpretation and sign-off.

## Forecasting support

Use AI to explain drivers or structure assumptions, but preserve accountable financial forecasting and transparent model inputs.

<Warning>
  Finance use cases can be control-sensitive. Prioritise auditability, permissions and clear exception handling over maximum autonomy.
</Warning>