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Real results · Measurable impact

Numbers that speak
louder than any
pitch deck.

We measure our success by yours. Here's what we've delivered across FinTech, Mortgage, Healthcare, and CPG — in production, not proof-of-concept.

35%
Reduction in fraud losses
40%
Data workflow efficiency gain
$30M+
Per analytics product supported
25%
Redundancy reduction via cloud
Case studies

Work that ships and sticks

Selected engagements across industries — each one production-deployed, compliance-vetted, and delivering measurable business value.

FinTech · Anti-Money Laundering
Enterprise AML Digital Transformation
40%
Data workflow efficiency improvement
A global financial institution needed to modernize its Anti-Money Laundering infrastructure — migrating legacy applications to AWS and building GenAI-powered workflows to support 46 high-risk analytics products valued at $30M each.
Served as GenAI roadmap strategic leader for enterprise-scale transformation
Migrated legacy AML platform to cloud-based AWS infrastructure
Spearheaded fraud risk MLOps infrastructure improving data workflow efficiency by 40%
Engineered fraud detection pipeline with anomaly detection reducing fraud by 35%
Designed Responsible AI, Operational Risk, and Change Management framework reducing redundancy by 25%
Ensured GRC regulatory compliance: FCRA, GDPR, CCPA, SOX, GLBA, BSA
FinTech · LLM Operations
Enterprise LLM Ops Platform Buildout
50%
Delivery timeline improvement
A major financial services firm needed to scale its LLM operations across multiple business lines — Deposits Forecasting, Business Banking, Payments, Card Services, and Auto Loans — with full CI/CD and cloud-native infrastructure.
Led end-to-end LLM Ops pipelines across on-prem and cloud environments
Improved technical writing and data processes by 30%, timelines by 50%
Scaled Agile reporting by standardizing JIRA workflows — 70% efficiency gain
Led Kubernetes GKE containerization transition
Architected AWS utilities using S3, EMR data profiling, and ML frameworks
Mortgage · NLP & Risk
Mortgage Pricing Optimization & Bias Detection
$100M
Loan volume supported by NLP models
A $1.1B financial services and mortgage company needed AI-driven credit risk and pricing solutions — using LLMs to process unstructured data for loan volume forecasting while maintaining FCRA compliance.
Built credit risk AI solutions and buy-box data models for enterprise servicing
Spearheaded mortgage pricing optimization and bias detection using LLM-based NLP
Developed leading indicators for $100M loan volume forecasting
Led customer behavior and sentiment analysis on GCP
Mortgage Servicing · Data Lake
Analytics Platform for $937B Loan Portfolio
40%
Customer satisfaction increase via AI chatbot
A residential mortgage servicer managing $937B in assets and 4.3M+ customers needed a scalable analytics platform and intelligent customer journey tools — built in Azure with enterprise compliance standards.
Led analytics team and built Azure-based data lake for flexible big data analysis
Designed credit underwriting risk models compliant with OCC/SR guidelines
Developed customer journey CLV analytics with AI-powered chatbot (40% satisfaction increase)
Created loan diversification strategy meeting NIST FISMA standards
Industries

Deep domain expertise

We don't parachute in with generic AI frameworks. We bring real experience from the industries we serve.

FinTech & Banking
AML, fraud detection, credit risk, payments, deposits forecasting. Compliance with FCRA, SOX, BSA, GLBA.
Mortgage & Lending
Pricing optimization, bias detection, loan volume forecasting, servicing analytics. NIST FISMA, OCC/SR compliance built in.
Healthcare
Clinical NLP, predictive analytics, operational efficiency. HIPAA-aware architectures with responsible AI controls from day one.
Consumer Packaged Goods
Demand forecasting, customer segmentation, pricing analytics, supply chain optimization. ML systems at retail scale.
Restaurants & Retail
Workforce analytics, RFM segmentation, CTR optimization, pricing promotions. Reduced costs by 25% through innovative ML testing frameworks.
Enterprise & Startups
From legacy modernization to greenfield AI platforms. Fortune 500s and stealth startups — same rigor, adapted depth.
Client stories

What clients say

Real feedback from the teams we've worked alongside.

Turning data into dollars: how predictive analytics supercharged our ROI. aiApas didn't just build the models — they made sure the whole organization understood how to use them.
Enterprise Client
Financial Services · Predictive Analytics
Transforming words into actionable insights — NLP's limitless horizon, brought to life by aiApas. The production system has been running flawlessly since launch.
Enterprise Client
Mortgage Servicing · NLP Platform
From chaos to clarity: aiApas revolutionized our processes. They embedded with our team and didn't leave until the system was truly production-ready and our engineers owned it.
Enterprise Client
FinTech · MLOps Platform

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