Origination and servicing run on figures somebody has to stand behind: a payment, a balance, a ratio that decides whether a borrower pays mortgage insurance for another two years. An assistant that guesses those is worse than no assistant. This one computes them with the formula the disclosure rule defines, says which rule, and stops where an underwriter decides.
Assigning the Mortgage Lending pack brings 31 terminology overrides and 3 measured definitions with it, along with the governance defaults that decide which actions wait for a person. Everything below is what that configuration contains, not an illustration of what it could contain.
The useful question is never “can it do this” — it is “what does it do without asking, and what does it bring to a person”. Each card answers both.
TASKgoverned
Prepare the payment and disclosure figures for an application.
The assistant: Pulls the loan terms from the system that holds them, computes principal and interest, escrow and any mortgage insurance, and shows the inputs beside the result.
The person: Nobody, to produce the working. An underwriter decides what is sent to a borrower — a figure leaving the building is a disclosure, not a draft.
Proposed by the agent, decided by its policy
TASKgoverned
Check whether a loan has reached the point where mortgage insurance ends.
The assistant: Computes the remaining balance on the amortisation schedule and compares it against both thresholds, naming the date each is reached.
The person: Servicing confirms before anything is written to the borrower’s account or sent to them — the platform’s job is to make the date arrive rather than to be noticed missing.
Proposed by the agent, decided by its policy
TASKgoverned
Assemble the file behind an exception before it goes to committee.
The assistant: Gathers the documents, restates the ratios with their inputs, and lists what is missing rather than filling it in.
The person: The committee. What changes is that they read a file with its working attached instead of one with a conclusion at the top.
Proposed by the agent, decided by its policy
02 / THE WORDS IT ARRIVES WITH
Your nouns, not the platform’s.
Every label resolves company override → industry default → canonical, and a region filters rather than ranks — so a label added for one market cannot change what another one reads. The same resolved words assemble the agent’s prompt.
GOALoverlay
Loan Application
Home Loan Application in IN
Console and agent read the same word
APPROVALoverlay
Underwriting Approval
Loan Sanction in IN
Console and agent read the same word
CUSTOMERoverlay
Borrower
The same label in every region this pack covers.
Console and agent read the same word
ARTIFACToverlay
Loan Document
The same label in every region this pack covers.
Console and agent read the same word
GOVERNANCEoverlay
Compliance (TRID / RESPA)
FCA MCOB in GB
Console and agent read the same word
AGENT PROFILEoverlay
AI Loan Assistant
The same label in every region this pack covers.
Console and agent read the same word
03 / MEASURES WITH THEIR CITATION
A number arrives with the rule it came from.
Each measure carries a definition, the formula it is computed by and the source that defines it. That is what makes the figure defensible in a review — and what stops a model producing a plausible one instead.
MEASUREkpi map
Monthly PITI payment
The full monthly housing payment: principal and interest, escrowed property tax and hazard insurance, and any association dues — the figure a borrower actually pays.
r = annual_rate / 12; P&I = L·r·(1+r)ⁿ / ((1+r)ⁿ − 1), plus escrow and dues
12 CFR §1026.37(c) — TRID Loan Estimate, projected payments
MEASUREkpi map
Remaining principal balance
Outstanding principal after a number of scheduled payments on a fully amortising loan — the basis the mortgage-insurance termination test is applied to.
balance = L·(1+r)ᵖ − pmt·((1+r)ᵖ − 1)/r
Standard amortisation identity; balance basis for HPA §4902
MEASUREkpi map
Loan-to-value and PMI thresholds
Loan amount as a share of the property’s lending value, with the two balances at which private mortgage insurance may be cancelled on request and must be terminated automatically.
Every deployment in this industry fails the same few ways. These are the ones the platform is built to make impossible rather than discouraged.
BOUNDARYenforced
A figure is computed, never recalled
Payments, balances and ratios come from the formula and the loan’s own terms. A model that produces a plausible number is producing a defect that survives review, because it reads exactly like a correct one.
Refused, not discouraged
BOUNDARYenforced
Sending is a different permission from preparing
Preparing a statement and releasing it to a borrower are separate authorities. An assistant holding the first cannot perform the second, whatever it was asked.
Refused, not discouraged
BOUNDARYenforced
The working travels with the answer
Every figure carries the inputs it used and the rule it came from, so a reviewer checks the calculation rather than trusting it — and an examiner reads the same record months later.
Refused, not discouraged
Starting here: A first deployment is usually one servicing task with a real owner — the mortgage-insurance termination check is a good one, because the date is knowable, the consequence of missing it is regulatory, and nobody enjoys doing it by hand.
05 / THE REST OF THE ANSWER
Same platform, whichever industry you run.
Everything on this page is configuration on top of one runtime. The controls underneath it are the same for every client, and they are written out in full on the platform page.
The first scope that works is a process somebody already owns, with a decision worth keeping human. Bring that, and we will map the agents, the integrations and the approval roles around it.