Our story
We did not discover this problem. We lived it.
STICKBUG exists because the people building it needed it most.
At every company, across every product, the synthetic data wall was always there. After decades inside mortgage technology — across digital underwriting, loan origination, loan servicing, and predictive analytics, we kept hitting the same wall. The teams who need realistic loan data most are the ones least able to use it.
We built the tool we always wanted.
Our story
We did not discover this problem. We lived it.
STICKBUG exists because the people building it needed it most.
At every company, across every product, the synthetic data wall was always there. After decades inside mortgage technology — across digital underwriting, loan origination, loan servicing, and predictive analytics, we kept hitting the same wall. The teams who need realistic loan data most are the ones least able to use it.
We built the tool we always wanted.
Our story
We did not discover this problem. We lived it.
STICKBUG exists because the people building it needed it most.
At every company, across every product, the synthetic data wall was always there. After decades inside mortgage technology — across digital underwriting, loan origination, loan servicing, and predictive analytics, we kept hitting the same wall. The teams who need realistic loan data most are the ones least able to use it.
We built the tool we always wanted.
Our values
core features
Safe by design
No real borrower PII, ever. Every file is fully synthetic by construction, not redacted or anonymized from real data.
Cross-document consistency
Every value reconciles across the full file. Income, assets, property, and transaction data agree from one document to the next.
Defect simulation
Inject controlled, multi-point defects on demand to stress-test your QC rules and dynamically execute on negative QA test cases.
Ground truth audit
Every file ships with complete data lineage and an audit trail built for model validation and review.
Blueprint built documents
Print-quality PDFs rendered at scale, with every field and document governed by versioned rules.
Standards-aligned Output
MISMO and UMDP mapped out of the box, so any structured data output drops straight into your pipeline.
Deployable anywhere
PDF, XML, and JSON, delivered by S3, API, or direct download. All pipeline-ready for frictionless delivery.
Our values
core features
Safe by design
No real borrower PII, ever. Every file is fully synthetic by construction, not redacted or anonymized from real data.
Cross-document consistency
Every value reconciles across the full file. Income, assets, property, and transaction data agree from one document to the next.
Defect simulation
Inject controlled, multi-point defects on demand to stress-test your QC rules and dynamically execute on negative QA test cases.
Ground truth audit
Every file ships with complete data lineage and an audit trail built for model validation and review.
Blueprint built documents
Print-quality PDFs rendered at scale, with every field and document governed by versioned rules.
Standards-aligned Output
MISMO and UMDP mapped out of the box, so any structured data output drops straight into your pipeline.
Deployable anywhere
PDF, XML, and JSON, delivered by S3, API, or direct download. All pipeline-ready for frictionless delivery.
Our values
core features
Safe by design
No real borrower PII, ever. Every file is fully synthetic by construction, not redacted or anonymized from real data.
Cross-document consistency
Every value reconciles across the full file. Income, assets, property, and transaction data agree from one document to the next.
Defect simulation
Inject controlled, multi-point defects on demand to stress-test your QC rules and dynamically execute on negative QA test cases.
Ground truth audit
Every file ships with complete data lineage and an audit trail built for model validation and review.
Blueprint built documents
Print-quality PDFs rendered at scale, with every field and document governed by versioned rules.
Standards-aligned Output
MISMO and UMDP mapped out of the box, so any structured data output drops straight into your pipeline.
Deployable anywhere
PDF, XML, and JSON, delivered by S3, API, or direct download. All pipeline-ready for frictionless delivery.