We built an AI agent that reads incoming documents, captures the key details and checks them against business rules. It updates internal systems, asks for missing information and sends exceptions to the right person for review.
Industry: FinTech & Financial ServicesService: AI & AutomationUpdated
Overview
The challenge
Documents arrived by email, web forms, shared folders and customer portals. For each one, staff had to open the file, find the important details, compare them with existing records, check for gaps and then update one or more systems.
Most cases followed the same pattern. But because some documents had exceptions or missing information, the team still checked every one by hand, and processing slowed as volumes grew.
Routine documents sat in the queue even when they needed no complex judgement.
Staff kept retyping names, dates, amounts and reference numbers into internal systems.
In busy periods, missing information or an unusual case was easy to overlook.
The solution
The agent identifies the document type and captures what the next step needs: customer details, dates, amounts, references and supporting data.
It compares the extracted details with business rules and existing records, then updates the approved systems or prepares the next step in the workflow.
If required data is missing or a document falls outside the normal rules, the agent asks for clarification or prepares the case for a person to review.
Before and after
Before
Every file checked by hand
Staff opened, read and sorted every incoming document.
After
Automatic first review
The agent identifies each document type, captures the key details and prepares routine cases on its own.
Before
Repeated copying
Information was typed by hand into CRM, finance, operations and other internal systems.
After
Direct updates
Approved data goes straight into the right business system.
Before
Review everything
Staff spent the same time on routine cases as on unusual ones.
After
Review exceptions
People focus on missing information, unusual cases and decisions that need judgement.
Key features
The agent handles different layouts and document types, so suppliers, customers and internal teams don't all have to use one rigid template.
Business impact
Less manual sorting
Before anything moves forward, the system checks extracted details against required fields, internal rules, existing records and expected values.
Business impact
More consistent processing
Routine documents carry on automatically, while unusual, incomplete or sensitive cases are clearly flagged for a person.
Business impact
Attention on the cases that matter
Results
Faster Routine Processing
Routine documents begin processing as soon as they arrive instead of waiting for someone to pick them up.
Before: Manual QueueAfter: Continuous
Less Repetitive Data Entry
Details captured from documents flow into connected systems with less manual copying.
Before: Manual EntryAfter: Agent Assisted
More Focus on High-Value Review
Staff spend more time on exceptions and less on routine cases that already match the business rules.
Before: Review AllAfter: Review Exceptions
Faster delivery
Building on components we had already tested cut setup time, so more of the project went into this company's document rules and the agent launched sooner.
Our intake layer pulls documents in from email, forms and shared folders, so the agent works from a single queue.
Tested rule components run the field checks and limit which systems the agent is allowed to update.
The history module records what the agent extracted from each document and what happened to it next.
Ready-made exception flows send incomplete or unusual cases to a reviewer with an AI-prepared summary.
Trust and control
The agent only updates a system or moves a case forward when the required conditions are met.
RULE BASEDSensitive, high-value, unusual or incomplete cases can always be set to need a person's review.
HUMAN APPROVALKey document actions, extracted data and workflow outcomes can be recorded for later review.
TRACEABLEValidation checks and approval paths can be updated when the company changes how it works.
ADAPTABLEThe agent handles customer forms, supplier documents, invoices, applications and supporting records that arrive by email, web forms, shared folders and customer portals. It identifies each document type and extracts details such as names, dates, amounts and reference numbers, even when the layout differs from one sender to the next.
The agent checks the extracted details against required fields, business rules, existing records and expected values. Documents that pass carry on automatically into the CRM, ERP or internal systems. If data is missing or a document falls outside the normal rules, it asks for clarification or sends the case to a person with a summary.
Staff no longer open and sort every document by hand. Routine documents start processing as soon as they arrive, 24/7, and the extracted data goes straight into connected systems. The team now reviews only the exceptions, such as missing information, unusual cases and decisions that need judgement.
If your team opens every form and invoice by hand, we can build an agent that reads them, checks the rules and leaves your staff only the exceptions.