CIO Business Intelligence

DECEMBER 10, 2024

At its core, that process involves extracting key information about the individual customer, unstructured data from medical records and financial data and then analyzing that data to make an underwriting decision.

Modeling

CIO Business Intelligence

JANUARY 7, 2025

Unlike RPA, which executes static instructions, agentic AI adapts dynamically, processing unstructured data, analyzing context, and interacting conversationally with users making it more suitable for complex problem-solving and decision-making scenarios. It operates within well-defined boundaries and workflows.

Unstructured Data

CIO Business Intelligence

DECEMBER 5, 2024

Instead of overhauling entire systems, insurers can assess their API infrastructure to ensure efficient data flow, identify critical data types, and define clear schemas for structured and unstructured data. Incorporating custom knowledge graphs, enriched with domain expertise, further optimizes data consolidation.

Enterprise

CIO Business Intelligence

JUNE 18, 2025

Most unstructured data is text-based, meaning pertinent information lives within email conversations, social media posts, word processor documents, or audio and video transcripts. With the rapid adoption of AI tools across enterprise functions, the need to make unstructured data useful is growing exponentially.

Unstructured Data

CIO Business Intelligence

NOVEMBER 21, 2024

Sandboxes, according to Salesforce, work by mirroring images of an enterprise’s production data and configurations. “By

Testing

CIO Business Intelligence

NOVEMBER 19, 2024

Managing the lifecycle of AI data, from ingestion to processing to storage, requires sophisticated data management solutions that can manage the complexity and volume of unstructured data. As the leader in unstructured data storage, customers trust NetApp with their most valuable data assets.

Management

TDAN

DECEMBER 4, 2024

We have lots of data conferences here. I’ve taken to asking a question at these conferences: What does data quality mean for unstructured data? Over the years, I’ve seen a trend — more and more emphasis on AI. This is my version of […]

Unstructured Data

CIO Business Intelligence

JULY 8, 2025

But, most of this work was channeled to structured data sources in ERPs, CRMs, and data warehouses. AI increased the scope of this work as RAGs and AI agents leverage unstructured data sources and document repositories to train models and provide contextually relevant responses.

Risk

CIO Business Intelligence

DECEMBER 20, 2024

Birnbaum says Bedrocks support for foundational gen AI models from a variety of vendors gives United developers flexibility, while the airlines homegrown data hub gives them connected access to a vast amount of mostly unstructured data for AI development.

IT

O'Reilly on Data

NOVEMBER 19, 2024

Then connect the graph nodes and relations extracted from unstructured data sources, reusing the results of entity resolution to disambiguate terms within the domain context. Chunk your documents from unstructured data sources, as usual in GraphRAG. Let’s revisit the point about RAG borrowing from recommender systems.

Unstructured Data

CIO Business Intelligence

NOVEMBER 27, 2024

In short, it takes data—and a lot of it. As it stands, many large organizations find themselves relying on a mix of solutions, platforms, and architectures to handle the volume of structured and unstructured data that has been created as their operations have expanded.

Enterprise

KDnuggets

JULY 15, 2025

Its key goals are to store data in a format that supports fast querying and scalability and to enable real-time or near-real-time access for decision-making. It may also be sent directly to dashboards, APIs, or ML models.

Data Science

CIO Business Intelligence

JANUARY 10, 2025

Complexities in data management, including the need for high-quality data, can also complicate AI deployment. The implication is twofold: SMBs will usually have less access to data than bigger companies but face challenges in managing and processing their unstructured data.

Unstructured Data

CIO Business Intelligence

AUGUST 4, 2025

The two companies, Databricks and Snowflake, started from different market positions and technical perspectives, with Databricks focused more on unstructured data processing and real-time analytics, while Snowflake has concentrated on abstracting and simplifying data warehousing in the cloud.

Enterprise

CIO Business Intelligence

DECEMBER 10, 2024

Improving data quality and integrating new data sources to enrich customer and prospect data are vital for applying AI in marketing and sales. For example, many organizations have been centralizing customer data for some time, but gen AI can greatly enhance the ability to find patterns and signals in unstructured data sources.

Sales

DataFloq

JULY 20, 2025

These new data types, which AI is heavily dependent on, will require new and novel methodologies for assessing quality both on the input and the output end of the models.

Data Quality

Cloudera

NOVEMBER 15, 2024

Enterprise organizations collect massive volumes of unstructured data, such as images, handwritten text, documents, and more. They also still capture much of this data through manual processes. The way to leverage this for business insight is to digitize that data.

Machine Learning

CIO Business Intelligence

DECEMBER 9, 2024

Other updates added to AWS generative AI platform Bedrock included Bedrock Intelligent Prompt Routing, Amazon Kendra GenAI Index, Bedrock Knowledge Bases support for structured data, GraphRAG, and Bedrock Data Automation for unstructured data retrieval.

Metadata

CIO Business Intelligence

JULY 23, 2025

Data infrastructure consists of the tools and technology that an organization uses to store, process and manage its data.

Data Governance

AWS Big Data

NOVEMBER 21, 2024

Ravi Kumar is a Senior Product Manager Technical-ES (PMT) at Amazon Web Services, specialized in building exabyte-scale data infrastructure and analytics platforms. With a passion for building innovative tools, he helps customers unlock valuable insights from their structured and unstructured data.

Metrics

DataFloq

JULY 15, 2025

K2view, for example, manages data at the entity level; this means every business partner’s data, such as name, IDs, transaction details etc, is stored in an exclusive, logically isolated entity; unlike disconnected fields in multiple tables.

Data Governance

CIO Business Intelligence

DECEMBER 12, 2024

The costs of data cleansing That said, data analysis has become increasingly challenging. For one, poor quality data in the form of inaccurate, incomplete, or duplicate data can hamper efforts. Such data, which can include unstructured data, would require thorough data cleansing.

Enterprise

CIO Business Intelligence

APRIL 8, 2025

Inflexible schema, poor for unstructured or real-time data. Data lake Raw storage for all types of structured and unstructured data. Low cost, flexibility, captures diverse data sources. Easy to lose control, risk of becoming a data swamp. Exploratory analytics, raw and diverse data types.

Data Quality

Cloudera

NOVEMBER 4, 2024

These methods were often time-consuming, labor-intensive, and limited in their ability to handle complex language nuances and unstructured data. Before the widespread use of LLMs, document analysis was primarily conducted through manual methods and rule-based systems.

Unstructured Data

David Menninger's Analyst Perspectives

MAY 20, 2025

Key components of Agent Catalyst include DomoGPT, which can be configured to use a variety of large language models, and a new FileSets feature to provide agents with context from unstructured data via retrieval augmented generation.

Metrics

CIO Business Intelligence

JULY 8, 2025

Supporting this memory architecture requires a new generation of data infrastructure: systems that handle both structured and unstructured data, offer strong consistency, and persist state reliably. If interrupted, an agent uses this stateful memory to pick up where it left off.

OLAP

AWS Big Data

NOVEMBER 26, 2024

Initially, data warehouses were the go-to solution for structured data and analytical workloads but were limited by proprietary storage formats and their inability to handle unstructured data.

Metadata

CIO Business Intelligence

JUNE 2, 2025

Continuous logging and monitoring of all data transactions to provide forensic-level traceability for compliance teams. Automated data lineage and classification AI-driven enterprises generate vast amounts of structured and unstructured data across multi-cloud and hybrid infrastructures.

Data-driven

CIO Business Intelligence

JANUARY 5, 2025

Meanwhile, AI-powered tools like NLP and computer vision can enhance these workflows by enabling greater understanding and interaction with unstructured data.

Enterprise

CIO Business Intelligence

OCTOBER 23, 2024

Maximizing the potential of data According to Deloitte’s Q3 state of generative AI report, 75% of organizations have increased spending on data lifecycle management due to gen AI. When I came into the company last November, we went through a data modernization with AWS,” Bostrom says. “We

Cost-Benefit

KDnuggets

JULY 9, 2025

Nate writes on the latest trends in the career market, gives interview advice, shares data science projects, and covers everything SQL. More On This Topic How to Transition into Data Science from a Different Background?

Machine Learning

O'Reilly on Data

MARCH 25, 2025

Two big things: They bring the messiness of the real world into your system through unstructured data. Traditional versus GenAI software: Excitement builds steadilyor crashes after the demo. What makes LLM applications so different?

Testing

CIO Business Intelligence

FEBRUARY 20, 2025

Stone called outdated apps a multi-trillion-dollar problem, even after organizations have spent the past decade focused on modernizing their infrastructure to deal with big data. We are in mid-transition, Stone says.

Insurance

Cloudera

JANUARY 7, 2025

This transition streamlined data analytics workflows to accommodate significant growth in data volumes. By leveraging the Open Data Lakehouse’s ability to unify structured and unstructured data with built-in governance and security, the organization tripled its analyzed data volume within a year, boosting operational efficiency.

Cost-Benefit

CIO Business Intelligence

JUNE 18, 2025

Other updates to Data Cloud include unstructured connectivity enhancements and policy-based governance for better control of data access.

Sales

CIO Business Intelligence

MAY 22, 2025

Elastic supports this through a rich set of connectors that bring structured and unstructured data files, records, logs into Elasticsearch. Whether its endpoint activity, cloud telemetry, or business logic, the more the platform knows about your environment, the more useful its insights become.

Analytics

Teradata

JUNE 11, 2025

Whether it’s cybersecurity, regulatory compliance, or augmented customer service, this joint ecosystem provides the tools and infrastructure to turn unstructured data into actionable intelligence—securely, efficiently, and at scale. These capabilities make the economics of generative AI more attractive to customers.

Enterprise