AI Loan OriginationAgent

It costs a lender roughly $9,000 to manufacture a single loan, most of it processors chasing documents and clearing stips. An AI Loan Origination Agent runs the file from application to clear-to-close, gathering, verifying, and packaging. It runs the file; a person clears each gate.

Tecla builds it inside your environment and runs it, across the loan origination system and verification services you already run.

origination · file #5120 · in progress
DONE Application and documents intake · 1003 data extracted
DONE Income, employment, and assets verified against docs
GATE Missing stip: updated bank statement, requested from borrower
NEXT On receipt, package the file for underwriting
NEXT Track to clear-to-close, log every step

The shift underway

Origination is expensive and slow because it runs on document chasing, and lenders are compressing the cycle with AI. The numbers show the cost of manufacturing a loan and how far it is falling.

~$9kk–750k

fully-loaded cost to manufacture a single mortgage loan, most of it manual processing.

Source: MBA via HousingWire

18→5+ hrs

cycle-time compression reported under agentic AI, from application to close.

Source: SimplAI benchmark

41%

average reduction in loan processing time with AI, per analysis of Fannie Mae studies.

Source:

How it works

How the agent works

Originating a loan is document work: intake, extraction, verification, stips, and packaging, each handoff a place a file stalls. The agent runs that processing on every file, chases the missing pieces, and holds at the gates a person owns.

01

Document Intake

Takes the application and supporting documents and extracts the data—the 1003 fields, income, assets—so nothing is re-keyed and the file starts structured.

Reads the file
02

Verification

Verifies income, employment, and assets against the documents and third-party sources, and flags what does not reconcile.

Verifies the data
03

Stip Chasing

Identifies missing or expired conditions and requests them from the borrower, so processors are not chasing documents by hand.

Clears the stips
04

File Packaging

Assembles a complete, indexed file and packages it for underwriting once conditions are met, so it clears on the first pass.

Packages the file
05

Pipeline & Record

Tracks each file toward clear-to-close, flags anything that stalls, and logs every step for an auditable origination record.

Moves it forward

Human in the loop

The agent runs the document work, but it holds at the gates that matter: an underwriter makes the credit decision, and a person clears the file to close. The agent processes and packages; the lending decisions stay with your team.

Scoped to you

This is a typical loan origination build. The exact steps are scoped to how your firm runs: the loan products in scope, your document and stip requirements, the verification services you use, and where a person approves.

See what this would look like built around your portfolio operation.
How it reaches production

Built, run, and owned, one phase at a time

An origination tool that processes a clean file in a demo can still stall on the messy, stip-heavy files that fill a real pipeline. A scoped brief, a named team, and someone accountable at each stage are what carry this one into production.

Sprint

Scope, fixed price

We map your origination workflow, the documents and stips each product needs, the verification services, and the approval gates, then return a plan and a price before you commit.

AI Solutions Lead
Build

Built into your environment

Senior engineers assemble the origination workflow inside your environment, wired into your loan origination system and verification services.

AI Systems Lead
Run

Monitored and improved

The agent adapts as products and document requirements change, and we report against the metrics set at scope: time to clear-to-close, cost per loan, first-pass approval rate.

Systems Lead + Engineers
Own

Yours, improving

The system is yours to keep, and it keeps files moving as products and requirements change rather than stalling the first time a document standard shifts.

Your team

A build starts with a fixed-price Tecla Sprint that scopes and prices it before you commit.

‍ Book a scoping call
How it holds up

Reliable enough to originate real loans

A file packaged wrong means a kickback from underwriting or a compliance gap, so the agent is built to verify and hold rather than guess. What makes it safe to run is the structure around it: what it processes, what a person approves, and where it stops.

Reviewed by trajectory

Every step leaves a trail

Each document, verification, and stip is logged as it happens, so the origination file is auditable and compliant without anyone reconstructing the trail later.

Human in the loop

It processes, a person decides

The agent completes the document processing but stops at the credit decision and clear-to-close, where a person signs off before the loan proceeds. The lending judgment stays human.

Tuned over time

It keeps up with product rules

As product guidelines and document requirements change, the agent is kept current, so files package to the standards in force now instead of bouncing at underwriting.

Start the build

Clear files to close, keep the decisions

A scoping call maps your onboarding chain and returns what the agent would handle end to end, what escalates to your team, and the fixed-price Sprint to build it.

Fixed-price AI Systems Sprint. No commitment until scope is confirmed.

What origination teams ask first

What is an AI loan origination agent?

An AI loan origination agent runs a loan file from application to clear-to-close: it extracts the application data, verifies income and assets, chases missing stips, and packages the file for underwriting, holding at the approval gates. Tecla builds and operates the loan origination AI agent inside your environment, so files move faster while an underwriter owns the credit decision.

How is an AI loan origination agent different from a loan origination system (LOS)?

An LOS is where the file lives; the agent does the processing work inside it. It extracts documents, verifies data, and clears stips rather than leaving those to a processor. Tecla builds this loan origination automation and LOS automation AI as a layer over the origination system you already run, not a replacement for it.

Does the loan origination agent approve or decide loans?

No. The agent processes and packages the file, but the credit decision and the clear-to-close stay with your team. It handles the document work; AI for loan officers and processors takes the manual chasing off the desk, and the lending judgment stays human.

How does the agent reduce processing time and cost?

It extracts and verifies documents, chases stips automatically, and packages files so they clear underwriting on the first pass, which is where the days and the roughly $9,000 per-loan cost pile up. Loan origination automation compresses the cycle without loosening the checks.

What does Tecla's loan origination build cover?

Tecla scopes the build to your firm: the loan products in scope, your document and stip requirements, the verification services you use, and where a person approves. Built as LOS automation AI across mortgage and consumer lending, it runs inside your environment and Tecla operates it.

What documents and verifications can the agent handle?

Application data extraction, income and employment verification, asset verification, and stip management, checking each against your product guidelines. The build maps the loan origination automation your team actually runs, including where exceptions route to a person.

How is borrower data kept secure?

The agent runs in your environment, integrated with your systems, under your own access rules. Borrower and loan data stays within the boundaries your firm already answers to, and you own and control the system Tecla operates.

How long does a loan origination build take?

A build starts with a fixed-price Tecla Sprint that scopes and prices it before you commit. The Sprint maps your products, documents, and approval gates, so the loan origination AI agent that follows fits how your firm actually originates.

We have processors and loan officers already. Where does the agent fit?

The agent runs the document intake, verification, and stip chasing so the team spends its time on borrowers and exceptions, not data entry and follow-ups. Tecla builds and operates it alongside them, as AI for loan officers that clears the manual work.

How do we get started with Tecla?

A scoping call maps your origination workflow and returns what the agent would run, how success is measured, and the fixed-price Sprint cost. Book a scoping call with Tecla to start.

Have any questions?
Schedule a call to discuss in more detail.
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