use cases
Multiple ways teams put STICKBUG to work.
Realistic, fully synthetic loan files for the jobs real borrower data can't safely do.

How we work
Same files, different jobs
Whether you are performing traditional QA, training sophisticated AI models, or validating compliance handling is to standards, the need is the same … realistic loan data you can actually use.
STICKBUG generates it synthetically, mapped to industry standards, with no real borrower PII used as inputs or existent in outputs … ever.
How we work
Same files, different jobs
Whether you are performing traditional QA, training sophisticated AI models, or validating compliance handling is to standards, the need is the same … realistic loan data you can actually use.
STICKBUG generates it synthetically, mapped to industry standards, with no real borrower PII used as inputs or existent in outputs … ever.
How we work
Same files, different jobs
Whether you are performing traditional QA, training sophisticated AI models, or validating compliance handling is to standards, the need is the same … realistic loan data you can actually use.
STICKBUG generates it synthetically, mapped to industry standards, with no real borrower PII used as inputs or existent in outputs … ever.
What it's for

QA & Test Automation
Test your mortgage QA and QC rules and review workflows against realistic, fully synthetic loan files. Inject defects on demand. No real borrower data.

QA & Test Automation
Test your mortgage QA and QC rules and review workflows against realistic, fully synthetic loan files. Inject defects on demand. No real borrower data.

QA & Test Automation
Test your mortgage QA and QC rules and review workflows against realistic, fully synthetic loan files. Inject defects on demand. No real borrower data.

Underwriting Models
Complete, internally consistent loan files for training and testing underwriting models. Every value reconciles across the full file, so your model learns to reason the way an underwriter does, without a single real borrower.

Underwriting Models
Complete, internally consistent loan files for training and testing underwriting models. Every value reconciles across the full file, so your model learns to reason the way an underwriter does, without a single real borrower.

Underwriting Models
Complete, internally consistent loan files for training and testing underwriting models. Every value reconciles across the full file, so your model learns to reason the way an underwriter does, without a single real borrower.

OCR & Document AI
Labeled synthetic documents with field-level ground truth, at the volume model training and testing need. Train and validate OCR, extraction, and classification models without hand-labeling and without real borrower data.

OCR & Document AI
Labeled synthetic documents with field-level ground truth, at the volume model training and testing need. Train and validate OCR, extraction, and classification models without hand-labeling and without real borrower data.

OCR & Document AI
Labeled synthetic documents with field-level ground truth, at the volume model training and testing need. Train and validate OCR, extraction, and classification models without hand-labeling and without real borrower data.

Compliance Validation
Validate document handling and data flows against MISMO 3.4 and ULAD using fully synthetic files with no real borrower PII.

Compliance Validation
Validate document handling and data flows against MISMO 3.4 and ULAD using fully synthetic files with no real borrower PII.

Compliance Validation
Validate document handling and data flows against MISMO 3.4 and ULAD using fully synthetic files with no real borrower PII.
Who we are
get to know us
Stickbug was built by expert mortgage technologists who lived the problem statement almost every day of their careers.
We know the challenge. Let us help you overcome it.

Who we are
get to know us
Stickbug was built by expert mortgage technologists who lived the problem statement almost every day of their careers.
We know the challenge. Let us help you overcome it.

Who we are
get to know us
Stickbug was built by expert mortgage technologists who lived the problem statement almost every day of their careers.
We know the challenge. Let us help you overcome it.
