01
Monitor and assess
Surface transaction activity, alerts, risk patterns and the context around them.
Banking & Financial Services
From disconnected records
to a question answered
In banking, the useful answer often depends on relationships: between accounts, transactions, documents, customers and events. A financial services organisation explored how to make those relationships easier to investigate while keeping the control expected in a regulated environment.
The challenge
Important questions were waiting on disconnected data
Complex queries could take days to complete. Teams also had to work across departmental systems, which made it harder to form a unified view of customer and transaction information.
Those delays affected investigation, reporting and the time available for decisions that depended on a connected picture.
Aquila · MATCH
The bottlenecks were in the relationships
The team mapped the path from transaction processing through fraud detection and compliance reporting. It looked for data silos, repeated retrieval work and the relationships that teams needed to see together.
That made it possible to focus the first change on questions where connected data could release the most useful capacity.
Phoenix · MERGE
A data model built around investigation
The transformation brought relationship data into a structure suited to complex queries, then added pattern analysis and a processing path for high-volume transaction information.
The work connected departments around a shared data view while keeping the operating context and access controls part of the design.
Sculptor · CREATE
Investigation tools for daily work
The applications were shaped around the questions investigators and analysts already ask, with the context needed to review the result rather than accept a black-box answer.
02
Ask across documents
Use natural-language questions to investigate approved document collections.
03
Connect the view
Bring customer and departmental context together, with training and documentation for the teams using it.
Outcome
Less waiting between a question and a decision
This banking and financial services story is about making complex relationships usable at the speed of the work. The connected view supports transaction monitoring, risk analysis, document questions and customer context in one investigation workflow.
BUILD YOUR NEXT CHAPTER
Which connected question takes too long today?
Start with one investigation path and make its data relationships visible.