Unify Shield
M
Presentation Workspace

Concept-note build with safe demo data, reviewer workflow, and human-in-the-loop guardrails.

Detection

Build rule and similarity detectors

Maintain a shared vector library for deterministic fraud signals and embedding-based similarity search.

Fraud Vector

Shared Address + IP Reuse

rule

Flags rental assistance applications when the same service address and submission IP appear repeatedly within a review window.

logicANDconditions2
maya.singh@agency.gov
View config
Fraud Vector

Organized Fraud Similarity Cluster

similarity

Compares normalized rental assistance application fingerprints against a confirmed fraud corpus of template reuse and payment-risk cases.

threshold0.83corpusmulti-household-ring
alex.nguyen@agency.gov
View config
Fraud Vector

Digital Gift Card + Tax Return

rule

High-confidence vector derived from audit findings: digital gift card payment combined with tax return documentation.

logicANDconditions2
alex.nguyen@agency.gov
View config
Fraud Vector

Go2Bank / Green Dot + Utility Template

rule

Escalates applications using high-risk routing numbers paired with utility-bill documentation or duplicated utility templates.

logicANDconditions2
maya.singh@agency.gov
View config
Rule Builder

Compose AND/OR logic for deterministic signals

logicANDconditions2

This editor is front-end only in the scaffold. Persist the payload through POST /api/vectors.

Match logic
signal:street_address
signal:ip_address
{
  "logic": "AND",
  "conditions": [
    {
      "id": "cond-1",
      "column": "signal:street_address",
      "operator": "contains",
      "value": "juniper"
    },
    {
      "id": "cond-2",
      "column": "signal:ip_address",
      "operator": "equals",
      "value": "66.41.14.22"
    }
  ]
}
Similarity Config

Configure embedding search

Similarity vectors reference a corpus tag and a score threshold, then use pgvector search to find historical analogs.

Thresholds above 0.80 are a reasonable starting point for sparse corpora. Lower them only with a review workflow that can absorb more false positives.
{
  "type": "similarity",
  "config": {
    "threshold": 0.83,
    "corpusTag": "multi-household-ring"
  }
}