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Agentic dispute resolution · US banks & credit unions

Every servicing dispute answered on time — your team holds the pen.

Agents investigate and draft on your loan data. Your team makes the call. The 30-day scramble becomes a same-week sign-off.

RESPA & TRID by constructionHuman on every verdictSovereign / on-prem
decision inbox · one verdict, awaiting youday 3 / 30
Escrow shortage — payment jumpedHigh
L-1003 · Aisha Khan · RESPA · day 3 of 30
Recommended outcome
Resolve — waive fee, re-send analysis

Tax increase raised the payment; the annual statement went out late. Waive the $240 late fee, re-issue the analysis.

Verdict recomputed server-side against your rulebook
Awaiting your sign-off
Nothing has been sent to the borrower.
Approve & sendEdit draftRefer to specialist
The model never decides
Full audit trail on every action
Runs inside your perimeter
Built for a $1–10B servicer
Built around the rules that govern servicing
RESPATRIDECOAGLBAFCRACFPB supervisionSR 11-7 model risk

Why this is urgent

The RESPA clock starts the moment a borrower writes in.

Acknowledge in 5 days, resolve in 30 — miss it and it's cures, fines, and a CFPB finding. Most servicers still work it by hand.

The clock you can't stop.

The RESPA window runs whether or not you're staffed for it.

The exam you can't fail.

Every decision has to stay defensible to the CFPB, months later.

The queue you can't see.

Disputes pile up in inboxes — or inside a subservicer you can't watch.

26,100
Mortgage complaints to the CFPB in 2024 — mostly the payment process.
CFPB Consumer Response, 2024
5 / 30 days
The clock you're already on — acknowledge in 5 business days, resolve in 30.
12 CFR 1024.35 (RESPA)
8.9×
A non-performing loan costs $1,573 to service vs $176 — that gap is disputes.
MBA Servicing Study, 2024

What changes

What you get back.

The same figures that measure your exposure, read the other way — the value of closing disputes fast and preventing the next one.

$1,397

The extra cost of servicing a loan once it turns non-performing — $1,573 vs $176. Fast resolution and upstream prevention keep loans performing.

MBA Servicing Study, 2024
Inside 30 days

Every dispute acknowledged in 5 and resolved in 30 — SLA breaches, cures and CFPB findings off the table.

12 CFR 1024.35 (RESPA)
A shrinking queue

Disputes caught upstream never land — the inflow falls instead of climbing past 26,100 complaints a year.

CFPB Consumer Response, 2024

Built for the compliance signature

The model never decides. Your rulebook does.

The AI reads and drafts. The decision is a deterministic call on your rules — recomputed server-side, human-approved, fully logged.

  1. 01Rules decideYour rulebook scores the case — not the LLM.
  2. 02The model draftsExplains, cites the loan file, writes the response.
  3. 03Server recomputesFeed it a wrong answer — nothing changes.
  4. 04A person approvesEvery action waits in the Decision Inbox for sign-off.
  5. 05Everything is loggedProvenance on every figure. Audit-ready.

The LLM never touches the decision. Rules decide, the server recomputes, a human approves — all auditable. That property is the product.

Two halves of the same problem

Shrink the inflow. Speed the outflow.

Point tools clean up disputes after they land. One agentic layer over your data works both ends — prevent and resolve.

Upstream · Prevent

Catch the error before the borrower writes in.

Flag the mistakes that become disputes — while they're still cheap to fix.

  • TRID tolerance breaches, before the cure window closes
  • Wrong or duplicate fees on the statement
  • Escrow miscalcs after a tax or insurance change
  • Missing or stale docs in the loan file

The cheapest dispute is the one that never happens.

Downstream · Resolve

Work every dispute that lands, inside the window.

One clean path from raw complaint to compliant resolution — carried end to end, not scored and dropped.

  • Intake, classify against the rule, pull the loan file
  • Decide on your rulebook, draft the response
  • Compliance pre-check, then human sign-off
  • Response filed — every step logged

Every dispute closed inside the window — a person on every verdict.

Most vendors sell you the right column. Owning both is how the queue actually shrinks.

Watch one run

One dispute, start to filed.

A real escrow-shortage case, end to end — every figure sourced, the verdict recomputed, a person on the sign-off.

mortgage-servicing · complaint resolution · L-1003
  1. Classified — escrow shortagerule-matched
  2. Pulled loan file & escrow analysissourced
  3. Root cause — tax increase + late statementprovenance
  4. Drafted borrower response + fee waiverdraft
  5. Awaiting human sign-off · Decision Inboxday 3/30
Recommended outcomeResolve (draft)

Waive the $240 late fee, re-send the corrected escrow analysis, explain the change in plain language.

Queued for approval — nothing sent yet.
Recomputed against the rulebook · resolves inside the window

Onboarding

It rides on the stack you already run.

No rip-and-replace, no AI team, no data leaving your perimeter. It reads your systems and files into your tools.

Reads your systems of record

Core, servicing platform, LOS — read as a layer, never replaced.

FiservJack HenryFISICE / Black Knight MSPEncompass

Files into your workflow

Cases and audit records sync into the trackers you already use.

JiraServiceNowyour case system

Your data stays yours

Sovereign / on-prem. Runs on your data — nothing leaves the perimeter.

on-premVPCno data egress

Works with your subservicer

Outsourced servicing? Visibility and control back — without pulling it in-house.

subservicer oversight

No headcount, no build

Buy it, don't build it. No AI engineers, no spare compliance capacity.

buy, not build

Live in a week, on synthetic data

Synthetic data that mirrors your book — prove it before a single integration.

week-1 pilotno integration to start

Straight answers

What servicing leaders ask us.

It can't. The verdict is recomputed server-side against your rules, and a person approves every action. The model only drafts.
No — it kills the busywork so your specialists spend time on judgment. Your team owns every decision. No new headcount.
Inside your perimeter. Sovereign / on-prem — nothing leaves the institution, no training on your data, no egress.
Built for it. Human-in-the-loop, a full audit trail, provenance on every figure — show exactly how each dispute was decided and who signed off.
No. It's a layer on top of your servicing platform, core and LOS. Nothing gets ripped out.
A 30-minute walkthrough on synthetic data that mirrors your book — no integration to start. Bring your hardest dispute.

Is this you?

Built for the desk that carries the dispute.

  • You own the RESPA SLA and the CFPB exposure — and feel the 30-day clock.
  • Your compliance officer won't sign anything that decides without a human.
  • No headcount to add, no AI team to build it in-house.
  • Disputes are worked by hand — or sit in a subservicer you can't see into.
Who it fits
Institution
US bank or credit union
Size
$1–10B in assets
Owner
Head of Mortgage & Default Servicing
Co-signer
Chief Compliance / Risk Officer
Autonomy
Recommend — human approves

Get started

See it on your own dispute types.

30 minutes on synthetic data that mirrors your book — no integration to start. Bring your hardest dispute.