AnswerPoint Intelligence — Client Resources

Operational AI for
the Enterprise

Decision intelligence platforms that work within your existing infrastructure — without replacing it.

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Two platforms. One operational intelligence layer.

AnswerPoint builds AI-powered decision systems for organizations operating at the intersection of data complexity, operational speed, and accountability requirements.

DPSMF

Decision Processing System for Financial Management

The operational intelligence platform for organizations that need real-time decision support, anomaly detection, and machine-verifiable audit trails — across any vertical.

Real-time anomaly detectionFlags decision-critical events as they occur, not after the fact.
Intelligent decision routingRoutes exception cases to the right owner with full context attached.
Machine-verifiable audit trailEvery decision is logged with a cryptographic record suitable for regulatory review.

BankGuard

Banking Intelligence SaaS

Purpose-built for financial institutions. BankGuard applies machine learning to your transaction data to surface fraud patterns, generate real-time risk scores, and produce compliance-ready audit trails.

Real-time fraud scoringML models score each transaction as it processes — not in batch.
SQL Server & Oracle nativeConnects directly to your existing database environment. No migration required.
Compliance-ready outputAudit trails, SAR-support data, and examiner-ready reports built in.

DPSMF — How It Works

DPSMF sits between your data sources and your decision-makers — continuously processing signals, detecting patterns, and routing exceptions with full context.

Ingest

Connects to your existing data sources — databases, APIs, flat files, event streams — without requiring a separate data warehouse or ETL pipeline.

Analyze

ML models trained on your operational data learn the normal range — then continuously flag deviations. Configurable thresholds, no code required for tuning.

Route & Record

Decisions are routed with full context. Every outcome — human or automated — is recorded with a machine-verifiable certificate. Compliance documentation is a byproduct, not an additional step.

Architecture principle: DPSMF is designed to augment your existing infrastructure, not replace it. It deploys alongside your current systems — ERP, EHR, core banking, WMS, policy management — and adds the intelligence layer on top.

BankGuard — Built for Financial Institutions

BankGuard is a purpose-built SaaS for banks, credit unions, and financial services firms that need ML-powered fraud intelligence without the complexity of building it in-house.

Core Capabilities
Transaction-level fraud scoringEvery transaction receives a risk score in real time. Models adapt continuously to emerging patterns.
Account behavior analysisLongitudinal analysis of account behavior surfaces anomalies that single-transaction rules miss.
SAR-ready reportingSuspicious Activity Report workflows with full audit documentation built in.
SQL Server & Oracle nativeDirect database connection — no data warehouse, no middleware, no migration.
Regulatory audit trailMachine-verifiable decision records for examiner review and BSA/AML compliance.

Validation Dataset Library

BankGuard has been tested against industry-standard public fraud detection datasets:

PaySim Mobile Transactions 6.3M synthetic transactions with fraud labels — mobile payment simulation
Bank Account Fraud Detection Kaggle BAF competition dataset — account opening fraud patterns
Credit Card Fraud Detection European cardholder transaction data with verified fraud labels
Bank Transaction Fraud Multi-institution transaction dataset for anomaly detection benchmarking
Financial Fraud Detection Sriharshaeedala fraud detection dataset — cross-channel transaction analysis

Ask us to run BankGuard against your own test data in a demo session.

Professional
$2,500 / month
SQL Server or Oracle · Up to 500K transactions/month
Enterprise
$7,500 / month
SQL Server + Oracle · Unlimited volume · SAR workflow included
Custom
Contact for pricing
On-premise deployment · Custom ML model training · FI-specific compliance modules

Tailored for your operating environment

The same intelligence platform adapts to the specific decision patterns, compliance requirements, and data environments of each vertical.

Banking & Financial Services

Financial institutions face simultaneous pressure from regulators demanding auditability, customers demanding speed, and fraudsters who adapt faster than rules-based systems can keep up. BankGuard provides the ML-based fraud intelligence layer, while DPSMF handles the operational decision routing and compliance documentation.

  • Real-time transaction fraud scoring with adaptive ML models
  • Account opening fraud detection and synthetic identity pattern recognition
  • BSA/AML compliance documentation and SAR workflow support
  • Core banking integration (SQL Server, Oracle) without migration
  • Operational decision routing for credit exceptions, fraud alerts, and compliance flags

Healthcare & Health Systems

Health systems generate enormous volumes of decision-relevant data across clinical operations, revenue cycle, and supply chain — with compliance requirements that demand audit trails for every consequential decision. DPSMF provides the operational intelligence layer that connects data to decision without slowing the clinical environment.

  • Denial prediction and prevention across payer contracts
  • Supply chain anomaly detection and order exception routing
  • Billing and coding pattern analysis for compliance and revenue integrity
  • Clinical workflow decision routing with full audit trail
  • Integration with Epic, Cerner, and major EHR environments

Insurance

Insurance operations require decisions at scale — underwriting, claims adjudication, fraud investigation — with regulators demanding that every decision can be explained and audited. DPSMF provides the decision intelligence layer across the policy lifecycle.

  • Claims fraud signal detection and anomaly scoring
  • Underwriting decision support with explainable ML outputs
  • Exception routing for claims requiring human review
  • Regulatory decision documentation and audit trail
  • Integration with policy management and claims platforms

Manufacturing & Industrial

Manufacturing operations sit at the intersection of physical and data complexity — where the cost of a wrong decision surfaces in production yield, downtime, and customer commitments. DPSMF provides the operational signal layer that flags exceptions before they become losses.

  • Production anomaly detection and yield signal analysis
  • Supply chain exception routing and supplier performance scoring
  • Quality signal detection and deviation tracking
  • ISO and compliance documentation via machine-verifiable decision records
  • ERP integration (SAP, Oracle, MS Dynamics) without replacement

Distribution & Wholesale

Distribution operations need to act fast on imperfect information — inventory signals, demand patterns, supplier reliability — while maintaining accuracy that protects margin. DPSMF brings decision intelligence to the distribution operational stack without disrupting existing WMS or ERP systems.

  • Demand signal analysis and inventory anomaly detection
  • Order exception routing and fulfillment decision support
  • Supplier performance scoring and risk signal detection
  • Pricing exception and margin anomaly alerts
  • Integration with existing WMS and ERP environments

Government & Public Sector

Government operations are uniquely constrained — accountability and transparency requirements mean that every consequential decision needs to be explainable, auditable, and reproducible. DPSMF was built with these requirements as first principles, not afterthoughts.

  • FOIA-ready decision audit trails for all automated and assisted decisions
  • Benefits and services fraud signal detection and anomaly scoring
  • Procurement anomaly detection and vendor risk scoring
  • Service delivery exception routing and escalation management
  • Compliance documentation for federal and state audit requirements

Higher Education

Universities face enrollment volatility, financial aid complexity, and accreditation requirements — all with IT teams managing a broader technology footprint than ever before. DPSMF provides the operational intelligence to act on institutional data without adding to IT's workload.

  • Enrollment and retention signal detection and early alert routing
  • Financial aid exception routing and compliance documentation
  • Research administration decision support and grant compliance tracking
  • Accreditation documentation and institutional audit trail
  • Integration with Banner, Workday, and major SIS/ERP environments

Transportation & Logistics

Transportation networks generate continuous operational signals — load status, carrier performance, route anomalies, compliance events — that require immediate decision-making at scale. DPSMF brings intelligence to the operational layer without requiring a new TMS or data platform.

  • Load and route anomaly detection and exception routing
  • Carrier performance scoring and reliability signal analysis
  • DOT and safety compliance documentation via machine-verifiable records
  • Customer service exception routing and SLA breach prediction
  • Integration with existing TMS and ERP environments

Sales Materials & Resources

In-depth product documentation, ROI frameworks, and competitive positioning — available through your AnswerPoint sales contact.

Ready to see it in your environment?

A focused 20-minute session is enough to show you what the platform does — and whether there's a fit for your specific operations.

Glenn McGregor, President  |  glenn.mcgregor@answerpoint.com  |  Cleveland, OH