Business function

AI use cases for collections and recovery

Reminding, restructuring and recovering overdue payments with care for vulnerable customers.

Use cases
4
Deployments
10
Organizations
9
Outcome disclosed
70%

4 Collections and recovery use cases

9 organizations in 3 countries run these use cases in public. 70% of those 10 deployments disclose a measurable outcome.

Cross industryBanking

AI agent for early collections and hardship support

A voice and messaging agent that contacts customers in early arrears and answers their inbound calls, takes payments and sets up payment arrangements within preapproved rules, and recognises signs of hardship or vulnerability so those customers go straight to a trained person.

Deployments
2 public, best grade C
Reported cost reduction
75%
SameDay Auto Finance, vendor claim
Cross industryBanking

AI for drafting customer letters and outbound notices

AI that drafts the letters and notices operations must send at scale, such as arrears notices, decline letters, complaint responses, servicing confirmations and product change notices, from case data and approved templates and clauses, in the customer's language, for a person to approve where the notice is regulated.

Deployments
5 public, best grade B
Reported cycle time reduction
25%
SS&C GIDS and RS, vendor claim
Insurance

AI for subrogation opportunity detection

AI that reads open and closed claims to find cases where a third party is wholly or partly liable, estimates liability and the recoverable amount under the applicable negligence and recovery rules, and sends scored recovery opportunities with their reasons to the subrogation team.

Deployments
2 public, best grade B
Autonomy
Assist
Banking

AI recommendations for loan restructuring and hardship arrangements

An assistant that assembles a stressed borrower's position, tests restructuring options such as a term extension, rate relief, payment holiday or due date change against policy and affordability, and recommends the best fit with a written rationale for a person to approve.

Deployments
1 public, best grade B
Autonomy
Copilot

What the evidence says

Computed from the 10 public deployments behind these use cases. Numbers update with every checked record.

Organizations with a public deployment

Acentra Health, Central Insurance, Commonwealth Bank of Australia, Day Knight & Associates, Elephant Insurance, Health Resources and Services Administration, Hiscox, SS&C Technologies, SameDay Auto Finance.