Unify Shield
M
Presentation Workspace

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

Flagged Application

Row #7781

pending

Review matched rental assistance vectors, inspect normalized application fields, and request a model-generated explanation only when staff need additional context in the Unify Program Integrity Pilot pilot.

Review Case

case-ra-1001

stage: escalationstatus: tier 2 reviewowner: Talia Gordonpriority: high

Utility-bill pattern with shared IP, shared address signature, and high-risk routing number.

Tier 1 reviewer escalated due to repeated address/IP combo.
Routing number 124303162 matches prior Go2Bank / Green Dot watchlist.
Candidate for watchlist promotion if landlord mismatch is confirmed.
Matched Vectors

Fraud score 94%

Each vector stores a rationale payload in `matched_vectors`.

Shared Address + IP Reuse
rule

2 rule signals matched

Organized Fraud Similarity Cluster
similarity

Top corpus similarity 0.90 against prior utility-template fraud cluster

Go2Bank / Green Dot + Utility Template
rule

High-risk routing number paired with utility-bill submission

Staff Review

Generate explanation and disposition the case

Synthesis is on-demand and model-selectable. In the rental assistance pilot, reviewers can confirm, dismiss, or promote cases into the watchlist feedback loop.

Fraud score
94%
app#7781runrun-9001vectors3
Matched Vectors

Shared Address + IP Reuse

rulescore: 0.95

2 rule signals matched

Organized Fraud Similarity Cluster

similarityscore: 0.90

Top corpus similarity 0.90 against prior utility-template fraud cluster

Go2Bank / Green Dot + Utility Template

rulescore: 0.88

High-risk routing number paired with utility-bill submission

AI Explanation

The rental assistance application shares a Seattle service address and submission IP with another recent applicant, and also uses a high-risk Go2Bank / Green Dot routing pattern tied to prior fraudulent utility-template submissions.

Source Evidence

Extend document review

Review extracted document values against the submitted utility bill with field-level citations and PDF overlays.

rental-assistance-evidence.pdf
PDF evidence
Loading document viewer...
Loading citation review...
Normalized Row Data

Application payload

{
  "column_1": "Ari Holt",
  "column_2": "418 Juniper Terrace, Seattle WA",
  "column_3": "66.41.14.22",
  "column_4": "(415) 555-0912",
  "column_5": "19600",
  "column_6": "Direct Deposit",
  "column_7": "Utility Bill",
  "column_8": "124303162"
}