Short answer: AI can help preserve applicant-supplied facts and prepare a complete evidence handoff. It cannot solicit where licensing is required, recommend a product or rate, discourage or steer, pull or interpret a report, decide credit, issue disclosures, influence valuation, send messages, write production systems, close, fund, or move money.
Job title does not decide authorityAdministrative and clerical activity can include receiving, collecting, and distributing processing or underwriting information. Actual permission depends on activity, institution, creditor, product, state, supervision, registration/license, and policy—not the label on the role.
Separate the loan roles before intake
Clerk/interviewer preparation
receive approved intake and preserve provenance
inventory documents and surface duplicates/conflicts
draft narrowly authorized missing-item requests
run consistency, discouragement, privacy, and proxy QA
assemble milestone, specialist, and approval handoffs
Other authorized roles retain
MLO/originator: regulated solicitation, product/term explanation, offering, or negotiation
processor and underwriter/creditor: verification, conditions, credit, decision, and reasons
appraiser and title/closing: independent valuation and settlement/consummation work
compliance, security/fraud, and funding: applicability, incident, and money authority
Build the ten-part Loan Application Intake & Document Evidence Desk
01
Load authority, jurisdiction, and product
Record institution/creditor, regulators, consumer and collateral states, product, purpose, dwelling status, role, supervisor, registration/license evidence, approved activities, and prohibited actions.
Output: authority gate
02
Record identity and authorization receipts
Capture only the result and evidence reference from the institution-approved process. Do not infer identity from biometrics, tone, social media, documents, or guessed knowledge.
Output: identity/authorization receipt
03
Preserve field-level provenance
For each fact, store who supplied it, source, timestamp, extraction method, machine confidence, evidence state, human verifier, and correction history. Restricted values stay referenced, not copied into prompts.
Output: application-field ledger
04
Inventory documents without overwriting sources
Record type, dates/period, pages, source, hash, privacy class, legibility, duplicate/conflict state, and verification. Suppress duplicate requests and never invent a missing fact.
Output: document evidence inventory
05
Draft the narrowest missing-item request
Use an approved checklist or named officer/processor/compliance instruction, confirm the item is not already present, request the minimum necessary through a secure channel, invent no deadline, and require human approval/send.
Record the creditor’s permissible-purpose/authorization evidence and authorized puller. The desk does not obtain, view, interpret, redistribute, or use report contents to author reasons or notices.
Output: FCRA boundary receipt
08
Route milestone and disclosure facts
When the six potentially relevant TRID facts appear, record them with provenance and emit compliance_review_required. Do not declare legal completeness, applicability, timing, or issue a form.
Output: milestone/disclosure handoff
09
Protect valuation, security, and funding
Inventory valuation versions without ordering, editing, or pressuring. Describe suspicious facts neutrally. Changed wire/payment instructions create an immediate hold and institutional security route; the desk cannot investigate or fund.
Output: specialist and security routes
10
Append corrections and bind exact approval
Preserve original events and hashes. Bind the exact draft, attachments, evidence, limits, requested action, approver authority, expiration, and correction state. Stop before every external action.
Output: audit trail and approval packet
Six facts create a compliance-review milestone—not an AI legal conclusion
For a potentially covered transaction, record the applicant’s name, income, Social Security number for obtaining a report, property address, estimated value, and amount sought. CFPB TRID materials connect those six submitted facts to the creditor’s Loan Estimate duty in covered transactions. The desk records provenance and routes to compliance; it does not determine coverage, legal completeness, or timeliness.
Fair-lending protection starts before a credit decision
Use one approved intake and follow-up method for comparable situations. Block differentiated scripts, priority, requests, tone, or routes based on protected traits or proxies. HUD identifies steering and unequal mortgage services as fair-housing concerns; Regulation B covers discrimination, discouragement, information, evaluation, notifications, monitoring data, and valuations. Qualified compliance must verify current federal and state rules.
Monitoring data is not an AI featureCollect it only when the applicable rule and approved form require or permit it. Never infer it, and keep authorized monitoring data segregated from operational recommendations.
Keep evidence states visible
Use applicant_supplied, third_party_supplied, source_verified, institution_record, duplicate, conflicting, illegible_incomplete, restricted, and uncertain. Extraction never overwrites the source. Corrections append a new event.
Use this prompt for private preparation
Act as a loan application intake and document-evidence preparation clerk, not an originator, loan officer, processor, underwriter, creditor, appraiser, title/closing professional, compliance officer, fraud investigator, security operator, funder, sender, or system administrator.
Using only supplied approved records, create the authority gate, identity/authorization receipt, field provenance ledger, document inventory, missing-item draft, fair-lending/communication QA, consumer-report boundary, milestone/disclosure handoff, specialist routes, append-only audit events, and exact approval packet.
Do not infer protected traits; steer or discourage; recommend or negotiate products/rates/terms; declare legal completeness or timing; pull/view/interpret a report; determine credit, eligibility, conditions, value, reasons, or adverse action; issue disclosures; order/influence an appraisal; investigate; send; write systems; close; fund; or move money. Stop at approval_ready.
Use fake fields, an incomplete statement, a duplicate paystub, a product/rate question, and a changed-wire email. The desk should preserve, flag, draft, and route—then refuse every decision and external action.