Kensho - Detailed Review
Finance Tools
Kensho - Detailed Review Contents
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Kensho - Product Overview
Kensho Overview
Kensho, a part of S&P Global since 2018, is a leading provider of AI-driven solutions in the finance and data analytics sector. Here’s a brief overview of their products and key features:Primary Function
Kensho’s primary function is to transform unstructured data into actionable insights using advanced machine learning and natural language processing (NLP) techniques. This helps organizations, particularly in the finance and business sectors, to automate core workflows, ingest, link, and tag data, and discover valuable insights that would otherwise be time-consuming to extract manually.Target Audience
Kensho’s solutions are targeted at knowledge workers across various industries, including financial institutions, government bodies, and commercial sectors. These users benefit from Kensho’s tools to make informed, data-driven decisions.Key Features
Kensho Scribe
- This transcription solution is optimized for real-world audio, offering unparalleled accuracy, speed, and security. It improves transcription accuracy by 25% compared to other services and achieves 99 % accuracy with professional review within 6 hours. Scribe is particularly adept at handling financial and business audio, including jargon, accents, numbers, and currencies.
Kensho Extract
- This tool automates the extraction of critical insights from tables and text in complex and inconsistent PDF documents. It saves manual processing time by structuring data that can be used in databases and other downstream systems. Extract can automatically identify tables, headers, and text, and standardize information in tables.
Entity Extraction and Linking
- Kensho’s solutions, such as NERD (Named Entity Recognition and Disambiguation), identify entities in text data, including people, places, organizations, and events, and link them to deep sources of structured knowledge like the Capital IQ database. This helps in transforming unstructured data into business insights.
Integration with S&P Global Data
- Kensho leverages S&P Global’s extensive data resources to provide comprehensive and actionable insights. This integration combines advanced machine learning with vast datasets to create a significant competitive advantage.
Additional Capabilities
- Kensho’s platforms offer real-time data processing, customizable data visualization, advanced predictive modeling, and integration with existing business systems. The company also provides expert support and consulting services to ensure seamless integration into clients’ workflows.
Kensho - User Interface and Experience
The Kensho LLM-Ready API
The Kensho LLM-Ready API, which is part of Kensho’s finance tools, is designed with a focus on simplicity and ease of use, particularly for interactions with large language models (LLMs) and financial data retrieval.
User Interface
The user interface is supported by a Python library called kFinance, which is part of the Kensho LLM-Ready API. This library streamlines the process from authentication to LLM integration, making it user-friendly for both technical and non-technical users. The kFinance library includes sample prompts and integration tools that are demonstrated in Playground Notebooks, helping users get started quickly.
Ease of Use
The API is optimized for simplicity, allowing both humans and LLMs to easily interact with it. The structure is straightforward, supporting code generation and function calling patterns. This makes it accessible for users who need to retrieve financial data such as financial statement line items, security identifiers, and market data. The included prompts can be customized to fit specific use cases, enhancing the user’s ability to adapt the tool to their needs.
Overall User Experience
The overall user experience is geared towards facilitating efficient data retrieval and analysis. Financial professionals, such as investment bankers, equity analysts, and consultants, can use the API to create pitch books, research reports, and market positioning presentations with ease. The API’s compatibility with various LLMs from vendors like OpenAI, Google, and Anthropic ensures that users can integrate it with their preferred models. Additionally, the API can be used with or without an LLM, making it versatile for different user scenarios.
Additional Features
Kensho’s tools allow users to ask questions in plain English, similar to a Google-style text box, which simplifies the process of querying complex financial data. This approach enables users to ask unique and detailed questions about market trends and historical data, helping them make more informed financial decisions.
Summary
In summary, the Kensho LLM-Ready API offers a user-friendly interface through its kFinance library, simplifies the interaction with financial data, and provides a flexible and adaptable tool for various financial use cases.
Kensho - Key Features and Functionality
Kensho Overview
Kensho, an AI development company under S&P Global, offers a suite of advanced features and functionalities that are particularly beneficial in the finance sector. Here are the main features and how they work:Automated Data Aggregation
Kensho automates the process of gathering data from various sources, reducing the need for manual data collection. This feature ensures that data is consistently updated and readily available, which is crucial for making timely and informed decisions.Real Time Reporting
This feature allows users to generate reports in real-time, providing up-to-the-minute insights. Real-time reporting is essential for financial professionals who need to react quickly to market changes and other financial events.Customizable Dashboards
Kensho offers customizable dashboards that can be tailored to meet the specific needs of different users within an organization. These dashboards can display key performance indicators (KPIs), financial metrics, and other relevant data in a user-friendly format.Advanced Analytics
The platform uses machine learning and natural language processing to analyze complex data sets. This advanced analytics capability helps in extracting insights from unstructured data, such as text documents and audio files, making it easier to derive meaningful conclusions.Multi Currency Support
Kensho supports multiple currencies, which is beneficial for global financial operations. This feature ensures that financial data can be managed and reported in various currencies, facilitating international business transactions and financial analysis.Compliance Management and Audit Trail
The platform includes compliance management tools to ensure that all financial activities adhere to regulatory requirements. An audit trail feature provides a record of all transactions and changes, enhancing transparency and accountability.Financial Forecasting and Budgeting Tools
Kensho offers tools for financial forecasting and budgeting, enabling businesses to predict future financial outcomes and plan accordingly. These tools help in making informed decisions about resource allocation and financial planning.Scenario Analysis and KPI Tracking
Scenario analysis allows users to simulate different financial scenarios to predict outcomes under various conditions. KPI tracking helps in monitoring key performance indicators, ensuring that the business is meeting its financial goals.Data Visualization
The platform provides data visualization tools that help in presenting complex financial data in a clear and understandable format. This makes it easier for users to interpret data and make decisions based on visual insights.Collaboration Tools and Mobile Access
Kensho includes collaboration tools that facilitate teamwork and communication among different departments. Mobile access ensures that users can access and manage financial data on the go, enhancing productivity and flexibility.Integration With ERP Systems
The platform integrates seamlessly with Enterprise Resource Planning (ERP) systems, allowing for smooth data exchange and synchronization. This integration streamlines financial operations and reduces data inconsistencies.User Access Controls and Scheduled Reporting
User access controls ensure that only authorized personnel can access and manage financial data. Scheduled reporting allows users to set up automated reports to be generated at specified intervals, ensuring regular updates without manual intervention.Historical Data Analysis and Drill Down Capabilities
Kensho enables historical data analysis, which helps in identifying trends and patterns over time. Drill down capabilities allow users to delve deeper into specific data points to gain more detailed insights.Custom Report Builder
The custom report builder feature allows users to create reports tailored to their specific needs. This flexibility is crucial for generating reports that align with various business requirements and regulatory standards.Kensho Link and Entity Cross-Reference
Kensho Link, integrated with S&P Global Market Intelligence’s Business Entity Cross Reference Service (BECRS), helps in mapping entities in a user’s database to unique ID numbers. This integration enriches data, disambiguates entities, and streamlines client data management.Scribe and Extract
Scribe
This is a transcription solution that transcribes audio with high accuracy and speed. It is optimized for real-world audio and offers real-time transcription with professional review options.Extract
This tool automates the extraction of critical insights from tables and text in complex documents like PDFs. It saves manual processing time by structuring data that can be used in databases and other downstream systems.AI Integration
Kensho heavily integrates AI through machine learning and natural language processing. These technologies are used to analyze text and documents, extract insights from unstructured data, and provide research-quality annotations. For example, Kensho’s Classify product uses AI to analyze text for research and analysis, delivering high-quality annotations and excerpts.S&P AI Benchmarks
Kensho also offers S&P AI Benchmarks, a solution to assess and rank the quantitative reasoning abilities of large language models (LLMs) in the finance industry. This tool helps financial professionals evaluate the performance of different LLMs securely without sharing their models, ensuring accurate and reliable assessments. These features collectively make Kensho a powerful tool for financial data analysis, management, and decision-making, leveraging AI to enhance accuracy, efficiency, and insights. Kensho - Performance and Accuracy
Evaluating Kensho’s AI-Driven Products in Finance
Evaluating the performance and accuracy of Kensho’s AI-driven products in the finance sector involves several key aspects:
Benchmark Performance
Kensho’s AI benchmarks, particularly the S&P AI Benchmarks, play a crucial role in assessing the performance of large language models (LLMs) in financial and business contexts. These benchmarks evaluate how well LLMs can analyze complex financial documents, such as SEC filings, to answer natural language queries accurately. For instance, the new long-document QA benchmark includes 225 questions developed in collaboration with S&P Global experts to ensure accuracy and reliability.
Model Rankings and Capabilities
Anthropic’s Claude 3.5 Sonnet, for example, currently ranks at the top of S&P AI Benchmarks by Kensho for business and finance tasks. This indicates that Kensho’s benchmarks are effective in identifying high-performing models for specific use cases in finance.
Product Specifics
Kensho offers several products that enhance data processing and analysis in finance:
- Kensho Scribe: A transcription solution with high accuracy, speed, and security, particularly optimized for real-world audio in finance.
- Kensho Extract: Automates the extraction of critical insights from tables and text in complex PDF documents, saving manual processing time and standardizing data for use in databases.
- Kensho Link: Maps company data to S&P Global’s Company IDs, bringing structure to datasets and connecting them to extensive S&P Global data.
Accuracy and Reliability
These products are built to ensure high accuracy and reliability. For example, Kensho Extract can automatically identify tables, headers, and text from documents, and standardize information to minimize errors. Kensho Scribe boasts a 25% accuracy improvement over other transcription services and achieves 99 % accuracy with professional review.
Limitations and Areas for Improvement
Despite the strong performance, there are several challenges and areas for improvement:
- Data Quality Issues: Poor data quality can lead to biased or inaccurate results, which can be difficult to detect, especially with increasing volumes of data.
- Lack of Transparency: Some models are closed-source, making it hard to identify biases or errors. Kensho’s R&D team is working to address this transparency challenge through continuous monitoring and evaluation of model outputs.
- Scalability and Explainability: As models become more complex, explaining their workings and identifying specific factors contributing to outcomes remains a challenge. Kensho is implementing methods like data augmentation and feedback loops to mitigate these issues.
Compliance and Risk Management
In compliance-driven fields like finance, the use of Generative AI must be cautious due to potential errors and biases. Kensho’s approach involves creating integrated systems that ensure consistency and correctness across diverse applications, which is crucial for maintaining high standards of accuracy and compliance.
Overall, Kensho’s products demonstrate strong performance and accuracy in the finance sector, but there are ongoing efforts to address the challenges related to data quality, model transparency, and scalability.
Kensho - Pricing and Plans
Pricing Structure
- The pricing for Kensho Scribe is not publicly disclosed on the website. You need to contact Kensho Technologies directly for pricing information.
Plans and Tiers
- Kensho Scribe offers flexible options, including pay-as-you-go plans and discounts for large volumes. Here are the main tiers:
- Scribe AI: This tier uses machine learning for transcription and offers an accuracy of 95%. It is trained on 100,000 hours of high-quality business audio.
- Scribe HITL (Human-In-The-Loop): This tier includes human review for higher accuracy, achieving 99 % accuracy within 6 hours. This option is more accurate but involves human intervention.
Features
- Accuracy: Scribe AI offers 95% accuracy, while Scribe HITL achieves 99 % accuracy with human review.
- Real-time Transcription: Real-time transcription is available, although specific details on which tier it is included in are not provided.
- Access: Users can access the service via API, and there is also a UI option available.
- Volume Discounts: Discounts are available for large volumes of transcription.
Free Options
- Kensho Scribe does offer a free trial, allowing potential customers to evaluate the service before committing to a purchase.
Additional Notes
- There are no free or freemium versions of Kensho Scribe available. The service is geared towards enterprise and business use, with pricing adjusted accordingly.
For precise pricing details, it is necessary to contact Kensho Technologies directly, as this information is not publicly available.
Kensho - Integration and Compatibility
Integration with S&P Global Market Intelligence
Kensho’s Link AI solution is integrated with S&P Global Market Intelligence’s Business Entity Cross Reference Service (BECRS). This integration allows clients to map entities in their database to unique ID numbers from S&P Global’s company database, using an API or user interface. This process enriches data, disambiguates entities, and streamlines the integration of third-party identifiers, making data management more efficient and accurate.Identity and Access Management with Okta
Kensho uses Okta for identity and access management, which consolidates authentication and authorization requirements into a single location. Okta provides features such as Single Sign-On (SSO), Multi-Factor Authentication (MFA), and Universal Directory, ensuring secure and seamless access to cloud-based applications for both employees and customers. This integration has improved Kensho’s security posture and reduced the time spent on IT maintenance tasks, allowing developers to focus on core priorities.API and Developer Integration
Kensho’s Link AI service is accessible via an API, which enables users to integrate it with their existing systems. The API allows for the mapping of company entities to S&P Global’s Capital IQ database, leveraging BECRS for third-party identifiers and corporate hierarchy navigation. This API integration supports faster processing times and richer outputs, making it easier for developers to implement and automate data linking processes.Compatibility with Large Language Models (LLMs)
Kensho’s LLM-Ready API is designed to support interaction with large language models from vendors like OpenAI, Google, and Anthropic. This API is optimized for LLMs, offering a simplified structure that supports code generation and function calling patterns. It includes a Python library (kFinance) that streamlines authentication and LLM integration, making it compatible with various LLM applications and third-party platforms.Cross-Platform Compatibility
The integration with Okta ensures that Kensho’s solutions can be accessed securely across different devices and platforms, providing a unified and secure experience for users. The use of APIs and standardized authentication protocols like SAML and OAuth further enhances cross-platform compatibility, allowing Kensho’s tools to be integrated with both existing and newly adopted applications.Conclusion
In summary, Kensho’s finance tools are designed to integrate seamlessly with other systems, enhancing data management, security, and user experience. The company’s use of APIs, integration with S&P Global datasets, and partnership with Okta for identity management ensure a high level of compatibility and efficiency across various platforms. Kensho - Customer Support and Resources
Kensho Customer Support Options
Kensho provides several comprehensive customer support options and additional resources to ensure users can effectively utilize their AI-driven finance tools.Support Channels
For any issues or questions, users can reach out to Kensho’s support team through various channels:Email Support
Users can send an email to support@kensho.com for assistance with any problems they encounter.General Inquiries
For general questions or to seek more information, users can email info@kensho.com.Sales Inquiries
If you are interested in Kensho’s solutions, you can contact the sales team at sales@kensho.com.FAQ and Documentation
Kensho maintains a detailed FAQ section where users can find answers to common questions. This resource helps users resolve issues quickly without needing to contact support directly.API Support and Resources
For users of the Kensho LLM-ready API, there is a Python library provided that simplifies the process from authentication to integration with large language models like GPT, Gemini, or Claude. This API is optimized for LLMs, offering a simplified structure that supports code generation and function calling patterns.Additional Resources
Kensho’s platform is equipped with advanced data analytics capabilities that allow users to query financial data using natural language. This includes access to S&P Capital IQ Financials, Compustat® Financials, Market Data, and more. Users can ask complex financial questions and receive answers quickly, leveraging Kensho’s ability to analyze vast amounts of market data. By providing these support options and resources, Kensho ensures that users can efficiently use their tools and make informed financial decisions. If a question or issue is not covered in the FAQ or documentation, the support team is readily available to assist. Kensho - Pros and Cons
Advantages
Real-Time Insights and Event Recognition
Kensho excels in providing real-time insights into financial markets, recognizing market events as they happen. This is particularly valuable in trading and investment sectors where timely and accurate data is crucial.
Advanced Analytics and Data Processing
Kensho’s AI technology is capable of processing large volumes of data quickly, including unstructured data from sources like financial news, research reports, and social media posts. This helps in identifying market trends, company performance, and risk factors that might not be immediately obvious to human analysts.
Comprehensive Data Extraction and Linking
Kensho’s tools, such as Extract and Link, automate the extraction of critical insights from complex documents, standardize incoherent datasets, and identify potential anomalies and risks. This saves significant manual processing time and enhances the accuracy of financial analysis.
Seamless Integrations
Kensho integrates seamlessly with a wide range of financial tools, making it easy to fit into a financial advisor’s existing tool suite. This integration capability enhances its usability and reduces the need for significant changes in the current setup.
Actionable Insights and Visualizations
Kensho provides actionable insights and comprehensive data visualizations, which are particularly useful for risk detection and portfolio analysis. The platform’s graphical user interfaces help in presenting risk metrics and predictions clearly.
Disadvantages
High Cost
Kensho’s platform is generally expensive, which can be a significant barrier for smaller hedge funds and other institutional investors. The pricing is often customized and not publicly disclosed, which may add to the uncertainty for potential users.
Complex Interface
While Kensho offers advanced features, its interface can be complex and difficult to use for users who are not familiar with AI. This can lead to a steep learning curve, which might deter some users.
Limited Versatility
Kensho is highly specialized in financial market analysis and may not be as versatile for other types of financial analysis. This specialization, while beneficial for market-focused professionals, limits its applicability in broader financial analysis scenarios.
Ethical and Privacy Concerns
Like other AI tools, Kensho relies on large amounts of training data, which can sometimes contain biases. Additionally, there are cybersecurity risks associated with any software system, including AI tools, which need to be carefully managed to protect customer privacy.
Overall, Kensho is a powerful tool for financial market analysis and risk management, but its high cost, complex interface, and limited versatility for other financial analysis tasks are important considerations.
Kensho - Comparison with Competitors
Unique Features of Kensho
Kensho is distinguished by its advanced AI solutions that transform unstructured data into actionable insights. Here are some of its unique features:Automated Data Aggregation
Kensho automates the process of collecting and organizing data, making it easier to manage large datasets.Real-Time Reporting and Advanced Analytics
It provides real-time reporting and advanced analytics capabilities, enabling businesses to make informed decisions quickly.Customizable Dashboards and Data Visualization
Users can create customized dashboards and visualize data in various formats, which helps in better decision-making.Multi-Currency Support and Compliance Management
Kensho supports multiple currencies and includes compliance management tools, which are crucial for international and regulated businesses.Speech to Text and Entity Identification
Kensho offers tools for accurately transcribing audio, identifying entities, and analyzing documents, which enhances data accuracy and efficiency.Potential Alternatives
1010data
1010data is a competitor that focuses on data management and decision science, primarily in the financial, retail, and consumer goods sectors. It offers comprehensive data analytics services but lacks the specific AI-driven transcription and document analysis features of Kensho.Quant Insight
Quant Insight specializes in macro analytics within the financial market sector. It provides data analytics services to help investors understand market trends but does not have the same level of automated data aggregation or real-time reporting as Kensho.Estimize
Estimize is an open-source financial estimates platform that relies on a community of analysts and investors. While it offers diverse financial estimates, it does not provide the same level of AI-driven analytics or automated data aggregation as Kensho.Sage Intacct
Sage Intacct is a cloud-based financial management software that offers comprehensive financial tools, including core financials, accounts payable and receivable, and cash management. While it provides real-time financial insights and customizable dashboards, it lacks the advanced AI features for data transcription and entity identification that Kensho offers.AlphaSense
AlphaSense is a market intelligence and qualitative research platform that leverages AI and natural language processing (NLP) to provide insights into companies, industries, and markets. It is strong in market research but does not offer the same breadth of financial analytics and data aggregation as Kensho.People Data Labs
People Data Labs provides B2B data for developers, engineers, and data scientists, focusing on resume, contact, demographic, and social information. While it is useful for building products and enriching profiles, it does not cater to the financial analytics and reporting needs that Kensho addresses. Each of these alternatives has its strengths, but they do not replicate the full suite of AI-driven features and financial analytics that Kensho provides. Depending on the specific needs of your business, one of these alternatives might be more suitable, but for comprehensive AI-driven financial analytics, Kensho remains a strong choice. Kensho - Frequently Asked Questions
Frequently Asked Questions about Kensho’s AI-Driven Finance Tools
What is Kensho Scribe and what does it do?
Kensho Scribe is a transcription and audio data analysis tool specialized in business and finance. It transcribes audio files with high accuracy, speed, and security. To date, it has transcribed over 45 years of audio files, primarily from corporate earnings calls. Scribe offers real-time transcription and achieves 99 % accuracy with professional review within 6 hours.What is Kensho NERD and its purpose?
Kensho NERD stands for Named Entity Recognition and Disambiguation. This tool helps customers identify and make sense of entities in textual data, such as people, places, organizations, events, and companies. It connects these entities to other data sources to provide deeper insights and understanding.How does Kensho Classify work?
Kensho Classify is a tool that helps find and categorize specific concepts within text. It gives enriched structure to the text, reveals new insights, and interconnects disparate content. This tool is specifically tuned for the needs of business and finance, helping users to better organize and analyze their data.What is the function of Kensho Extract?
Kensho Extract is a machine learning capability that allows users to convert unstructured data into both text and tables in a simple-to-use and machine-readable format. This tool enables further analysis and action on the data, making it more usable for various financial tasks.What is Kensho Link and how does it integrate with other services?
Kensho Link is a machine learning service that maps entities in a customer’s database with unique ID numbers drawn from S&P Global’s Capital IQ database. It integrates with the Business Entity Cross Reference Service (BECRS) to link entities for deeper analysis. This integration enhances the ability to analyze and connect various financial data points.How does Kensho leverage AI for financial modeling and risk assessment?
Kensho uses AI-driven financial modeling to enhance investment planning and risk assessment. Its predictive analytics capabilities help businesses anticipate market changes and optimize their financial strategies. This includes analyzing financial data, identifying market trends, and providing insights on investment opportunities.What is the Kensho LLM-Ready API, and what does it offer?
The Kensho LLM-Ready API is designed for seamless interaction with large language models (LLMs). It provides a simplified structure that supports code generation and function calling patterns, making it easy to integrate with LLMs. The API includes a Python library (kFinance) that streamlines authentication and LLM integration. It does not include any AI models itself but is optimized to work with various LLMs from different vendors.Can the Kensho LLM-Ready API be used without an LLM?
Yes, the Kensho LLM-Ready API and its Python library can be used with or without an LLM. While the tools are designed with LLMs in mind, they are also useful on their own for retrieving and organizing financial data.How does Kensho ensure the accuracy of data returned by the LLM?
The accuracy of data returned by the LLM depends on the specific model and architecture used. However, the Kensho API itself is deterministic, meaning it returns consistent results. Users can view and audit the Python code generated by the LLM to ensure the correct data is retrieved from the S&P Global database.What kind of data does Kensho provide, and how is it formatted?
Kensho provides financial data organized around calendar years and reported in their original currencies. Intraday market prices are not available; only previous day or earlier data is accessible. The data is structured to be easily accessible and usable for financial analysis.How can users get other datasets LLM-ready?
Kensho is focused on optimizing data for LLMs. Users can reach out to Kensho to learn more about how to prepare other datasets for use with LLMs. Kensho encourages collaboration to address specific user needs and explore further data optimization. Kensho - Conclusion and Recommendation
Final Assessment of Kensho in the Finance Tools AI-Driven Product Category
Kensho, now a part of S&P Global since 2018, has established itself as a leading player in the AI-driven finance tools sector. Here’s a comprehensive assessment of its capabilities and who would benefit most from using it.Key Capabilities
- Natural Language Search and Analytics: Kensho’s platform allows users to query complex data sets using everyday language, making it highly accessible even for those without specialized data analysis training. This capability is particularly useful for financial professionals who need to extract insights from vast amounts of financial data quickly.
- Machine Learning and NLP: Kensho leverages advanced machine learning and natural language processing (NLP) to automate core workflows, transcribe financial audio into text with high accuracy, and identify entities within text documents. These features are crucial for tasks such as loan underwriting, risk evaluation, and data-driven investment decisions.
- Intuitive Graphical User Interface: The platform boasts a responsive and user-friendly GUI that adapts to various devices and screen sizes, enhancing user experience. User feedback has shown a high satisfaction rate regarding the interface’s intuitiveness.
- Secure Cloud Computing: Kensho’s commitment to security and privacy is evident through its secure cloud computing infrastructure, ensuring that client data is protected at all times. This is particularly important for financial institutions and government agencies handling sensitive information.
- Benchmarking and Validation: With the launch of S&P AI Benchmarks by Kensho, financial professionals can now benchmark and rank the performance of different large language models (LLMs) securely, without sharing their model details. This ensures accurate and reliable assessments of LLM applications.
Who Would Benefit Most
Kensho’s products are highly beneficial for several types of users:- Financial Institutions: Investment management firms, banks, and other financial organizations can use Kensho to analyze market trends, make data-driven investment decisions, and enhance operational efficiency. The platform’s ability to provide real-time data analysis and personalized investment suggestions is particularly valuable.
- Government Agencies: These agencies can leverage Kensho’s capabilities to streamline decision-making processes, especially in areas requiring the analysis of large datasets and the extraction of relevant information.
- Businesses: Companies looking to optimize their financial workflows, forecast loan risks, and make informed decisions about credit limits and interest rates can significantly benefit from Kensho’s AI-driven solutions.