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Introducing Jane, Data Analyst Agent for Business Teams

· 6 min read
Cynepia Product Marketing

One of the key trends with rise of Generative AI, is the rise of autonomous agents capable of performing a multi-step end-to-end task. The agents besides leveraging the generative AI capability of understanding the human language, are further equipped with tools to interact with external environment, memory for keeping track of short term and long term conversations and learnings and often a planning agent and a workflow engine.

Xceed AI agents are designed to integrate smoothly with existing enterprise systems and workflows, ensuring minimal disruption during implementation. To learn more about Xceed AI Agents, refer to Xceed AI Agents

Jane, AI Data Analyst Agent for business teams

Today we are pleased to announce the first preview of Jane, A personal data analyst agent for business teams. Jane further is built to leverage various Xceed Analytics data applications such as Xceed Data Lake, Xceed SQL Query Engine, Xceed Semantic Engine, Xceed Vector store and configured LLM provider to execute a multi-step analytics task. Jane can today do one or more of the following tasks:

  1. Identify relevant datasets for a given user query
  2. Explore and describe key technical and business metadata associated with a specific dataset.
  3. Generate summary statistics at a dataset or column level.
  4. Answer user query on key metric or business question and get back with an insight in the form of a table.
  5. Generate a visualization report from a natural language question.
  6. Intepret retrieved data and report the same as a natural language summary.
  7. Jane's Conversational User Interface further provides rich capabilities such as a) Topic based threads. b) User can ask new question, update an existing question, add a clarification to an existing question through the conversational experience. c) Pinup the data report to Xceed Workspace/Dashboard. d) Download the report along with user summary

Jane is a keen learner and adopts continuously

Jane learns from Business/Data Analyst and adopts to your enterprise context continuously. which helps her become reliable and trust worthy.

Business users can tune Jane's response for specific enterprise contexts by providing trusted examples. A new tab Trusted Examples is now part of Xceed Catalog dataset details view. Business Analyst/Data Analyst can add trusted examples of user questions and appropriate semantic query and sql query in Xceed Data Catalog. Jane continuously learns from the provided examples and makes appropriate use of relevant examples while responding to business user queries, improving accuracy and reliability of the answer.

Availability

Jane Xceed AI Data Analyst support is now available in private preview.

About Xceed Analytics

Xceed Analytics is an AI powered comprehensive intelligent data platform for enterprise unifies all your data, analytics, models and AI use cases and products in a single view. A comprehensive data and analytics Platform is therefore vital to success of business transformation journey as we ride the new wave of Generative AI and take advantages of it.

Problem that an Intelligent Data Platform addresses

Emergence of Machine Learning and AI, along side fast pace of digital and explosive growth of data that enterprises are experiencing has made them realize that an effective approach to managing and harnessing the power of data and AI can create significant competitive advantage. Landscape for data and AI has been constantly evolving over the past decade to address the challenge and oppurtunity of managing and harnessing this data that enterprises are inundiated with. Modernizing the data and AI platform has been a constant through out the past decade.

The fragmented toolchain and siloed data within enterprises are formidable barriers that hinder the full harnessing of their data assets. When various departments and teams rely on disparate tools and systems that don't communicate effectively, it leads to inefficiencies, duplicated efforts, and a lack of a unified view of the data. Siloed data exacerbates this problem by isolating valuable information within these disparate systems, preventing cross-functional collaboration and inhibiting data-driven decision-making. The result is a missed opportunity for enterprises to extract valuable insights, achieve operational excellence, and remain agile in an increasingly data-driven world.

An Intelligent data platform helps organizations to unlock the true potential of their data assets and drive AI innovation across use-cases.

Benefits of an Intelligent Data Platform

There are enumerous benefits of a comprehensive end-to-end Intelligent Data Platform

  1. Central repository for all the data, workflows and models.

  2. Seamlessly Discover, Manage Data Quality and Govern all your data products/artifacts through a single pane.

  3. Remove data silos, keep every stackholder engaged and notified.

  4. Accelerate deriving value from their most valuable asset which is data.

  5. Enables enterprises to cut/optimize costs via No Integration stack. You no longer need to stitch individual services from multiple vendors.

  6. Simplicity of overall architecture helps in streamlining of the overall data and analytics process.

Technical Capabilities

Some of the key data tools included in Xceed Data and Analytics Platform include:

  1. Versioned, Governed and Fully Integrated Data Lake based on open standards such as Apache Parquet.

  2. Unified abstraction for all data producers. Supports multiple OLAP and compute engines

    • Duckdb, Apache Spark, Pandas, Ray
  3. All common access methods supported. Access/Configure and Monitor with your prefered access method

    • SQL or Dataframe or CLI or Python SDK
  4. No-code Data Integration. Supports most common databases, cloud storages and SAAS applications.

  5. Integrated Data Catalog with Extensive Data Discovery, Governance and Data Quality Test Features.

  6. Xceed SQL Workbench Enables analyst to carry out exploratory analysis via a visual interface. Supported Engines include duckdb, Apache drill, Apache Spark

  7. Xceed Workflows for No/Low Code Interface data transformation pipelines. Supported Engines include Apache Spark, Duckdb, Apache Drill for SQL, Pandas, Pyspark for dataframes.

  8. Xceed AutoML - Enable onboarding every day ML use-cases across Classification, Regression and Forecasting.

  9. Xceed Business Intelligence & Reporting Provides all common dashboarding features to build beautiful datastories/dashboards.

  10. Xceed Notifications Ensure all stackholders are notified

  11. Xceed Model Catalog home to all ML and AI Models.

  12. Xceed Python SDK/CLI Data users can now work via Xceed APIs and Command Line Interface besides the user interface as an alternate choice for interacting with Xceed Analytics.

  13. Microservices architecture enables scalability while providing seamless integration.

For More details on Xceed Analytics Architecture, refer to Our Architecture Page

About Cynepia Technologies

Cynepia Technologies provides comprehensive end to end data stack to help enterprises organize, connect, make sense of their data, stay connected with their insights, make faster, real-time decisions and ultimately grow your business.

To learn more about Cynepia and Xceed Analytics, visit our website

For demo or product inquiry, write to us at Product Marketing


Announcing NLP and LLM Model support

· 8 min read
Cynepia Product Marketing

Xceed Model Catalog

At Cynepia, we continue to accelerate infusing intelligence layer in Xceed Analytics and bring the power of AI to enterprise data and analytics platform story. We are excited to announce the following features to the Xceed Analytics - Intelligent Data Platform for the enterprise.

  1. Announcing Support for Large language models in Xceed Model Catalog. Data scientists and AI engineers can now import popular text based language models from Hugging Face.

  2. Introducing Xceed Playground debug and test models before deploying the same in production. Data Scientists/AI engineers can now debug models, compare different text models with their specific prompts. Xceed Playground also supports debugging and testing classifical ML models.

  3. Xceed Deployment and Model Serving Endpoints further enable users to deploy LLM/text models on a public or private cloud instance.

  4. API Support(REST/Python) make it easy to importing OSS models from HuggingFace, registering with Xceed ML Catalog and Deploying the same are supported programmatically.

  5. Xceed CLI (xacli) further supports using a text based Command Line Interface to manage, govern and deploy models.

All of the new features inherit the Governance and Collaboration features already part of Xceed ML Catalog.

In the series of AI related announcement, last quarter, we had announced support for the following features.

  1. Xceed AI Assistant your data co-pilot covering various data use cases including text-to-SQL, auto-generation of table and column metadata and many more in the pipeline boosting productivity of data engineers and analysts.

  2. **Xceed Advance Intelligent Search ** combines vector search (using powerful OSS embedding model) with full-text search, significantly enhancing search relavance. This, along with unified control plane, ensures instant access to all your data and model assets. Xceed AI Search allows users to instantly discover and search across the entire data estate, including data connectors, datasets in the data catalog, model catalog, transformation workflows, SQL models and dashboards.

About Xceed Model Catalog

Xceed Model Catalog now support accessing, testing, governing and serving text based models, including Open source LLM models of all sizes(1B -70B parameters). This is in addition to classical ML models created using Xceed AutoML (Classification/Regression and Forecasting).

Deploy models through model catalog

Xceed Analytics is uniquely positioned to enhance the AI experience through our new Model Catalog and Playground additions, thanks to our unified approach to building an intelligent data platform. This capability aids in democratizing access to enterprise AI adoption while ensuring role-based governance and access.

About Xceed Playground

Xceed Model Playground

You can interact with both classifical ML and text based large language models using the Xceed Playground. The Xceed Playground enables data scientists and AI engineers to you can test and compare modelsright from within your Xceed Analytics workspace.

Xceed Analytics is uniquely positioned to enhance the AI experience through our new Model Catalog and Playground additions, further building upon our unique approach to building an intelligent data platform. This capability aids in democratizing access to enterprise AI models and accelarate AI deployment while ensuring role-based governance and access.

Availability

Xceed Large Language Model support in Xceed Model Catalog and Xceed Playground are now available in private preview.

About Xceed Analytics

Xceed Analytics is an AI powered comprehensive intelligent data platform for enterprise unifies all your data, analytics, models and AI use cases and products in a single view. A comprehensive data and analytics Platform is therefore vital to success of business transformation journey as we ride the new wave of Generative AI and take advantages of it.

Problem that an Intelligent Data Platform addresses

Emergence of Machine Learning and AI, along side fast pace of digital and explosive growth of data that enterprises are experiencing has made them realize that an effective approach to managing and harnessing the power of data and AI can create significant competitive advantage. Landscape for data and AI has been constantly evolving over the past decade to address the challenge and oppurtunity of managing and harnessing this data that enterprises are inundiated with. Modernizing the data and AI platform has been a constant through out the past decade.

The fragmented toolchain and siloed data within enterprises are formidable barriers that hinder the full harnessing of their data assets. When various departments and teams rely on disparate tools and systems that don't communicate effectively, it leads to inefficiencies, duplicated efforts, and a lack of a unified view of the data. Siloed data exacerbates this problem by isolating valuable information within these disparate systems, preventing cross-functional collaboration and inhibiting data-driven decision-making. The result is a missed opportunity for enterprises to extract valuable insights, achieve operational excellence, and remain agile in an increasingly data-driven world.

An Intelligent data platform helps organizations to unlock the true potential of their data assets and drive AI innovation across use-cases.

Availability

The Xceed Natural Language Model feature and Xceed Playground are currently available in private preview.

About Xceed Analytics

Xceed Analytics is an AI powered comprehensive intelligent data platform for enterprise unifies all your data, analytics, models and AI use cases and products in a single view. A comprehensive data and analytics Platform is therefore vital to success of business transformation journey as we ride the new wave of Generative AI and take advantages of it.

Problem that an Intelligent Data Platform addresses

Emergence of Machine Learning and AI, along side fast pace of digital and explosive growth of data that enterprises are experiencing has made them realize that an effective approach to managing and harnessing the power of data and AI can create significant competitive advantage. Landscape for data and AI has been constantly evolving over the past decade to address the challenge and oppurtunity of managing and harnessing this data that enterprises are inundiated with. Modernizing the data and AI platform has been a constant through out the past decade.

The fragmented toolchain and siloed data within enterprises are formidable barriers that hinder the full harnessing of their data assets. When various departments and teams rely on disparate tools and systems that don't communicate effectively, it leads to inefficiencies, duplicated efforts, and a lack of a unified view of the data. Siloed data exacerbates this problem by isolating valuable information within these disparate systems, preventing cross-functional collaboration and inhibiting data-driven decision-making. The result is a missed opportunity for enterprises to extract valuable insights, achieve operational excellence, and remain agile in an increasingly data-driven world.

An Intelligent data platform helps organizations to unlock the true potential of their data assets and drive AI innovation across use-cases.

Benefits of an Intelligent Data Platform

There are enumerous benefits of a comprehensive end-to-end Intelligent Data Platform

  1. Central repository for all the data, workflows and models.

  2. Seamlessly Discover, Manage Data Quality and Govern all your data products/artifacts through a single pane.

  3. Remove data silos, keep every stackholder engaged and notified.

  4. Accelerate deriving value from their most valuable asset which is data.

  5. Enables enterprises to cut/optimize costs via No Integration stack. You no longer need to stitch individual services from multiple vendors.

  6. Simplicity of overall architecture helps in streamlining of the overall data and analytics process.

Technical Capabilities

Some of the key data tools included in Xceed Data and Analytics Platform include:

  1. Versioned, Governed and Fully Integrated Data Lake based on open standards such as Apache Parquet.

  2. Unified abstraction for all data producers. Supports multiple OLAP and compute engines

    • Duckdb, Apache Spark, Pandas, Ray
  3. All common access methods supported. Access/Configure and Monitor with your prefered access method

    • SQL or Dataframe or CLI or Python SDK
  4. No-code Data Integration. Supports most common databases, cloud storages and SAAS applications.

  5. Integrated Data Catalog with Extensive Data Discovery, Governance and Data Quality Test Features.

  6. Xceed SQL Workbench Enables analyst to carry out exploratory analysis via a visual interface. Supported Engines include duckdb, Apache drill, Apache Spark

  7. Xceed Workflows for No/Low Code Interface data transformation pipelines. Supported Engines include Apache Spark, Duckdb, Apache Drill for SQL, Pandas, Pyspark for dataframes.

  8. Xceed AutoML - Enable onboarding every day ML use-cases across Classification, Regression and Forecasting.

  9. Xceed Business Intelligence & Reporting Provides all common dashboarding features to build beautiful datastories/dashboards.

  10. Xceed Notifications Ensure all stackholders are notified

  11. Xceed Model Catalog home to all ML and AI Models.

  12. Xceed Python SDK/CLI Data users can now work via Xceed APIs and Command Line Interface besides the user interface as an alternate choice for interacting with Xceed Analytics.

  13. Microservices architecture enables scalability while providing seamless integration.

For More details on Xceed Analytics Architecture, refer to Our Architecture Page

About Cynepia Technologies

Cynepia Technologies provides comprehensive end to end data stack to help enterprises organize, connect, make sense of their data, stay connected with their insights, make faster, real-time decisions and ultimately grow your business.

To learn more about Cynepia and Xceed Analytics, visit our website

For demo or product inquiry, write to us at Product Marketing


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