Service assistance
Ground answers in approved information, preserve escalation and monitor failed resolutions.
Sector intelligence
Financial services
Faster service must remain explainable and contestable.
Where to put AI to work
Practical opportunities to investigate. Results depend on your data, process and evaluation.
Knowledge retrieval
Help staff find current procedures with citations, access controls and version visibility.
Exception review
Prioritise anomalies for qualified review and examine the consequences of false positives and false negatives.
What matters in this sector
Document handling and internal drafting offer concrete tasks to examine. Credit decisions, transactions and customer-facing advice create different responsibilities. Separate assistance from authority: an employee can review a draft, while an automatic financial action needs much more than a convincing demo.
A sensible first test
Try one document type and record fields extracted correctly, missed fields and correction time. Include unusual documents. Read the bank examples alongside Zillow’s failed operating model to keep optimism connected to consequences.
Cases worth learning from
25 July 2025
Alpha Bank · Copilot
Help staff write, summarise and prepare everyday work faster.
What happened and what to learn ↗
2024
National Bank of Greece
Read information from documents so staff do less copying and checking.
What happened and what to learn ↗
2 November 2021
Zillow Offers · lessons from a closure
What happens when uncertain forecasts are used to make expensive commitments?
What happened and what to learn ↗Measure
First-contact resolution, corrected responses, escalation quality and total handling effort.
Watch
Confidential information, outdated procedures and using a service tool for unvalidated consequential decisions.
Make the first move concrete
One workflow. One baseline. One accountable owner.
Choose a repeatable task. Record its current performance and the failures that matter. Test on a controlled sample, compare with the existing process, and decide what evidence would justify extending the trial.
Compare your opportunities Read the documented case: Alpha Bank ↗