CIO Business Intelligence

MAY 9, 2024

IBM’s consulting arm and SAP are partnering to offer generative AI -based services to enterprises to help accelerate digital transformation. The collaboration will also see SAP access IBM’s Granite family of large language models to develop AI use cases. Enterprise Applications, Generative AI, IBM, SAP

Consulting 111

Consulting Digital Transformation Manufacturing Enterprise 111

CIO Business Intelligence

NOVEMBER 21, 2024

The UAE provides a similar model to China, although less prescriptive regarding national security. The rest of the world: Light-touch or non-existent AI regulations India provides a model of how the rest of the world approaches AI, which aligns with the G7 model of voluntary compliance.

Consulting 120

Consulting Risk Risk Management Marketing 120

CIO Business Intelligence

OCTOBER 28, 2024

Whisper is not the only AI model that generates such errors. In a separate study, researchers found that AI models used to help programmers were also prone to hallucinations. This phenomenon, known as hallucination, has been documented across various AI models. With over 4.2

Risk 119

Risk Reporting Machine Learning Consulting 119

CIO Business Intelligence

DECEMBER 19, 2024

So far, no agreement exists on how pricing models will ultimately shake out, but CIOs need to be aware that certain pricing models will be better suited to their specific use cases. Lots of pricing models to consider The per-conversation model is just one of several pricing ideas.

Cost-Benefit 128

Cost-Benefit Modeling ROI Marketing 128

DataKitchen

APRIL 13, 2021

DataOps needs a directed graph-based workflow that contains all the data access, integration, model and visualization steps in the data analytic production process. ModelOps and MLOps fall under the umbrella of DataOps,with a specific focus on the automation of data science model development and deployment workflows.

Testing 300

Testing Machine Learning Consulting Data Quality 300

CIO Business Intelligence

NOVEMBER 1, 2024

Paul Beswick, CIO of Marsh McLennan, served as a general strategy consultant for most of his 23 years at the firm but was tapped in 2019 to relaunch the risk, insurance, and consulting services powerhouse’s global digital practice. Gen AI is quite different because the models are pre-trained,” Beswick explains.

IT 122

IT Insurance Consulting Risk 122

CIO Business Intelligence

APRIL 8, 2025

Rule 1: Start with an acceptable risk appetite level Once a CIO understands their organizations risk appetite, everything else strategy, innovation, technology selection can align smoothly, says Paola Saibene, principal consultant at enterprise advisory firm Resultant.

Risk Management 120

Risk Management Risk Management Business Objectives 120

CIO Business Intelligence

FEBRUARY 21, 2025

Boston Dynamics well known robotic dog Spot was among the first advanced robots, and most use machine learning (ML) pattern recognition models. Outlook on deployments Despite the ongoing hurdles, CIOs and consultants see promise for AI humanoid robots in manufacturing, warehousing, retail, hospitality, healthcare, and construction.

Manufacturing 125

Manufacturing Machine Learning Consulting Modeling 125

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

NOVEMBER 7, 2024

The status of digital transformation Digital transformation is a complex, multiyear journey that involves not only adopting innovative technologies but also rethinking business processes, customer interactions, and revenue models.

Digital Transformation 128

Digital Transformation Metrics Measurement Key Performance Indicator 128

CIO Business Intelligence

NOVEMBER 1, 2024

Paul Beswick, CIO of Marsh McLellan, served as a general strategy consultant for most of his 23 years at the firm but was tapped in 2019 to relaunch the risk, insurance, and consulting services powerhouse’s global digital practice. Gen AI is quite different because the models are pre-trained,” Beswick explains.

IT 105

IT Insurance Consulting Risk 105

CIO Business Intelligence

NOVEMBER 28, 2024

Unsurprisingly, more than 90% of respondents said their organization needs to shift to an AI-first operating model by the end of this year to stay competitive — and time to do so is running out. Offering value-added services on top of data, like analysis and consulting, can further enhance the appeal.

IT 130

IT Data Governance Risk Consulting 130

CIO Business Intelligence

OCTOBER 17, 2024

Caylent, an AWS cloud consulting partner, uses AI to write most of its code in specific cases, says Clayton Davis, director of cloud-native development there. The next evolution of the coding agent model is to have the AI not only write the code, but also write validation tests, run the tests, and fix errors, he adds.

Software 141

Software Testing Experimentation Consulting 141

CIO Business Intelligence

DECEMBER 5, 2024

John Gallant, CIO.coms Enterprise Consulting Director and Vito Mabrucco, NTT Corp. John Gallant, CIO.coms Enterprise Consulting Director and Vito Mabrucco, NTT Corp. New technologies, such as generative AI, need huge amounts of processing power that will put electricity grids under tremendous stress and raise sustainability questions.

Finance 131

Finance Consulting Technology Data Processing 131

CIO Business Intelligence

JANUARY 7, 2025

Steven Narvaez, IT consultant and former CIO of the City of Deltona, Fla., The class was modeled on an already successful in situ medical terminology class designed to help non-clinical staff understand healthcare terminology. IT was counseled to be sensitive to their use of technical terminology when addressing non-IT pros.

IT 124

IT Consulting Machine Learning Technology 124

CIO Business Intelligence

DECEMBER 30, 2024

Small language models and edge computing Most of the attention this year and last has been on the big language models specifically on ChatGPT in its various permutations, as well as competitors like Anthropics Claude and Metas Llama models. Take for example that task of keeping up with regulations.

ROI 141

ROI Software Modeling Interactive 141

O'Reilly on Data

MARCH 25, 2025

Throughout this article, well explore real-world examples of LLM application development and then consolidate what weve learned into a set of first principlescovering areas like nondeterminism, evaluation approaches, and iteration cyclesthat can guide your work regardless of which models or frameworks you choose. Which multiagent frameworks?

Testing 174

Testing Data-driven Software Measurement 174

CIO Business Intelligence

NOVEMBER 7, 2024

A public consultation launched alongside the tool will collect industry feedback to enhance its effectiveness. It would make more sense to pursue a direction where companies would actively document the existing devices, as well as provide guidance on the intended biases that should be in a specific model, Park added.

Risk 130

Risk Management Measurement Consulting 130

CIO Business Intelligence

DECEMBER 17, 2024

For AI models to succeed, they must be fed high-quality data thats accurate, up-to-date, secure, and complies with privacy regulations such as the Colorado Privacy Act, California Consumer Privacy Act, or General Data Protection Regulation (GDPR). Prioritize data quality and security. The same holds true for genAI. Track ROI and performance.

Experimentation 98

Experimentation ROI Risk Data Quality 98

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. But there’s a problem with it — you can never be sure if the information you upload won’t be used to train the next generation of the model. It’s not trivial,” she says.

Modeling 139

Modeling Enterprise Sales Marketing 139

CIO Business Intelligence

FEBRUARY 6, 2025

The hype around large language models (LLMs) is undeniable. Think about it: LLMs like GPT-3 are incredibly complex deep learning models trained on massive datasets. Even basic predictive modeling can be done with lightweight machine learning in Python or R. They leverage around 15 different models.

Unstructured Data 115

Unstructured Data Manufacturing Data Governance Sales 115

O'Reilly on Data

OCTOBER 12, 2021

Kevlin Henney and I were riffing on some ideas about GitHub Copilot , the tool for automatically generating code base on GPT-3’s language model, trained on the body of code that’s in GitHub. The model will certainly need to be re-trained from time to time. First, we wondered about code quality. Does code quality improve?

Testing 363

Testing Measurement Consulting Modeling 363

CIO Business Intelligence

OCTOBER 23, 2024

But despite a “slowing job market,” data shows a continued “pent-up demand for specific skills and roles,” says Thomas Vick, technology and hiring consulting expert at Robert Half, especially those that help support critical business goals.

Marketing 130

Marketing IT Digital Transformation Consulting 130

CIO Business Intelligence

FEBRUARY 26, 2025

AI agents are powered by gen AI models but, unlike chatbots, they can handle more complex tasks, work autonomously, and be combined with other AI agents into agentic systems capable of tackling entire workflows, replacing employees or addressing high-level business goals. Thats what Cisco is doing. Its a definite challenge, Avancini says.

IT 141

IT Enterprise Interactive Data Quality 141

O'Reilly on Data

MARCH 23, 2023

It’s important to understand that ChatGPT is not actually a language model. It’s a convenient user interface built around one specific language model, GPT-3.5, is one of a class of language models that are sometimes called “large language models” (LLMs)—though that term isn’t very helpful. with specialized training.

IT 348

IT Modeling Testing Risk 348

CIO Business Intelligence

OCTOBER 24, 2024

In some cases, the AI add-ons will be subscription models, like Microsoft Copilot, and sometimes, they will be free, like Salesforce Einstein, he says. Free the AI At the same time, most organizations will spend a small percentage of their IT budgets on gen AI software deployments, Lovelock says. CEO and president there.

IT 133

IT Data-driven Recreation/Entertainment Experimentation 133

O'Reilly on Data

OCTOBER 13, 2020

Similarly, in “ Building Machine Learning Powered Applications: Going from Idea to Product ,” Emmanuel Ameisen states: “Indeed, exposing a model to users in production comes with a set of challenges that mirrors the ones that come with debugging a model.”.

Management 314

Management Machine Learning Metrics Modeling 314

CIO Business Intelligence

DECEMBER 3, 2024

Until employees are trained, companies should consult with external AI experts as they launch projects, he says. CIOs can help identify the training needed , both for themselves and their employees, but organizations should be responsible for the cost of training, he says.

Strategy 132

Strategy Digital Transformation Machine Learning Consulting 132

CIO Business Intelligence

NOVEMBER 26, 2024

According to Boston Consulting Group (BGC) survey, artificial intelligence isn’t new, but broad public interest in it is. Governments like the UAE showcase robust AI engagement, with initiatives like the Falcon 2 AI model, designed to compete with Meta and Open AI. In the UAE, 91% of consumers know GenAI and 34% use these technologies.

Technology 85

Technology Data Architecture Consulting Data-driven 85

CIO Business Intelligence

JANUARY 8, 2025

As VP of cloud capabilities at software company Endava, Radu Vunvulea consults with many CIOs in large enterprises. For example, Mosaic recently created a data-heavy Mosaic GPT safety model for mining operations on Microsofts Bing platform, and is about to roll that out in a pilot.

Data Processing 139

Data Processing Optimization Modeling Enterprise 139

CIO Business Intelligence

APRIL 9, 2025

Now theyre adopting ways of integrating AI into their operations, says Dhriti Banerji, a project manager and founder at Higher Edge consultancy. Right now, we support 55 large language models, says Gonick. They took all the data for one years admitted students and ran it through the gen AI to see whom the model would select.

Interactive 108

Interactive Technology Statistics Consulting 108

O'Reilly on Data

SEPTEMBER 15, 2021

There was a lot of uncertainty about stability, particularly at smaller companies: Would the company’s business model continue to be effective? The greatest number of respondents worked in the software industry (20% of the total), followed by consulting (11%) and healthcare, banking, and education (each at 8%). Think about it.”

Machine Learning 363

Machine Learning Statistics Reporting Consulting 363

CIO Business Intelligence

APRIL 8, 2025

These strategies, such as investing in AI-powered cleansing tools and adopting federated governance models, not only address the current data quality challenges but also pave the way for improved decision-making, operational efficiency and customer satisfaction. When customer records are duplicated or incomplete, personalization fails.

Data Quality 102

Data Quality Data-driven Key Performance Indicator Metadata 102

CIO Business Intelligence

JANUARY 21, 2025

Data poisoning and model manipulation are emerging as serious concerns for those of us in cybersecurity. Attackers can potentially tamper with the data used to train AI models, causing them to malfunction or make erroneous decisions. Theres also the risk of over-reliance on the new systems.

Behavioral Analytics 122

Behavioral Analytics Data-driven Risk Insurance 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

DataKitchen

MAY 7, 2024

DataKitchen Training And Certification Offerings For Individual contributors with a background in Data Analytics/Science/Engineering Overall Ideas and Principles of DataOps DataOps Cookbook (200 page book over 30,000 readers, free): DataOps Certificatio n (3 hours, online, free, signup online): DataOps Manifesto (over 30,000 signatures) One (..)

Data Quality 161

Data Quality Testing Consulting Metrics 161

CIO Business Intelligence

NOVEMBER 6, 2024

Consulting giant Deloitte says 70% of business leaders have moved 30% or fewer of their experiments into production. For example, the Met Office is using Snowflake’s Cortex AI model to create natural language descriptions of weather forecasts. These issues mean many gen AI projects remain stuck at the prototyping stage.

Forecasting 133

Forecasting Risk Technology Strategy 133