AI and ML Solutions for Financial Services

At Mosaic Data Science, we specialize in AI and ML solutions for financial services, understanding the unique challenges and opportunities within this sector. Our expertise empowers financial institutions to drive innovation, enhance efficiency, and deliver exceptional customer experiences. Discover how our AI and ML solutions for financial services can transform your operations, from advanced fraud detection to dynamic market predictions and beyond.

Trusted by Industry Leaders

AI & ML Benefits Quantified

We are excited to share the significant benefits that our financial services clients have experienced from implementing Mosaic’s AI & ML Solutions. Although we maintain confidentiality regarding specific data, and results vary among firms, we consistently see substantial improvements in financial forecasting accuracy, risk management efficiency, and enhanced compliance across the sector.

Ethical Lending

By leveraging advanced algorithms, our solutions not only identify but actively eliminate biases in loan approval processes. This targeted approach significantly boosts the approval rates for traditionally underserved demographics, ensuring a broader and more equitable financial landscape.

🏦Loan Approval: Increase by 10-25%
⚖️Compliance Issues: Reduce 20-40%

Neural Financial Search

Enhance the security and precision of your financial document retrieval and data searches. Our AI-driven tools decrease unauthorized data access and refine search accuracy, ensuring critical information is both secure and easily accessible.

💰Admin Costs: Cut by 30-50%
🔎SearchRelevancy: Improve by 25-45%

Real Estate Insights

Capitalize on AI-driven insights for real estate financing, which not only increase the ROI on real estate investments but also sharpen the accuracy of market trend predictions. This dual benefit streamlines investment strategies and adapts to market dynamics efficiently.

🏠ROI on Real Estate: Increase by 15-30%
📊Market Trend Accuracy: Boost 20-40%

Tariff Intelligence

Utilize AI to keep ahead of global tariff changes, enhancing your financial forecasting accuracy and minimizing unexpected financial impacts, thus protecting your bottom line and aiding in strategic decision-making.

🔮Forecasting Accuracy: Improve 25%
💸Financial Impacts: Reduce by 10-25%

Market Sentiment Extraction

Our tools analyze real-time market sentiments from diverse data sources, optimizing operations and enhancing strategic decisions. This real-time analysis provides actionable insights that drive financial strategies and investment decisions.

💹Decision Efficiency: Boost 10-20%
📈Portfolio Returns: Enhance by 5-15%

Marketing Analytics

Deploy advanced analytics to fine-tune your marketing strategies. Increase the effectiveness of your campaigns and enhance customer acquisition rates, leading to sustained growth and an expanded customer base.

📈Customer Acquisition: Boost 15-30%
💸Overhead Costs: Reduce by 10-25%


Decisions Made Better With Mosaic’s Bespoke Solutions

Click to explore how Mosaic has empowered financial services firms to embrace state-of-the-art AI solutions, enhancing their capabilities in managing investments, risk, customer service, and compliance, streamlining financial operations for better efficiency and growth.

  • Ethical Lending Systems

    Leverage XAI and MLOps to build sustainable automation tools.
  • Quantifying Market Sentiment

    Extract sentiment with tailored AI that delivers actionable decision support.
  • AI Homebuilding Engine

    Mosaic stitches disparate data to train custom ML models that deliver optimal recommendations.
  • Tariff Intelligence

    The ability to automate the tariff classification analysis and selection process harbors the possibility for significant cost savings for both the broker and the customer.

Streamline Inspections with Custom AI

Traditional lending practices are a prime candidate for machine learning improvements. Lenders can make more accurate and faster decisions by shifting decision-making from analysis of individuals to analysis of trends and patterns.

Investing in AI leads to significant automation savings, more profitable relationships, and an overall boost to any lender’s bottom line.

Quantifying Commodity Sentiment with AI

Mosaic fine-tuned language models in quantifying commodity sentiment with AI to detect drivers of pricing. Our team used sentiment model outputs to extract insights regarding price trends for a specific commodity and predict future price movements.

Unlock Competitive Advantage with Custom Analytics

Mosaic helped one of the US’s largest regional homebuilders deploy an AI Homebuilding Engine that recommends the optimal community features based on different geographic regions. The recommender delivers data-driven insights the company can trust when planning, building, and positioning new communities.

Automating Tariff Assignments with AI

Mosaic helped a North American provider of trade consulting and international freight forwarding services evaluate and improve an NLP solution that automates the tariff classification process, saving valuable resources and reducing risk while improving the customer experience.

Mosaic leveraged the company’s existing customer data to design and evaluate a series of supervised learning models that successfully automated the tariff application process, delivered accurate recommendations for chapters and sections, and reduced the time and resources spent coming through classifications.  

Why Partner with Mosaic?

Our collaborative approach ensures that we work closely with your team, aligning our AI and ML solutions for financial services with your strategic goals to address the specific needs of your organization. Mosaic Data Science is not just a service provider; we are your strategic partner in the journey towards digital transformation in finance.

Fraud Detection & Risk Management

Safeguard your operations and customers with our AI and ML solutions for financial services, detecting anomalies and preventing fraud before it happens.

Predictive Analytics for Investment

Leverage our AI and ML solutions for financial services to make informed investment decisions, optimizing your asset management and trading strategies for maximum returns.

Enhanced Customer Experiences

Use our AI and ML solutions for financial services to offer personalized services, from chatbots that provide instant customer support to systems that recommend customized financial products.

Operational Efficiency

Streamline back-office operations and improve financial planning and analysis (FP&A) with AI and ML solutions for financial services that offer significant business value and feasibility.

Choose Your Engagement Path

Mosaic offers services and tools that we tailor for financial engagements.

Explainable AI & BIas Auditing

As AI models become more complex, their decision-making processes can appear opaque. Explainable AI (XAI) is the key to unlocking the “black box” of AI systems, providing transparency and insights.
  • Model Evaluation & MLOps
  • Bias Auditing
  • AI Safety Framework Development
  • Deployment of Explainable Models Builds Trust in AI System

Rent A Data Scientist™

Mosaic helps customers fight the AI & machine learning talent shortage by providing quick, flexible access to our North American-based data scientists, who remain committed to your projects, avoiding attrition for higher-paying roles.
  • Access To Award Winning Data Science
  • Resource Flexibility Based On Development Cycles
  • Neutral Third-Party Innovation
  • AI/ML Tool Documentation & User Guides – No More Black Boxes

Project ID & Execution

Our AI and ML project support engagement model ensures that we scope out targeted use cases and build custom AI/ML models that deliver precise predictions and prescriptions tailored to your unique needs.
  • IP Ownership For Future Growth
  • Knowledge Transfer For Empowered Teams
  • Custom Source Code for Competitive Advantage
  • Post-Deployment Support

Decision Dynamics

From operational enhancements to strategic decision support, our Data-Driven Decision Dynamics service is about crafting tailor-made software that aligns with your goals, optimizes decisions, and propels your business forward.
  • Tailored Process Optimization
  • Combines Premier Agile Development with Cutting-Edge AI & ML
  • Engineers Custom Tools for Enhanced Accuracy & Speed
  • Data-Driven Strategy for Sustainable Business Growth

Neural Search Engine

Our Neural Search Engine is not just another search tool; it’s an intelligent solution crafted from years of data science expertise. Unlike off-the-shelf products, our engine is customized to align with your unique data landscapes, offering unparalleled accuracy in document retrieval.
  • Instant, Accurate Answers from Your Data
  • LLM-Powered Insights for Every Business
  • Named Top Insight Engine Of 2024 By CIO Review
  • Secure & Scale Your AI Search
  • Democratize Insights


Mosaic.deploy is a comprehensive MLOps framework and platform designed to streamline the entire lifecycle of machine learning models—from development and testing to deployment and monitoring. Fast-track your ML development.
  • Rapid Deployment
  • Cloud Integration
  • Sustainable MLOps
  • Post-Deployment Support
  • Cost-Effective & Scalable

Enhancing Financial Services Together

Embark on a journey of transformation with Mosaic Data Science. Let’s unlock new possibilities in financial services together with our AI and ML solutions for financial services.

AI and ML Solutions for Financial Services Resource Library

Download the AI and ML Solutions for Financial Services Sheet