Evaluation for
Financial Services AI

in Databricks with Patronus AI

Financial documentation is distributed, terminology-heavy, and nuanced. Analyzing, synthesizing, and rigorously testing your AI applications for appropriate use is hard.

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    Areas of Experience

    We have built up experience in the financial services domain with the development of FinanceBench – the industry first benchmark for financial evaluation spanning the following LLM capabilities, created with the input of expert financial analysts.

    Numerical Reasoning of Financial Metrics

    Responses requiring numerical calculations, e.g. EBITDA, PE ratio, CAGR

    Information Retrieval from Databases

    Specific details are extracted directly from the documents

    Logical Reasoning for Subjective Asks

    Questions involving financial recommendations require interpretation and a degree of subjectivity

    Knowledge of Accounting & Finance

    Basic accounting and finance questions that analysts are familiar with

    What is FinanceBench?

    As a part of this release, customers can now evaluate their LLM system against FinanceBench on the Patronus AI platform. The platform can also detect hallucinations and other unexpected LLM behavior on financial questions in a scalable way.

    10,000+ curated financial questions
    Real-world scenarios from 20+ financial domains
    Standardized evaluation metrics
    Regulatory compliance testing

    What We Provide

    We have worked with clients, including Fortune 50 Banks, on finance-specific Q&A dedicated to the creation of custom benchmarks and to help with the following.

    Accuracy

    See current, in-progress performance of your MLflow experiments

    Relevance

    Ensuring that the output is contextually relevant to the question.

    Regulatory Alignment

    Adhering to company and regulatory policies when producing an output.

    Safety

    Mitigating risks from prompt injections and data leakage.

    Start Benchmarking in Minutes

    Standard Product

    Current platform offerings, such as evaluators, experiments, logs, and traces to get you up and running immediately

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    Tailored to Your Use Case

    Custom Product

    Collaborate on the creation of industry-grade guardrails (LLM-as-a Judge), benchmarks, or RL environments to evaluate with more granularity

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