Business function

AI use cases for collections and recovery

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

Use cases
5
Deployments
16
Organizations
15
Outcome disclosed
63%

5 Collections and recovery use cases

15 organizations in 4 countries run these use cases in public. 63% of those 16 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 to collect payments. It answers their inbound calls too, 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
4 public, best grade C
Reported cost reduction
75%
SameDay Auto Finance, vendor claim
Cross industryBanking

AI for drafting customer letters and outbound notices

AI for outbound notice drafting writes the letters and notices operations must send at scale, such as arrears notices or decline letters. It also covers 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
6 public, best grade B
Reported cycle time reduction
25%
SS&C GIDS and RS, vendor claim
Insurance

AI for litigation and recovery triage

AI for litigation and recovery triage scores open insurance claims and overdue accounts for the risk that they end up in litigation or formal legal recovery. It also ranks the attorneys, law firms or recovery agencies likely to get the best result, so a claims handler, legal panel manager or collections specialist can act early instead of after the case has already escalated.

Deployments
2 public, best grade B
Autonomy
Assist
Insurance

AI for subrogation opportunity detection

AI subrogation detection is AI that reads open and closed claims to find cases where a third party is wholly or partly liable. It 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
3 public, best grade B
Autonomy
Assist
Banking

AI recommendations for loan restructuring and hardship arrangements

AI loan restructuring recommendations are an assistant that proposes the best hardship arrangement for a stressed borrower, for a person to approve. It assembles the borrower's position and tests options such as a term extension, rate relief, payment holiday or due date change against policy and affordability, then recommends the best fit with a written rationale.

Deployments
1 public, best grade B
Autonomy
Copilot

What the evidence says

Computed from the 16 public deployments behind these use cases. Numbers update with every checked record.

Deployments by stage
  • Announced
    1
  • Pilot
    1
  • Production
    13
  • Scaled
    1
Public deployments by region
  • North America
    9
  • Europe
    4
  • Asia Pacific
    2
  • Global
    1

Organizations with a public deployment

  • Acentra Health
  • CURE Auto Insurance
  • Central Insurance
  • Commonwealth Bank of Australia
  • Day Knight & Associates
  • Elephant Insurance
  • Health Resources and Services Administration
  • Hiscox
  • Nationwide Building Society
  • OTP Bank Romania
  • QBE Insurance Group
  • SS&C Technologies
  • SameDay Auto Finance
  • Sedgwick
  • Southwest Recovery Services