IBM Big Data Hub

APRIL 24, 2024

Large language models (LLMs) may be the biggest technological breakthrough of the decade. As generative AI applications become increasingly ingrained in enterprise IT environments, organizations must find ways to combat this pernicious cyberattack. What are prompt injection attacks, and why are they a problem?

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Risk Modeling Measurement Enterprise 89

CIO Business Intelligence

MARCH 18, 2024

SAP and Nvidia announced an expanded partnership today with an eye to deliver the accelerated computing that customers need in order to adopt large language models (LLMs) and generative AI at scale. Herzig notes that SAP has a large ecosystem of partners and various LLM providers, with new LLMs popping up seemingly every day.

Digital Transformation 102

Digital Transformation Optimization Modeling Enterprise 102

CIO Business Intelligence

DECEMBER 18, 2023

Over the summer, I wrote a column about how CIOs are worried about the informal rise of generative AI in the enterprise. Since then, many CIOs I’ve spoken with have grappled with enterprise data security and privacy issues around AI usage in their companies. That column may have been the understatement of the year.

Enterprise 114

Enterprise Management Risk Uncertainty 114

Rocket-Powered Data Science

JULY 6, 2023

Specifically, these are LLMs—large language models. LLMs are so responsive and grammatically correct (even over many paragraphs of text) that some people worry that it is sentient. I tested ChatGPT with my own account, and I was impressed with the results. You can find my results on my Medium blog site. Guess what? It isn’t.

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Statistics Deep Learning Machine Learning Modeling 151

CIO Business Intelligence

MARCH 6, 2024

Salesforce Einstein platform was released in September last year as an open platform that the company developed to enable enterprises to unify their data before developing generative AI-based applications and use cases via low code and no code interface. Builder helps every company configure and customize Einstein Copilot to their business.

IT 107

IT Metadata Interactive Enterprise 107

Cloudera

MARCH 6, 2024

This year, members of the Cloudera team will be hosting speaking sessions during the event where we’ll be sharing insights around generative AI and the tools needed to leverage emerging technologies at enterprise scale. Add a Human To The Loop: An Introduction to RLHF & DPO.

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Rocket-Powered Data Science

JULY 6, 2023

This is not entirely due to or related to ChatGPT and LLMs (large language models), though those have been the main drivers. Businesses and others are seeking to leverage generative AI to increase productivity (efficiencies and effectiveness) in nearly all aspects of their enterprise.

Strategy 152

Strategy Enterprise Software Marketing 152

CIO Business Intelligence

NOVEMBER 16, 2023

A large language model (LLM) is a type of gen AI that focuses on text and code instead of images or audio, although some have begun to integrate different modalities. Deploying public LLMs Dig Security is an Israeli cloud data security company, and its engineers use ChatGPT to write code. It’s blocked.” Dig Security isn’t alone.

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CIO Business Intelligence

NOVEMBER 1, 2023

The news came at SAP TechEd, its annual conference for developers and enterprise architects, this year held in Bangalore, the unofficial capital of India’s software development industry. There’s a common theme to many of SAP’s announcements: enabling enterprise access to business-friendly generative AI technologies. “We

Enterprise 131

Enterprise Cost-Benefit Unstructured Data Software 131

CIO Business Intelligence

MARCH 5, 2024

India’s Ministry of Electronics and Information Technology (MeitY) has caused consternation with its stern reminder to makers and users of large language models (LLMs) of their obligations under the country’s IT Act, after Google’s Gemini model was prompted to make derogatory remarks about Indian Prime Minister Narendra Modi.

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Testing Modeling Cost-Benefit Reporting 126

CIO Business Intelligence

JANUARY 16, 2024

Consequently, one of the CIO’s top priorities for 2024 is discovering and uncovering the added value human workers can concretely achieve using LLMs — and much of this remains unknown. The struggle is augmenting your workforce or replace it altogether,” he says. Gartner pegs this number at 77% of CIOs.

Cost-Benefit 117

Cost-Benefit Enterprise Unstructured Data Technology 117

CIO Business Intelligence

MARCH 12, 2024

The new generative AI features include Copilot, the generative AI-based assistant, and Copilot Designer, a centralized workplace where enterprise users can tweak pre-built Copilot scenarios to suit their business requirements, akin to Salesforce’s Einstein 1 Studio.

IT 97

IT Sales Forecasting Marketing 97

CIO Business Intelligence

APRIL 16, 2024

You’re fast asleep aboard the USS Enterprise Star Trek. While warp speed is a fictional concept, it’s an apt way to describe what generative AI (GenAI) and large language models (LLMs) are doing to exponentially accelerate Industry 4.0. Suddenly, you wake to an urgent announcement and rush to the bridge of the starship.

Manufacturing 140

Manufacturing Digital Transformation Risk Dashboards 140

CIO Business Intelligence

DECEMBER 6, 2023

Many enterprises are accelerating their artificial intelligence (AI) plans, and in particular moving quickly to stand up a full generative AI (GenAI) organization, tech stacks, projects, and governance. For readers short on time, you can skip to the section titled Strategies for effective LLM orchestration.

Enterprise 116

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CIO Business Intelligence

SEPTEMBER 12, 2023

Here are N of the dark secrets of generative AI algorithms to keep in mind when planning how to incorporate the technology into your enterprise workflow. The structure of LLMs makes this inevitable. The stock prices are soaring. The technology is still in its infancy but the capabilities are already undeniable. Well, many things.

Enterprise 122

Enterprise Consulting Technology IT 122

CIO Business Intelligence

FEBRUARY 9, 2024

Salesforce is working on adding two new prompt engineering features to its Einstein 1 platform to speed up the development of generative AI applications in the enterprise, a top executive of the company said. The features are expected to be released in the next few days, Cheng said, without giving an exact date.

Testing 123

Testing Enterprise Modeling Machine Learning 123

CIO Business Intelligence

APRIL 9, 2024

Now, thanks to the cooperative’s tight partnership with Microsoft systems integrator Stoneridge Software, as well as Melby’s extensive technology experience, Dairyland — which was formed during the New Deal in the 1930s — has been able to experiment with and put into production some of the earliest Microsoft Azure-based LLMs, Melby says.

Digital Transformation 94

Digital Transformation Machine Learning Data Lake Software 94

CIO Business Intelligence

JULY 3, 2023

Systems for sharing information assets across the enterprise have evolved in their sophistication but haven’t been able to take it to the next level by effectively turning the information that resides in digital files into usable knowledge. However, the scale of the LLMs used to perform these tasks is vast and expensive for OpenAI to offer.

Management 105

Management Experimentation Modeling Enterprise 105

Ontotext

DECEMBER 1, 2023

Content and data management solutions based on knowledge graphs are becoming increasingly important across enterprises. ” With new business lines, leading to new tools, a lot of diverse and siloed data inevitably enters enterprise systems. .”

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Metadata Sales Consulting Enterprise 78

CIO Business Intelligence

DECEMBER 8, 2023

But as the numbers of new gen AI-powered chatbots grow, so do the risks of their occasional glitches—nonsensical or inaccurate outputs or answers that are not easily screened out of the large language models (LLMs) that the tools are trained on. Hallucinations occur when the data being used to train LLMs is of poor quality or incomplete.

Risk 120

Risk Finance Data Quality Modeling 120

Dataiku

APRIL 13, 2023

Large language models (LLMs) are the technology behind popular products including OpenAI’s ChatGPT, Microsoft’s Bing, and Google’s Bard. Yet reports of employees leaking sensitive company data to ChatGPT raises major questions around properly leveraging LLMs in an enterprise setting.

Enterprise 98

Enterprise Modeling Reporting Technology 98

Cloudera

APRIL 18, 2024

With the arrival of the latest AI-powered technologies like large language models (LLMs) and generative AI (GenAI), there’s a vast amount of opportunities for innovation, growth, and improved business outcomes right around the corner. Answering these questions is an important piece of being adequately prepared to leverage GenAI or LLMs.

Analytics 104

Analytics Metadata Data Strategy Optimization 104

CIO Business Intelligence

NOVEMBER 15, 2023

Bing Chat Enterprise goes away When OpenAI released ChatGPT Enterprise in September, there was speculation that it could cause trouble for Microsoft’s Bing Chat Enterprise , launched just two months prior. Here’s some of the top AI news CIOs will want to take away from Microsoft Ignite 2023.

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Sales Enterprise Modeling Dashboards 130

CIO Business Intelligence

OCTOBER 18, 2023

But if there are any stop signs ahead regarding risks and regulations around generative AI, most enterprise CIOs are blowing past them, with plans to deploy an abundance of gen AI applications within the next two years if not already. A recent survey of nearly 1,000 IT decision-makers conducted by Foundry underscores this.

Risk 137

Risk Manufacturing Enterprise Technology 137

CIO Business Intelligence

FEBRUARY 16, 2024

In fact, there are five key areas CIOs need to consider when developing an enterprise GenAI strategy, all of which become much more achievable with the right partnerships in place. According to an EXL Enterprise AI study , 74% of C-level leaders say data silos have been a barrier to enterprise-wide AI implementation.

Strategy 132

Strategy Insurance Digital Transformation Enterprise 132

CIO Business Intelligence

MARCH 18, 2024

of Nvidia’s enterprise-spanning AI software platform will feature a smorgasbord of microservices designed to speed app development and provide quick ways to ramp up deployments, the company announced today at its GPU Technology Conference. A host of further integrations is also coming to AI Enterprise 5.0, Nvidia’s AI Enterprise 5.0

Enterprise 87

Enterprise Data Processing Optimization Modeling 87

CIO Business Intelligence

JANUARY 24, 2024

Generative AI and large language models (LLMs) like ChatGPT are only one aspect of AI. AI’s broad applicability and the popularity of LLMs like ChatGPT have IT leaders asking: Which AI innovations can deliver business value to our organization without devouring my entire technology budget? But it’s the well-known part of AI.

Deep Learning 91

Deep Learning Unstructured Data Machine Learning Modeling 91

CIO Business Intelligence

APRIL 29, 2024

Customers are unlikely to go elsewhere, though, as AI workloads are often fueled by large amounts of enterprise data from applications running in the same cloud. The sheer cost and complexity of the migration process would discourage existing enterprise customers from moving to another cloud provider over short-term capacity issues.

Enterprise 99

Enterprise Data Processing Forecasting Modeling 99

CIO Business Intelligence

APRIL 1, 2024

Feats like that have ramped up pressure on CIOs to not just modernize, but modernize faster so they’re ready to seize new opportunities as they arise by having infrastructure that can support emerging technologies and a team that isn’t mired in maintenance mode. In contrast, only 27% of those categorized as DX laggards say as much.

Strategy 140

Strategy IT Digital Transformation ROI 140

Ontotext

APRIL 19, 2024

This depth of understanding of both statistical modeling and description and relationship logic of ontological modeling makes the company well suited to navigate the thicket of hybrid or neurosymbolic AI, in which statistical methods such as NLP and LLMs complement the symbolic logic in well-constructed knowledge graphs.

Metadata 52

Metadata Statistics Interactive Enterprise 52

CIO Business Intelligence

OCTOBER 6, 2023

That’s why SaaS giant Salesforce, in migrating its entire data center from CentOS to Red Hat Enterprise Linux, has turned to generative AI — not only to help with the migration but to drive the real-time automation of this new infrastructure. This is going to change how infrastructure is managed.” The migration is still in its early stages.

IT 138

IT Enterprise Sales Management 138

IBM Big Data Hub

JANUARY 3, 2024

Most everyone has heard of large language models, or LLMs, since generative AI has entered our daily lexicon through its amazing text and image generating capabilities, and its promise as a revolution in how enterprises handle core business functions. But what about in the world of voice?

Modeling 105

Modeling Interactive Metrics Testing 105

Dataiku

MAY 26, 2023

We’ve previously explored what large language models (LLMs) are , how they can be used in an enterprise setting , and how the technology’s usefulness can be tested inside your organization. We’ve also delved into how ChatGPT and open source LLM technology can be leveraged in the Dataiku platform.

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Testing Enterprise Technology Modeling 98

Dataiku

MARCH 29, 2023

OpenAI’s ChatGPT, Microsoft’s Bing, and Google’s Bard are products built on top of a class of technologies called Large Language Models (LLMs). Using an LLM in the enterprise , beyond the simple web interface provided by products like ChatGPT, is possible. However, before diving in, it’s important to first take a step back.

Technology 98

Technology Enterprise Modeling 98

CIO Business Intelligence

SEPTEMBER 13, 2023

Net Zero Cloud uses data held within the Salesforce platform to help enterprises report on their carbon footprint and manage other social and governance metrics. It will use a customizable questionnaire to help enterprises gather input from stakeholders and score the results to rank the importance of topics.

Reporting 119

Reporting Enterprise Strategy Finance 119

CIO Business Intelligence

FEBRUARY 7, 2024

Carter Busse, CIO of no-code enabled automation platform company Workato, adds that APIs are now important connective tissue to integrate and interact with large language models (LLMs) within business processes. “If But APIs do more than support next-generation technologies — they already serve a foundational purpose within most enterprises.

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Business Objectives Cost-Benefit Strategy Data-driven 123