Truth-Based Detection
We do not guess if AI made it. We verify if the document is true: does the math reconcile, do figures match across documents, are entities real?
Fake documents are now perfect. Verify they are true.
Stop fakedocuments. verify
AI has made fake documents trivial to produce. Stipple does not ask "was this made by AI?" We ask "is this document true?"
5xfraud increase in 2025
Industry report
Industry report
$4.2Mavg. annual fraud loss
Lending
Lending
72%undetected by manual review
Study
Study
< 30sdocument verification
Stipple
Stipple
5xfraud increase in 2025
Industry report
Industry report
$4.2Mavg. annual fraud loss
Lending
Lending
72%undetected by manual review
Study
Study
< 30sdocument verification
Stipple
Stipple
Capabilities
Catch fraud others miss.Explainable results.
Cross-Document Analysis
Income vs bank statements. Employer verification. Supplier existence checks. Names, dates, and figures must agree across every document in the file.
Human-in-the-Loop
AI does the triage, flagging and explaining inconsistencies. Your team makes the final call on cases that matter, with clear explanations to stand behind.
Future-Proof Security
A fabricated payslip is caught because it does not add up, regardless of AI, Photoshop, or manual forgery. Robust to every generation tool.
Process
Simple process.Real protection.
verify.ts
1import { stipple } from '@stipple/verify'23stipple.submit({4 documents: [payslip, bankStatement],5 applicantId: 'app_12345'6})
ReadyRequest API
Use cases
Same attack.Different victims.
Any business that makes a decision based on a document a stranger submits is now exposed. Here is who is getting hit hardest.
Non-Bank Lenders
Fabricated income statements and bank transactions
Direct loan losses
Insurance
AI-generated repair invoices from fake businesses
Fraudulent claims paid
Property Management
Forged payslips and employment letters
Tenants who cannot pay
Finance Teams
Fake supplier invoices and doctored bank details
Payments to non-existent vendors
Mortgage Lenders
Doctored bank statements and inconsistent deposits
High-risk loans approved
HR and Recruitment
Falsified credentials, references, and employment records
Unqualified hires
Document coverage
Every document type.One verification engine.
From payslips to invoices, Stipple verifies the truth across critical documents.
Payslips
Income Verification
Bank Statements
Financial Records
Tax Returns
Income Verification
Employment Letters
Employment
Invoices
Business Documents
ID Documents
Identity
Utility Bills
Address Verification
Business Registration
Entity Verification
Insurance Certificates
Coverage
Reference Letters
Employment
Contracts
Legal Documents
Financial Statements
Business Documents
Payslips
Income Verification
Bank Statements
Financial Records
Tax Returns
Income Verification
Employment Letters
Employment
Invoices
Business Documents
ID Documents
Identity
Utility Bills
Address Verification
Business Registration
Entity Verification
Insurance Certificates
Coverage
Reference Letters
Employment
Contracts
Legal Documents
Financial Statements
Business Documents
Financial Statements
Business Documents
Contracts
Legal Documents
Reference Letters
Employment
Insurance Certificates
Coverage
Business Registration
Entity Verification
Utility Bills
Address Verification
ID Documents
Identity
Invoices
Business Documents
Employment Letters
Employment
Tax Returns
Income Verification
Bank Statements
Financial Records
Payslips
Income Verification
Financial Statements
Business Documents
Contracts
Legal Documents
Reference Letters
Employment
Insurance Certificates
Coverage
Business Registration
Entity Verification
Utility Bills
Address Verification
ID Documents
Identity
Invoices
Business Documents
Employment Letters
Employment
Tax Returns
Income Verification
Bank Statements
Financial Records
Payslips
Income Verification
How we think about fraud
Our principles.
Detection is an arms race. Verification is not.
AI-generated fakes will only get better. Stipple focuses on whether documents are true, not how they were made.
A flag without an explanation is useless.
Every flagged inconsistency comes with clear reasoning your team can stand behind.
The smaller you are, the less you should pay to be protected.
Fraud protection should not be a luxury only large institutions can afford.
No integration required to start.
Upload documents and get results. Build deeper integrations when you are ready.
How we handle your data
Privacy-firstby design.
Fraud buyers care about where sensitive documents go. Stipple is designed around verification, control, and clean audit records.
Analyze, do not store
Documents are processed for verification and purged when they are no longer needed for the review workflow.
Encrypted in transit
Uploads and API calls are encrypted so sensitive documents are protected as they move through the system.
You stay in control
Export history, remove data, and keep a clear record for compliance, review, and internal approvals.
Audit-ready by design
Every verification creates a clear record your team can use for compliance, review, and internal approvals.
About
Built by Gaurav Chauhan, founder and operator.
Gaurav is a founder building autonomous AI tools. After leading product and engineering across consumer and enterprise teams, he turned to the question every operator hits eventually: how much business-critical work can software safely handle on its own?
Stipple applies that question to document verification: using AI to do the repetitive investigation work, while keeping human reviewers in control of decisions that matter.
Ready to stopdocument fraud?
Protect your business from the rising tide of AI-generated fake documents. Start with a pilot program and see results in days, not months.
No integration required to start