stickbug.

Synthetic Mortgage Loan Generation

stickbug.

Synthetic Mortgage Loan Generation

stickbug.

Synthetic Mortgage Loan Generation

What we do

You can't automate mortgage until you can safely simulate it.

Real loan files carry borrower PII and regulatory exposure, so the teams who need realistic data, most cannot use it freely. QC, compliance, and AI groups end up working with thin mock data or waiting on locked-down production files.

STICKBUG generates realistic, ground-up synthetic loan file documents for QA testing, AI model training, and compliance validation. No real borrower data, ever.

Fully synthetic. Zero PII. No legal exposure.

What we do

You can't automate mortgage until you can safely simulate it.

Real loan files carry borrower PII and regulatory exposure, so the teams who need realistic data, most cannot use it freely. QC, compliance, and AI groups end up working with thin mock data or waiting on locked-down production files.

STICKBUG generates realistic, ground-up synthetic loan file documents for QA testing, AI model training, and compliance validation. No real borrower data, ever.

Fully synthetic. Zero PII. No legal exposure.

What we do

You can't automate mortgage until you can safely simulate it.

Real loan files carry borrower PII and regulatory exposure, so the teams who need realistic data, most cannot use it freely. QC, compliance, and AI groups end up working with thin mock data or waiting on locked-down production files.

STICKBUG generates realistic, ground-up synthetic loan file documents for QA testing, AI model training, and compliance validation. No real borrower data, ever.

Fully synthetic. Zero PII. No legal exposure.

How it works

Concetrated triathlete grayscale
Concetrated triathlete grayscale

Step 1

Define your scope.

Choose the loan scenario and document set you need, anywhere from a single document to a large batch of fully tied out loan files.

Coach explaining something to an athlete
Coach explaining something to an athlete

Step 2

Generate clean files.

STICKBUG produces realistic, fully synthetic documents as positive files by default, with no real data inside.

Athlete winning a race
Athlete winning a race

Step 3

Export and test.

Pull MISMO mapped output directly into your pipeline, and inject defects on demand when you need exception cases.

Athlete winning a race
Coach explaining something to an athlete
Concetrated triathlete grayscale

Who we are

Built by mortgage
technologists

STICKBUG comes from a team that has spent decades inside mortgage technology infrastructure, digital underwriting, retail and correspondent origination, and loan quality.

We built the synthetic data tool we always wanted. Data that is realistic enough to trust, safe enough to share, and MISMO-aligned out of the box.

Who we are

Built by mortgage
technologists

STICKBUG comes from a team that has spent decades inside mortgage technology infrastructure, digital underwriting, retail and correspondent origination, and loan quality.

We built the synthetic data tool we always wanted. Data that is realistic enough to trust, safe enough to share, and MISMO-aligned out of the box.

Who we are

Built by mortgage
technologists

STICKBUG comes from a team that has spent decades inside mortgage technology infrastructure, digital underwriting, retail and correspondent origination, and loan quality.

We built the synthetic data tool we always wanted. Data that is realistic enough to trust, safe enough to share, and MISMO-aligned out of the box.

FAQ

What clients ask us most

Is the data really free of PII?

Yes. STICKBUG generates synthetic documents from rules and reference data, not from real loan files. There is no real borrower PII in the output.

What document types do you cover?

STICKBUG covers a broad and growing set of mortgage loan documents across the standard document families found in a closed loan package. This spans both the lender-produced compliance documents and synthetic borrower-supplied documents. We can walk you through current coverage on a demo.

Is the output standards-compliant?

Output is mapped to MISMO and aligned to UMDP canonical standards, so it drops into pipelines and reviews that expect industry-standard structure.

Can you generate staged defective or exception files?

Yes. Files generate as clean positive files by default, and you can inject specific defects on demand to test that your checks and review workflows catch them.

How do I see it?

Request a demo and we will walk you through the platform and how it fits your use case.

FAQ

What clients ask us most

Is the data really free of PII?

Yes. STICKBUG generates synthetic documents from rules and reference data, not from real loan files. There is no real borrower PII in the output.

What document types do you cover?

STICKBUG covers a broad and growing set of mortgage loan documents across the standard document families found in a closed loan package. This spans both the lender-produced compliance documents and synthetic borrower-supplied documents. We can walk you through current coverage on a demo.

Is the output standards-compliant?

Output is mapped to MISMO and aligned to UMDP canonical standards, so it drops into pipelines and reviews that expect industry-standard structure.

Can you generate staged defective or exception files?

Yes. Files generate as clean positive files by default, and you can inject specific defects on demand to test that your checks and review workflows catch them.

How do I see it?

Request a demo and we will walk you through the platform and how it fits your use case.

FAQ

What clients ask us most

Is the data really free of PII?

Yes. STICKBUG generates synthetic documents from rules and reference data, not from real loan files. There is no real borrower PII in the output.

What document types do you cover?

STICKBUG covers a broad and growing set of mortgage loan documents across the standard document families found in a closed loan package. This spans both the lender-produced compliance documents and synthetic borrower-supplied documents. We can walk you through current coverage on a demo.

Is the output standards-compliant?

Output is mapped to MISMO and aligned to UMDP canonical standards, so it drops into pipelines and reviews that expect industry-standard structure.

Can you generate staged defective or exception files?

Yes. Files generate as clean positive files by default, and you can inject specific defects on demand to test that your checks and review workflows catch them.

How do I see it?

Request a demo and we will walk you through the platform and how it fits your use case.

Realistic data. Zero exposure.

Realistic data.
Zero Exposure.

Realistic data.
Zero exposure.