DEMONSTRATION ENVIRONMENT — ILLUSTRATIVE DATA
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Control

Data Health

Monitor, repair and govern the data powering revenue operations.

Data scan 2026-10-07 · 5:30 AM ET
Data Health Score
87/ 100
Good — Improvement Required
Completeness
92%
Accuracy
89%
Duplicate Risk
83%
Entity Integrity
86%
Freshness
91%
Financial Consistency
84%

Illustrative portfolio values.

Business impact

312 data issues · $1.14M of related financial exposure

Records Affecting Cash
118
Block matching or application
Records Affecting Recovery
96
Missing attorney, firm or settlement
Records Affecting Risk
54
Unverified or duplicate entities
Records Affecting Communications
71
Invalid email, phone or address

Potential financial exposure is the value attached to affected records. It is not lost revenue; most of it is collectible once the data is fixed. Records can affect more than one area.

RevenueOS data brief
86% confidence

RevenueOS identified 312 records requiring attention. Missing settlement references and duplicate counterparty records represent the highest operational impact because they contribute directly to payment-matching exceptions.

  • 31 sampled worklist items affect cash application
  • 2 duplicate/source-conflict items on Smith & Cole
  • 38 missing settlement references portfolio-wide (illustrative)

RevenueOS recommends resolving missing payment references and the Smith & Cole source conflict first — they unlock automated cash matching.

Data issue categories · portfolio (illustrative)
Duplicate Counterparty
18
Duplicate Case
22
Missing Attorney
14
Incorrect Firm Association
19
Stale Address
31
Invalid Email
27
Invalid Phone
24
Missing Settlement Reference
38
Missing Payment Reference
29
Conflicting Balance
16
Incomplete Contact
33
Unverified Entity
21
Stale Record
12
Source Conflict
8
Data quality worklist

49 items from live records, ordered by financial impact. Click a row to repair.

PriorityEntityIssueFinancial ExposureSourceConfidenceRecommended CorrectionOwnerStatusSLA
High
Smith & Cole LLP
counterparty
Source Conflict
Cash · Communications
$418,000Lockbox98% confidenceStandardize to canonical name Smith & Cole LLP (aliases kept)
Safe — automation eligible
Priya RamanOpen18h left
High
G-36345 · Hartwell Injury Group
case
Stale Address
Communications
$185,400Salesforce96% confidenceReplace with lockbox remittance address
Safe — automation eligible
Marcus LeeOpen6h left
High
G-36458 · Okafor & Reyes PC
case
Stale Address
Communications
$164,100Salesforce96% confidenceReplace with lockbox remittance address
Safe — automation eligible
Marcus LeeOpen6h left
High
G-36571 · Lakeside Injury Law
case
Stale Address
Communications
$187,300Salesforce96% confidenceReplace with lockbox remittance address
Safe — automation eligible
Marcus LeeOpen6h left
High
G-36684 · Pemberton & Shaw
case
Stale Address
Communications
$221,200Salesforce96% confidenceReplace with lockbox remittance address
Safe — automation eligible
Marcus LeeOpen6h left
High
G-30243 · Smith & Cole LLP
case
Conflicting Balance
Recovery · Cash
$84,950AR95% confidenceConfirm settlement terms; keep receivable open — do not auto-close
Human approval required
Priya RamanOpen4h over
High
G-37701 · Westbrook Law
case
Missing Attorney
Recovery
$150,800AR100% confidenceLink case to attorney of record
Human approval required
Dana WhitfieldOpen52h left
High
G-30017 · Smith & Cole LLP
case
Conflicting Balance
Recovery · Cash
$79,200AR95% confidenceConfirm settlement terms; keep receivable open — do not auto-close
Human approval required
Priya RamanOpen4h over
High
G-37588 · Miller & Bennett
case
Missing Attorney
Recovery
$138,200AR100% confidenceLink case to attorney of record
Human approval required
Dana WhitfieldOpen52h left
High
G-28491 · Smith & Cole LLP
case
Conflicting Balance
Recovery · Cash
$68,500AR95% confidenceConfirm settlement terms; keep receivable open — do not auto-close
Human approval required
Priya RamanOpen4h over
High
Smith & Cole LLP
counterparty
Duplicate Counterparty
Cash · Risk
$86,400Payments91% confidenceMerge review — link payer alias to Smith & Cole LLP
Human approval required
Priya RamanOpen31h left
High
G-30130 · Smith & Cole LLP
case
Conflicting Balance
Recovery · Cash
$64,000AR95% confidenceConfirm settlement terms; keep receivable open — do not auto-close
Human approval required
Priya RamanOpen4h over
High
G-30356 · Smith & Cole LLP
case
Conflicting Balance
Recovery · Cash
$47,400AR95% confidenceConfirm settlement terms; keep receivable open — do not auto-close
Human approval required
Priya RamanOpen4h over
High
G-30469 · Smith & Cole LLP
case
Conflicting Balance
Recovery · Cash
$36,500AR95% confidenceConfirm settlement terms; keep receivable open — do not auto-close
Human approval required
Priya RamanOpen4h over
Medium
G-30582 · Smith & Cole LLP
case
Conflicting Balance
Recovery · Cash
$29,700AR95% confidenceConfirm settlement terms; keep receivable open — do not auto-close
Human approval required
Priya RamanOpen4h over
Medium
Check #85052 · Pemberton & Shaw
payment
Incorrect Firm Association
Cash
$27,700Lockbox89% confidenceApply reference to case G-32616 after review
Human approval required
Priya RamanOpen6h over
Medium
Check #85056 · Harrison Legal Group
payment
Incorrect Firm Association
Cash
$24,500Lockbox95% confidenceApply reference to case G-33294 after review
Human approval required
Priya RamanOpen6h over
Medium
Check #85053 · Northgate Legal
payment
Duplicate Case
Cash
$25,250Lockbox87% confidenceApply reference to case G-33181 after review
Human approval required
Priya RamanOpen6h over
Medium
G-37475 · Carter & Morris
case
Missing Attorney
Recovery
$87,600AR100% confidenceLink case to attorney of record
Human approval required
Dana WhitfieldOpen52h left
Medium
Check #85057 · Westbrook Law
payment
Duplicate Case
Cash
$19,800Lockbox96% confidenceApply reference to case G-31599 after review
Human approval required
Priya RamanOpen6h over
Medium
Check #85060 · Lakeside Injury Law
payment
Missing Payment Reference
Cash
$13,900Lockbox99% confidenceApply reference to case G-32503 after review
Human approval required
Priya RamanOpen6h over
Medium
Check #85066 · Hartwell Injury Group
payment
Incorrect Firm Association
Cash
$15,400Lockbox95% confidenceApply reference to case G-27310 after review
Human approval required
Priya RamanOpen6h over
Medium
Check #85070 · Miller & Bennett
payment
Missing Payment Reference
Cash
$14,600Lockbox99% confidenceApply reference to case G-31486 after review
Human approval required
Priya RamanOpen6h over
Medium
Check #85071 · Brighton Legal
payment
Incorrect Firm Association
Cash
$15,050Lockbox95% confidenceApply reference to case G-31825 after review
Human approval required
Priya RamanOpen6h over
Medium
Check #85051 · Redwood Law Group
payment
Missing Payment Reference
Cash
$16,650Lockbox90% confidenceApply reference to case G-32051 after review
Human approval required
Priya RamanOpen6h over
Medium
Check #85067 · Pemberton & Shaw
payment
Duplicate Case
Cash
$14,000Lockbox96% confidenceApply reference to case G-32616 after review
Human approval required
Priya RamanOpen6h over
Medium
Check #85075 · Calloway Law Offices
payment
Missing Payment Reference
Cash
$15,500Lockbox90% confidenceApply reference to case G-33068 after review
Human approval required
Priya RamanOpen6h over
Medium
Check #85061 · Bayview Legal Partners
payment
Incorrect Firm Association
Cash
$12,100Lockbox95% confidenceApply reference to case G-32842 after review
Human approval required
Priya RamanOpen6h over
Medium
Check #85062 · Northgate Legal
payment
Duplicate Case
Cash
$10,400Lockbox96% confidenceApply reference to case G-33181 after review
Human approval required
Priya RamanOpen6h over
Medium
Check #85065 · Redwood Law Group
payment
Missing Payment Reference
Cash
$5,400Lockbox99% confidenceApply reference to case G-32051 after review
Human approval required
Priya RamanOpen6h over
Medium
Check #85072 · Marshall & Pierce
payment
Duplicate Case
Cash
$13,200Lockbox81% confidenceApply reference to case G-32164 after review
Human approval required
Priya RamanOpen6h over
Medium
G-44921 · Smith & Cole LLP
case
Conflicting Balance
Recovery · Cash
$7,750AR95% confidenceConfirm settlement terms; keep receivable open — do not auto-close
Human approval required
Priya RamanOpen4h over
Medium
Check #85076 · Harrison Legal Group
payment
Incorrect Firm Association
Cash
$15,800Lockbox70% confidenceRequest remittance detail from payer
Human approval required
Priya RamanOpen6h over
Medium
Check #85077 · Westbrook Law
payment
Duplicate Case
Cash
$16,200Lockbox70% confidenceRequest remittance detail from payer
Human approval required
Priya RamanOpen6h over
Medium
Check #85080 · Lakeside Injury Law
payment
Missing Payment Reference
Cash
$15,100Lockbox70% confidenceRequest remittance detail from payer
Human approval required
Priya RamanOpen6h over
Medium
Check #85010 · Westbrook Law
payment
Missing Payment Reference
Cash
$5,200Lockbox70% confidenceRequest remittance detail from payer
Human approval required
Priya RamanOpen6h over
Medium
Northgate Legal
counterparty
Incorrect Firm Association
Recovery · Cash
—AR100% confidenceAssociate attorney with firm of record
Human approval required
Priya RamanOpen52h left
Medium
Calloway Law Offices
counterparty
Incorrect Firm Association
Recovery · Cash
—AR100% confidenceAssociate attorney with firm of record
Human approval required
Priya RamanOpen52h left
Low
G-31825
case
Conflicting Balance
Risk · Recovery
$5,500AR90% confidenceObtain second approval or reverse write-off
Human approval required
Dana WhitfieldOpen22h over
Low
G-40978
case
Conflicting Balance
Risk · Recovery
$3,500AR90% confidenceObtain second approval or reverse write-off
Human approval required
Dana WhitfieldOpen22h over
Low
G-34876
case
Conflicting Balance
Risk · Recovery
$2,500AR90% confidenceObtain second approval or reverse write-off
Human approval required
Dana WhitfieldOpen22h over
Low
G-37927
case
Conflicting Balance
Risk · Recovery
$2,250AR90% confidenceObtain second approval or reverse write-off
Human approval required
Dana WhitfieldOpen22h over
Low
Rob Hayes
attorney
Unverified Entity
Communications · Risk
—Salesforce99.1% confidenceReview duplicate attorney profiles; keep verified bar number
Human approval required
Marcus LeeOpen2.9000000000000057h left
Low
Karen Delgado
attorney
Unverified Entity
Risk · Communications
—Salesforce100% confidenceVerify bar number with state registry
Human approval required
Marcus LeeOpen52h left
Low
Jennifer Vasquez
attorney
Unverified Entity
Risk · Communications
—Salesforce100% confidenceVerify bar number with state registry
Human approval required
Marcus LeeOpen52h left
Low
Kimberly Bishop
attorney
Unverified Entity
Risk · Communications
—Salesforce100% confidenceVerify bar number with state registry
Human approval required
Marcus LeeOpen52h left
Low
Lisa Turner
attorney
Unverified Entity
Risk · Communications
—Salesforce100% confidenceVerify bar number with state registry
Human approval required
Marcus LeeOpen52h left
Low
Susan Young
attorney
Unverified Entity
Risk · Communications
—Salesforce100% confidenceVerify bar number with state registry
Human approval required
Marcus LeeOpen52h left
Low
Linda Ramirez
attorney
Unverified Entity
Risk · Communications
—Salesforce100% confidenceVerify bar number with state registry
Human approval required
Marcus LeeOpen52h left
Golden counterparty record
Smith & Cole LLP
High Confidence
SalesforceARPaymentsCommunicationsLockbox
Cases
8 (8 open)
Payments
8 · $281K
Open AR
$418K
Attorney relationships: Susan Miller, David Cole
Field lineage
FieldValueSourceLast UpdatedConfidenceVerified By
Canonical NameSmith & Cole LLPLockbox2026-10-0698%RevenueOS (pending approval)
Address1200 Peachtree St NE, Suite 900, Atlanta, GASalesforce2026-09-1494%Lockbox remittance match
Primary ContactSusan Miller · AccountingCommunications2026-10-0792%Two-way SMS confirmation
Phone(404) 555-0142Salesforce2026-08-3089%Voice call connected
Tax ID (EIN)58-•••4417AR2026-03-0299%Finance onboarding
Payer IDLBX-SC-0091Lockbox2026-10-0697%Bank remittance file

Built from existing shared records; address, phone and identifiers are illustrative.

Source conflict
SalesforceSmith & Cole LLC
LockboxSmith & Cole LLP
PaymentsSMITH & COLE
RevenueOS recommends: Same entity — 98% confidence

Canonical: Smith & Cole LLP (matches lockbox payer ID and bar registration). Variants kept as aliases.

Safe correction — name standardization is automation-eligible after approval.

Open
Merge review
Open
Records to merge
Smith & Cole LLP
cp-smith-cole · AR / Salesforce
Smith and Cole Law Group
PAYER-7731 · Payments
Confidence 91% confidence
Evidence (not name-only)
  • Name: Similar (token match 0.86, not exact)
  • Address: Same street address and suite
  • Phone: Same main line
  • Email: Same domain @smithcole.example
  • Tax ID: Not on payer record — unavailable
  • Payment behavior: Same bank account fingerprint, similar cadence
  • Relationships: 2 shared attorneys referenced in remittance memos
Impact if merged
Cases 3
Payments 4
Receivables $86.4K
Contacts 2

Financial entities are never merged silently. Approval records a reviewed link in the audit trail.

Entity relationships
Attorney → Firm41 · 2 need review
Firm → Case125
Case → Receivable125 · 3 need review
Firm → Payment120 · 6 need review
Provider → Case48
Contact → Firm41 · 11 need review
Financial integrity checks
Settled case + open AR8 found
Payment amount inconsistent with applicationPass
Negative unexpected balancePass
Duplicate paymentPass
Duplicate receivablePass
Write-off without approval4 found
Closed case + active receivablePass
Duplicate detection signals
  • • Name (fuzzy, token-based)
  • • Address
  • • Phone
  • • Email domain
  • • Tax / business identifiers where available
  • • Payment behavior & bank fingerprint
  • • Shared relationships (attorneys, cases)

Exact name matching alone is never enough to flag or merge a record.

Confidence levels
VerifiedHigh ConfidenceNeeds ReviewLow Confidence
Data quality trend
W1
W2
W3
W4
Issues openedIssues resolvedDuplicate rate 5.5%Completeness 91%Illustrative history; latest week includes this session's resolutions.
Ask GAIN · data health

31 open worklist items affect cash, mainly missing payment references and source conflicts that block automated matching. Related exposure 1,218,150 USD (related, not lost).

  • Smith & Cole LLP — Source Conflict (98% confidence)
  • G-30243 · Smith & Cole LLP — Conflicting Balance (95% confidence)
  • G-30017 · Smith & Cole LLP — Conflicting Balance (95% confidence)
  • G-28491 · Smith & Cole LLP — Conflicting Balance (95% confidence)
  • Smith & Cole LLP — Duplicate Counterparty (91% confidence)