Model Validation
Credit risk & BSA/AML models validated under SR 11-7
BSA/AML Compliance
Transaction monitoring validation & sanctions screening
Cybersecurity
Penetration testing aligned with FFIEC & NIST standards
SOC 2 Type 2 Certified
Independently audited data security & privacy controls
Our Capabilities
Specialized expertise at the intersection of compliance, cybersecurity, and AI for U.S. financial institutions.
Case studies

Credit Risk Modeling & Ongoing Monitoring
Finoptics partnered with a leading financial institution to enhance its credit risk management framework through advanced model refinement and governance improvements. Our work focused on strengthening credit risk assessment capabilities by upgrading models for Probability of Default (PD), Loss Given Default (LGD), and Exposure at Default (EAD), while implementing robust documentation and governance controls aligned with regulatory standards. Additionally, we integrated Tableau dashboards to provide dynamic visualization of risk metrics and monitoring results. This strategic upgrade improved model accuracy, transparency, and resilience under economic stress, enabling better-informed decisions and stronger regulatory compliance. The institution achieved optimized risk assessment processes and enhanced operational efficiency, positioning itself for sustainable growth and competitive risk management practices.

AML Model Validation Framework for Banking Compliance
Finoptics' AML Model Validation Service is designed to ensure the effective functioning and regulatory adherence of banks' transaction monitoring systems in alignment with key U.S. regulatory standards. This service includes a thorough evaluation of the model's design, data integrity, and performance, with a critical emphasis on replicating system alerts to verify proper execution. As a result, banks can proactively manage AML risks, maintain robust transaction monitoring, and confidently demonstrate a sound compliance posture to examiners and auditors.

Secure AI Deployment & Automation
Finoptics develops secure, internal AI solutions tailored to the specific needs of each client, deployed on cloud infrastructure to ensure scalability, reliability, and strong data protection. By streamlining workflows, automating complex tasks, and providing actionable insights, the AI platform helps clients work more efficiently. As a result, clients can make faster, better-informed decisions, operate more smoothly, protect their data, and maintain compliance, all through AI designed specifically for their organization.

BSA/AML Transaction Monitoring Scenario & Sanctions Screening Tuning Analysis
Under U.S. regulations, banks operating in the country are required to conduct annual tuning of their AML models. Finoptics addressed this requirement for a client by analyzing transaction data to update thresholds, reflecting the bank's risk profile for optimized performance. Our work included a detailed review of model design, data integrity, scenario logic, and overall system performance, as well as independently replicating the transaction monitoring environment to confirm how the system behaves in practice. When appropriate, we assessed and recommended threshold adjustments to improve detection quality, and developed a Python-based dashboard providing comprehensive visualizations of transaction trends and model adjustments. This approach strengthened the accuracy and efficiency of the bank's AML framework, enhanced governance and documentation, enabled faster, more informed decision-making, improved readiness for regulatory reviews, and provided a clearer understanding of which enhancements deliver meaningful impact, resulting in a more reliable and effective AML program.

Internal Audit Services
Our engagement focused on establishing a robust, risk-based audit methodology, developing a prioritized multi-year audit plan, and executing comprehensive control testing across key risk areas. This foundational work enabled the institution to proactively identify control gaps, verify reporting accuracy, and allocate audit resources efficiently, thereby strengthening governance and providing the Board with critical insights for strategic oversight. The institution achieved a more resilient control environment, enhanced regulatory readiness, and a clearly defined roadmap for ongoing audit activities aligned with its strategic objectives.

Networking Penetration Testing
Our comprehensive network penetration testing service targets both internal and external network segments to identify exploitable vulnerabilities and validate the effectiveness of existing security controls. Our engagements simulate real-world attack scenarios across critical infrastructure components, including firewalls, access controls, and segmentation measures. We consistently provide clients with actionable remediation recommendations and guidance on strengthening monitoring and detection capabilities, helping organizations improve their security posture, reduce exposure to cyber threats, and align with regulatory and industry standards.
What we do
Finoptics LLC is a compliance, cybersecurity, and AI consulting firm serving U.S.-regulated financial institutions. We specialize in model validation (credit risk, BSA/AML under SR 11-7), regulatory compliance, network penetration testing, and AI compliance platforms — delivering practical solutions that meet the demands of both operations and regulators.
Who are we
At Finoptics, we bring together a team of specialists with expertise in financial regulation, data engineering, and AI-driven technology. Our work centers on helping financial institutions modernize their operations through practical, secure, and well-governed solutions tailored to each client's environment.
We focus on bringing AI and data-driven methods into the operational areas where our clients already work, enabling smoother processes, reduced manual workload, and stronger alignment with regulatory expectations. Instead of providing generic tools, we build internal solutions tailored to each organization's structure and policies, ensuring the technology integrates naturally into existing workflows.
With Finoptics, financial institutions gain a partner that understands both technological innovation and the realities of regulated operations. We bridge the gap between AI innovation and compliance, helping clients build a future-ready financial infrastructure.
Bridging the Gap Between AI Innovation and Compliance - Finoptics

Certified SOC 2 Type 2 - Our commitment to data security and privacy is validated by this independent accreditation, ensuring your information is protected with the highest standards.
Frequently Asked Questions
Common questions about model validation, BSA/AML compliance, cybersecurity, and AI compliance services.
What services does Finoptics LLC offer?
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Finoptics LLC offers model validation (credit risk PD/LGD/EAD and BSA/AML transaction monitoring under SR 11-7), regulatory compliance advisory, internal audit services, network penetration testing, bank policy compliance review, and AI compliance platform deployment for U.S. financial institutions.
What is BSA/AML model validation?
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BSA/AML model validation is the independent review of a bank's transaction monitoring system to verify alert scenarios are properly calibrated, detect the correct typologies, and comply with FinCEN and OCC SR 11-7 requirements. False positive rates at many institutions exceed 90% of total alerts — validation identifies miscalibrated thresholds and scenario gaps driving unnecessary SAR workload.
What regulations govern credit risk model validation at U.S. banks?
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Credit risk model validation is governed primarily by Federal Reserve/OCC SR 11-7 (Guidance on Model Risk Management), which requires banks to independently validate all models used in capital allocation and lending decisions. Validation covers conceptual soundness, performance benchmarking, and ongoing monitoring of Probability of Default (PD), Loss Given Default (LGD), and Exposure at Default (EAD) components.
How does Finoptics approach network penetration testing?
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Finoptics conducts internal and external network penetration testing simulating real-world attack scenarios against firewalls, access controls, and network segmentation. Assessments follow FFIEC Cybersecurity Assessment Tool methodology and NIST Cybersecurity Framework guidelines, producing prioritized remediation recommendations aligned with GLBA safeguards requirements.
What is an AI compliance platform?
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An AI compliance platform is a purpose-built system that uses artificial intelligence to automate regulatory reporting, compliance monitoring, policy enforcement, and document processing within a financial institution's existing infrastructure. Finoptics deploys these platforms on Microsoft Azure with GLBA and SOC 2 compliant architecture, typically reducing manual compliance workload by 10–40 hours per reporting cycle.
How does Finoptics ensure data security during engagements?
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Finoptics holds SOC 2 Type 2 certification, demonstrating independently audited data security and privacy controls. All technology deployments use Microsoft Azure with role-based access controls, audit logging, and data residency configurations required under GLBA. Engagement data is handled under strict confidentiality agreements and SOC 2 operational controls.
Is Finoptics LLC SOC 2 certified?
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Yes. Finoptics LLC holds SOC 2 Type 2 certification, demonstrating independently audited data security and privacy controls for financial services clients.
What industries does Finoptics serve?
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Finoptics primarily serves U.S.-regulated financial institutions including commercial banks, credit unions, fintechs, insurance companies, and financial holding companies. The firm also works with global organizations operating under U.S. banking regulations.
