For insurance brokers and MGAs, insurers, lenders, wealth managers and fintechs

Get paid for the risks you've already priced.

AI companies are paying financial-services firms for years of underwriting and credit decisions, claims workflows, compliance reviews and internal email. Customer account data stays out. We check if yours qualify, introduce you to the right buyer and stay with you until you're paid.

Two minutes. No access to your systems. Nothing upfront.

UW
The requestBroker needs terms on a 40-truck fleet by Thursday. Losses are over my authority. Can we write it?
AN
The discussionFive-year loss ratio is 78%, but most of it is one 2021 claim. They added dashcams and a safety manager since.
SU
The decisionWrite it with a 15% surcharge and a $10,000 deductible, and review the telematics at mid-term.
UW
The outcomeBound on Thursday. The account renewed the next year with no claims.
Years of threads like this are what AI buyers pay for$205K–$1.8M
$205K–$1.8MTypical range for financial-services firms
≈ 5 hoursOf your time, start to finish
8–16 weeksFrom first call to payment
$0 upfrontYou only pay if a deal completes
How much is possible

What financial-services firms like yours can earn.

It depends mostly on how many underwriters, analysts, advisers and operations staff you have, and how many years of records you keep.

30–49 staff$205K–$635K
50–99 staff$290K–$895K
100–249 staff$445K–$1.6M
250+ staff$555K–$1.8M

Our market estimate for a US company with 8–12 years on its tools, built from three buyers' published pricing. Staff means underwriters, analysts, advisers and operations staff. Not an offer: the buyer sets the price after review.

Recent deals

Accounting · 60 people$350K

Five years of workpapers, reconciliations, financial models and tax files.

Accounting group$280K

Workpapers, client service workflows, templates and internal communications.

Engineering firm · 70 people$450K

CAD drawings, calculations, technical reports and specs.

No finance or insurance company has published a deal yet. These are the closest published comparisons from other industries in 2026, as reported by the firms that did them. Not independently verified. Owners aren't named.

What's valuable, and why

What buyers pay for in financial services

AI has read the regulations and the textbooks. It has almost never seen how a firm actually prices a risk, approves a loan or settles a claim.

Underwriting and credit decisions

Why a risk or a loan was accepted, priced or declined, and who signed off. The reasoning behind the number is almost never public.

Lives inApplied Epic, Guidewire, Duck Creek, nCino, email

Claims handling

How a claim gets reported, reserved, escalated and settled, and what happens when the facts don't match the story.

Lives inGuidewire, Duck Creek, ServiceNow, email

Client servicing, renewals and compliance reviews

How accounts get serviced and renewed, and how compliance reviews and exceptions get raised, approved and written up.

Lives inSalesforce, Zendesk, DocuSign, SharePoint, Gong or Zoom

Operations runbooks and internal Q&A

How reconciliations get run and breaks get fixed, and how analysts ask seniors the questions no manual covers. Exactly what AI for finance needs to learn.

Lives inNetSuite or SAP, Jira, Confluence, Teams or Slack

What actually leaves your company

Your clients and team are never named.

Before anything is delivered, an independent firm swaps every name, contact detail, address and reference number for a consistent placeholder. The work stays readable. The people in it don't.

Original · stays with you
From: Tom Reyes <tom.reyes@harborpointmga.com>
To: Linda Park (senior underwriter)
Re: Referral, renewal of policy CA-2208841, Ridgeback Haulage LLC

Broker Kessler & Moore needs terms by Thursday on 40 trucks. Five-year loss ratio is 78%, mostly one 2021 claim, and they added dashcams in 2023. It's over my authority, so I need your sign-off. Proposing a 15% surcharge and a $10,000 deductible. Call me on 312-555-0187.

De-identified copy · licensed
From: [Underwriter_04] [EMAIL]
To: [Underwriter_01] (senior underwriter)
Re: Referral, renewal of policy [POLICY_NO], [Client_12]

Broker [Broker_03] needs terms by Thursday on 40 trucks. Five-year loss ratio is 78%, mostly one 2021 claim, and they added dashcams in 2023. It's over my authority, so I need your sign-off. Proposing a 15% surcharge and a $10,000 deductible. Call me on [PHONE].

Illustrations; all names are made up. Before you sign anything, you see the method and a de-identified sample of your own records.

$0
Fees

Nothing upfront. You only pay if a deal completes.

Our success fee is agreed privately, in writing and under a mutual NDA, before we introduce you to anyone. No deal, no fee.

How it works

Four steps. About five hours of your time.

Check if you qualify

2 minutes

Talk to us

20 minutes

Meet the buyer

1 call

Sign and get paid

8–16 weeks
Who it's for

Financial-services firms with years of decisions in writing.

  • 30+ underwriters, analysts, advisers and operations staff, now or at your peak
  • 5+ years on the same email and policy, loan or CRM tools
  • Work run in writing: referrals, credit memos, email, Teams or Slack
  • Customer, policyholder and claimant records can be kept apart from the firm's own
  • US, Canada or UK, mostly in English

Account numbers, SSNs, card data, credit reports, customer and claimant details and material non-public information are left out by default, and you don't need them to qualify. Operating, winding down or closed: all can qualify.

FAQ

Questions owners ask us

What about customer accounts, SSNs and card data?

Left out by default. Account numbers, SSNs, card data, credit reports, policyholder and claimant personal details, and anything that could be material non-public information are removed or excluded. Buyers license the firm's own operational record: how decisions get made, reviewed and serviced. You approve the scope in writing.

Does this fit our regulatory and record-keeping rules?

Rules differ by regulator and by firm, and regulated communications archives can have their own retention and supervision rules. Check with your compliance officer before you sign. You see the scope, the de-identification method and a sample of your own records early, so they have everything they need to review.

Will clients, brokers or claimants be named?

No. Names, emails, phone numbers, addresses and policy, loan and claim numbers are replaced with consistent placeholders like [Client_12] before anything is delivered, and you approve a sample of your own records first.

Who counts toward the 30 staff?

Everyone whose work is in writing: underwriters, credit analysts, claims handlers, advisers, account managers, and compliance, finance and operations teams.

What does it cost?

Nothing upfront. If a deal completes, you pay our success fee, agreed in writing under a mutual NDA before any introduction. No deal, no fee.

Find out in two minutes if your records qualify.

Check if you qualify

Or email hello@joinresidual.com.