Detectory

For eligibility teams

Uploaded proofs should not become your slowest, riskiest queue.

When trusted data sources cannot confirm income, status, a life event, identity, or residency, your reviewers are left making high-stakes decisions from PDFs and photos. Detectory turns those uploads into clear findings: what looks genuine, what looks manipulated, what connects to a wider pattern, and what needs a human call.

What your reviewers see every day

Clear decisions from the proofs applicants upload

Your team should not have to choose between moving fast and being audit-ready. Detectory checks the file, compares it with known templates and calculations, connects it to related applications, and gives reviewers itemized evidence they can trust.

Income & Employment Proofs

This is where verification backlogs usually start. Applicants upload paystubs, letters, tax forms, and benefit statements when data sources cannot confirm attested income, and reviewers need to know which items are clean enough to move forward and which deserve escalation.

What Detectory checks

  • Font and kerning consistency across earnings lines
  • Arithmetic validation: gross, deductions, YTD totals
  • Employer EIN resolution against IRS records
  • Template match against known payroll providers (ADP, Gusto, Paychex)
  • PDF metadata: creation tool, edit history, layer analysis

Paystub (biweekly)

ADP-format stub, uploaded as PDF

Likely fraudulent

YTD totals do not sum across pay periods; document created in Canva, not a payroll system

Employer letter

Letterhead attestation of wages and hours

Human review

Letterhead genuine, but signature block font differs from body; routed to human reviewer

IRS Form 1040

Self-employed applicant, first two pages

Genuine

Layout, typography, and field arithmetic consistent; cleared in 9 seconds

SSA award letter

Social Security disability income proof

Genuine

Template and benefit-amount format match SSA issuance patterns

Unemployment statement

State UI benefits summary

Likely fraudulent

Agency seal resampled at different resolution than document body; template reused across 14 other applications

W-2 / 1099

Annual wage and contractor income forms

Genuine

Employer EIN resolves; box arithmetic validates

Bring the queue your team worries about most.

Send redacted samples from real review queues and we'll walk through the findings live: what clears quickly, what needs a reviewer, and what looks connected to a larger fraud pattern. Detectory supplies the evidence; your team stays in control of the decision.

Book a Demo