CIO Business Intelligence

NOVEMBER 19, 2024

From obscurity to ubiquity, the rise of large language models (LLMs) is a testament to rapid technological advancement. Just a few short years ago, models like GPT-1 (2018) and GPT-2 (2019) barely registered a blip on anyone’s tech radar. That will help us achieve short-term benefits as we continue to learn and build better solutions.

Testing 135

Testing Cost-Benefit Interactive ROI 135

CIO Business Intelligence

MARCH 25, 2025

CIOs perennially deal with technical debts risks, costs, and complexities. Using the companys data in LLMs, AI agents, or other generative AI models creates more risk. Build up: Databases that have grown in size, complexity, and usage build up the need to rearchitect the model and architecture to support that growth over time.

Risk 117

Risk Cost-Benefit Data-driven Digital Transformation 117

O'Reilly on Data

SEPTEMBER 15, 2020

AI Benefits and Stakeholders. AI is a field where value, in the form of outcomes and their resulting benefits, is created by machines exhibiting the ability to learn and “understand,” and to use the knowledge learned to carry out tasks or achieve goals. AI-generated benefits can be realized by defining and achieving appropriate goals.

Advertising 357

Advertising Cost-Benefit ROI Machine Learning 357

CIO Business Intelligence

NOVEMBER 11, 2024

Nate Melby, CIO of Dairyland Power Cooperative, says the Midwestern utility has been churning out large language models (LLMs) that not only automate document summarization but also help manage power grids during storms, for example. Only 13% plan to build a model from scratch.

ROI 137

ROI Cost-Benefit Risk Experimentation 137

CIO Business Intelligence

JANUARY 21, 2025

CIOs were given significant budgets to improve productivity, cost savings, and competitive advantages with gen AI. CIOs feeling the pressure will likely seek more pragmatic AI applications, platform simplifications, and risk management practices that have short-term benefits while becoming force multipliers to longer-term financial returns.

Cost-Benefit 142

Cost-Benefit Data-driven Strategy Marketing 142

CIO Business Intelligence

MARCH 4, 2025

From AI models that boost sales to robots that slash production costs, advanced technologies are transforming both top-line growth and bottom-line efficiency. Operational efficiency: Logistics firms employ AI route optimization, cutting fuel costs and improving delivery times. Thats a remarkably short horizon for ROI.

Technology 118

Technology ROI Cost-Benefit Manufacturing 118

CIO Business Intelligence

JANUARY 15, 2025

As a consequence, these businesses experience increased operational costs and find it difficult to scale or integrate modern technologies. By leveraging large language models and platforms like Azure Open AI, for example, organisations can transform outdated code into modern, customised frameworks that support advanced features.

Cost-Benefit 124

Cost-Benefit Data-driven Enterprise Risk 124

CIO Business Intelligence

JANUARY 5, 2025

Research from Gartner, for example, shows that approximately 30% of generative AI (GenAI) will not make it past the proof-of-concept phase by the end of 2025, due to factors including poor data quality, inadequate risk controls, and escalating costs. [1] AI in action The benefits of this approach are clear to see.

Enterprise 124

Enterprise Cost-Benefit Unstructured Data Data Quality 124

AWS Big Data

NOVEMBER 22, 2024

Benefits of the dbt adapter for Athena We have collaborated with dbt Labs and the open source community on an adapter for dbt that enables dbt to interface directly with Athena. This upgrade allows you to build, test, and deploy data models in dbt with greater ease and efficiency, using all the features that dbt Cloud provides.

Data Lake 104

Data Lake Data Warehouse Cost-Benefit Data Transformation 104

CIO Business Intelligence

JANUARY 21, 2025

But alongside its promise of significant rewards also comes significant costs and often unclear ROI. For CIOs tasked with managing IT budgets while driving technological innovation, balancing these costs against the benefits of GenAI is essential. million in 2026, covering infrastructure, models, applications, and services.

Cost-Benefit 98

Cost-Benefit ROI Measurement Strategy 98

CIO Business Intelligence

MARCH 19, 2025

Meanwhile, in December, OpenAIs new O3 model, an agentic model not yet available to the public, scored 72% on the same test. Were developing our own AI models customized to improve code understanding on rare platforms, he adds. SS&C uses Metas Llama as well as other models, says Halpin. Devin scored nearly 14%.

Software 141

Software Risk Enterprise Cost-Benefit 141

O'Reilly on Data

APRIL 30, 2024

Others retort that large language models (LLMs) have already reached the peak of their powers. These are risks stemming from misalignment between a company’s economic incentives to profit from its proprietary AI model in a particular way and society’s interests in how the AI model should be monetised and deployed.

Risk 313

Risk Advertising Cost-Benefit Sales 313

O'Reilly on Data

OCTOBER 22, 2020

Taking the time to work this out is like building a mathematical model: if you understand what a company truly does, you don’t just get a better understanding of the present, but you can also predict the future. Since I work in the AI space, people sometimes have a preconceived notion that I’ll only talk about data and models.

Consulting 358

Consulting Risk Cost-Benefit Modeling 358

Cloudera

NOVEMBER 13, 2024

Large Language Models (LLMs) will be at the core of many groundbreaking AI solutions for enterprise organizations. Here are just a few examples of the benefits of using LLMs in the enterprise for both internal and external use cases: Optimize Costs. The Need for Fine Tuning Fine tuning solves these issues.

Cost-Benefit 87

Cost-Benefit Data Processing Testing Machine Learning 87

CIO Business Intelligence

OCTOBER 22, 2024

Organizations that deploy AI to eliminate middle management human workers will be able to capitalize on reduced labor costs in the short-term and long-term benefits savings,” Gartner stated. “AI CMOs view GenAI as a tool that can launch both new products and business models.

Enterprise 135

Enterprise Risk IoT Cost-Benefit 135

O'Reilly on Data

NOVEMBER 28, 2023

And everyone has opinions about how these language models and art generation programs are going to change the nature of work, usher in the singularity, or perhaps even doom the human race. 16% of respondents working with AI are using open source models. 54% of AI users expect AI’s biggest benefit will be greater productivity.

Enterprise 342

Enterprise Testing Modeling Reporting 342

CIO Business Intelligence

FEBRUARY 6, 2025

As Windows 10 nears its end of support, some IT leaders, preparing for PC upgrade cycles, are evaluating the possible cloud cost savings and enhanced security of running AI workloads directly on desktop PCs or laptops. AI PCs can run LLMs locally but for inferencing only not training models.

Cost-Benefit 91

Cost-Benefit Modeling Marketing Enterprise 91

CIO Business Intelligence

NOVEMBER 19, 2024

If expectations around the cost and speed of deployment are unrealistically high, milestones are missed, and doubt over potential benefits soon takes root. The right tools and technologies can keep a project on track, avoiding any gap between expected and realized benefits. But this scenario is avoidable.

Analytics 97

Analytics Cost-Benefit Finance Data-driven 97

AWS Big Data

JANUARY 9, 2025

Our experiments are based on real-world historical full order book data, provided by our partner CryptoStruct , and compare the trade-offs between these choices, focusing on performance, cost, and quant developer productivity. You can refer to this metadata layer to create a mental model of how Icebergs time travel capability works.

Metadata 111

Metadata Snapshot Cost-Benefit Optimization 111

CIO Business Intelligence

MARCH 5, 2025

AI requires massive datasets, customized models, and ongoing fine-tuning. Cost and accuracy concerns also hinder adoption. Cost and accuracy concerns also hinder adoption. Benefits of EXLs agentic AI Unlike most AI solutions, which perform a single task, EXLerate.AI Key capabilities of EXLerate.AI

Insurance 85

Insurance Cost-Benefit Interactive Enterprise 85

O'Reilly on Data

APRIL 23, 2024

But this kind of virtuous rising tide rent, which benefits everyone, doesn’t last. Back in 1971, in a talk called “ Designing Organizations for an Information-rich World ,” political scientist Herbert Simon noted that the cost of information is not just money spent to acquire it but the time it takes to consume it. “In

Advertising 338

Advertising Cost-Benefit Marketing Risk 338

CIO Business Intelligence

FEBRUARY 27, 2025

Data professionals need to access and work with this information for businesses to run efficiently, and to make strategic forecasting decisions through AI-powered data models. Without integrating mainframe data, it is likely that AI models and analytics initiatives will have blind spots.

Metadata 98

Metadata Data Lake Cost-Benefit Forecasting 98

Cloudera

JANUARY 7, 2025

As enterprises navigate complex data-driven transformations, hybrid and multi-cloud models offer unmatched flexibility and resilience. Adopting hybrid and multi-cloud models provides enterprises with flexibility, cost optimization, and a way to avoid vendor lock-in. Why Hybrid and Multi-Cloud?

Cost-Benefit 82

Cost-Benefit Optimization Strategy Data-driven 82

AWS Big Data

JANUARY 15, 2025

EUROGATEs data science team aims to create machine learning models that integrate key data sources from various AWS accounts, allowing for training and deployment across different container terminals. Insights from ML models can be channeled through Amazon DataZone to inform internal key decision makers internally and external partners.

IoT 111

IoT Machine Learning Metadata Data-driven 111

CIO Business Intelligence

DECEMBER 10, 2024

Bogdan Raduta, head of AI at FlowX.AI, says, Gen AI holds big potential for efficiency, insight, and innovation, but its also absolutely important to pinpoint and measure its true benefits. That gives CIOs breathing room, but not unlimited tether, to prove the value of their gen AI investments.

Sales 143

Sales Metrics Data-driven Measurement 143

datapine

MAY 2, 2023

Table of Contents 1) Benefits Of Big Data In Logistics 2) 10 Big Data In Logistics Use Cases Big data is revolutionizing many fields of business, and logistics analytics is no exception. These applications are designed to benefit logistics and shipping companies alike. Did you know?

Big Data 275

Big Data Internet of Things Cost-Benefit Optimization 275

CIO Business Intelligence

NOVEMBER 13, 2024

One is going through the big areas where we have operational services and look at every process to be optimized using artificial intelligence and large language models. But a substantial 23% of respondents say the AI has underperformed expectations as models can prove to be unreliable and projects fail to scale.

IT 141

IT Consulting ROI Cost-Benefit 141

CIO Business Intelligence

JANUARY 3, 2025

But many enterprises have yet to start reaping the full benefits that AIOps solutions provide. Understanding the root cause of issues is one situational benefit of AIOps. In addition to making IT systems more resilient, these operational improvements lower IT costs, enable innovation, and bolster the customer experience.

IT 105

IT Cost-Benefit Data Science Data-driven 105

CIO Business Intelligence

DECEMBER 19, 2024

The key areas we see are having an enterprise AI strategy, a unified governance model and managing the technology costs associated with genAI to present a compelling business case to the executive team. Another area where enterprises have gained clarity is whether to build, compose or buy their own large language model (LLM).

Experimentation 97

Experimentation Cost-Benefit Enterprise Strategy 97

O'Reilly on Data

SEPTEMBER 19, 2023

.” Consider the structural evolutions of that theme: Stage 1: Hadoop and Big Data By 2008, many companies found themselves at the intersection of “a steep increase in online activity” and “a sharp decline in costs for storage and computing.” And harder to sell a data-related product unless it spoke to Hadoop.

Machine Learning 335

Machine Learning Testing Modeling Cost-Benefit 335

CIO Business Intelligence

MARCH 4, 2025

This approach will help businesses maximize the benefits of agentic AI while mitigating risks and ensuring responsible deployment. Abhas Ricky, chief strategy officer of Cloudera, recently noted on LinkedIn the cost challenges involved in managing AI agents.

Management 119

Management IT Cost-Benefit Enterprise 119

AWS Big Data

MARCH 13, 2025

In this post, we explore the benefits of SageMaker Unified Studio and how to get started. From within the unified studio, you can discover data and AI assets from across your organization, then work together in projects to securely build and share analytics and AI artifacts, including data, models, and generative AI applications.

Analytics 94

Analytics Data Lake Data Warehouse Data-driven 94

CIO Business Intelligence

NOVEMBER 21, 2024

Increasing the pace of AI adoption If the headlines around the new wave of AI adoption point to a burgeoning trend, it’s that accelerating AI adoption will allow businesses to reap the full benefits of their data. This can mean deploying their AI models on laptops or servers with a large number of GPUs, such as the Dell PowerEdge XE9680.

IT 111

IT Cost-Benefit Optimization Manufacturing 111

CIO Business Intelligence

NOVEMBER 1, 2024

It’s a full-fledged platform … pre-engineered with the governance we needed, and cost-optimized. This costs me about 1% of what it would cost” to license the technology through Microsoft. This costs me about 1% of what it would cost” to license the technology through Microsoft.

IT 122

IT Insurance Consulting Risk 122

CIO Business Intelligence

MARCH 25, 2024

Modern digital organisations tend to use an agile approach to delivery, with cross-functional teams, product-based operating models , and persistent funding. But to deliver transformative initiatives, CIOs need to embrace the agile, product-based approach, and that means convincing the CFO to switch to a persistent funding model.

Modeling 124

Modeling Cost-Benefit IT ROI 124

CIO Business Intelligence

JANUARY 30, 2025

When organizations build and follow governance policies, they can deliver great benefits including faster time to value and better business outcomes, risk reduction, guidance and direction, as well as building and fostering trust. The benefits far outweigh the alternative. But in reality, the proof is just the opposite. AI governance.

Testing 93

Testing Metrics Cost-Benefit Modeling 93