CIO Business Intelligence

MARCH 4, 2025

These select choices can then be of high quality, well-supported, documented, maintained, secure, and reliable. Were consolidating all of our documentation into one platform across Block that is heavily integrated with AI to assist with search and content. Were very experimental and fast to fail, Coburn says.

Experimentation 69

Experimentation Metrics Data-driven Measurement 69

CIO Business Intelligence

JUNE 21, 2024

And it enables research teams to analyze legislation and policy documents in record time, delivering plans for proposed changes to these critical agencies in a day rather than weeks. By June 2024, MITREChatGPT offered document analysis and reasoning on thousands of documents, provided an enterprise prompt library, and made GPT 3.5

Experimentation 134

Experimentation Data mining Reporting Data Processing 134

CIO Business Intelligence

MARCH 12, 2024

Early use cases include code generation and documentation, test case generation and test automation, as well as code optimization and refactoring, among others. Junior developers are reporting the biggest productivity boosts, but this remains an area of active research and experimentation,” Tandon says.

Software 131

Software Experimentation Testing Cost-Benefit 131

CIO Business Intelligence

APRIL 12, 2024

Right now most organizations tend to be in the experimental phases of using the technology to supplement employee tasks, but that is likely to change, and quickly, experts say.

Experimentation 143

Experimentation Reporting Testing Statistics 143

CIO Business Intelligence

SEPTEMBER 18, 2024

Before we had this capability, every agent had to spend time post–customer call to document the issue and the resolution — the steps they took to close out the case,” says Kota, who will speak at a customer panel at Salesforce’s Dreamforce 2024 this week. Agents want to spend more time with customers rather than sitting and documenting.”

Digital Transformation 119

Digital Transformation Experimentation Sales Software 119

CIO Business Intelligence

MAY 9, 2024

Experimentation drives momentum: How do we maximize the value of a given technology? Via experimentation. This can be as simple as a Google Sheet or sharing examples at weekly all-hands meetings Many enterprises do “blameless postmortems” to encourage experimentation without fear of making mistakes and reprisal.

Enterprise 122

Enterprise Experimentation Sales Manufacturing 122

Ontotext

JANUARY 10, 2025

Through iterative experimentation, we incrementally added new modules refining the prompts. To ensure that our evaluation is robust to the unseen data, we created a common domain silver corpus of 250 most recent documents from Ontotext NOW corpus. Results on NOW corpus Prompt Model P R F1 F1 AIDA Latency Generic prompt GPT-4o 77 61.5

Informatics 59

Informatics Modeling Metadata Experimentation 59

AWS Big Data

DECEMBER 12, 2024

Some important considerations: For implementing dbt modeling on Athena, refer to the dbt-on-aws / athena GitHub repository for experimentation For implementing dbt modeling on Amazon Redshift, refer to the dbt-on-aws / redshift GitHub repository for experimentation.

Snapshot 87

Snapshot Recreation/Entertainment Experimentation Data Lake 87

DataRobot Blog

JANUARY 10, 2023

Data science teams of all sizes need a productive, collaborative method for rapid AI experimentation. This flexibility allows you to import your local code into the DataRobot platform and continue further experimentation using the combination of DataRobot Notebooks with: Deep integrations with DataRobot comprehensive APIs.

Experimentation 52

Experimentation Machine Learning Data Science Modeling 52

CIO Business Intelligence

OCTOBER 5, 2023

Sandeep Davé knows the value of experimentation as well as anyone. Davé and his team’s achievements in AI are due in large part to creating opportunities for experimentation — and ensuring those experiments align with CBRE’s business strategy. And those experiments have paid off.

Experimentation 130

Experimentation Strategy Machine Learning Interactive 130

CIO Business Intelligence

AUGUST 14, 2024

For many enterprises, Microsoft provides not just document and email storage, but also the root of enterprise identity for those data sources, as Vadim Vladimirskiy, CEO of software developer Nerdio, points out. If you pull your data from a document with no permission set on it, then there’s no information to be had,” he adds.

Enterprise 136

Enterprise Cost-Benefit Experimentation Modeling 136

CIO Business Intelligence

AUGUST 20, 2024

One way to do this is to ensure all digital transformation initiatives have documented vision statements and clearly defined business and end-user objectives when scheduling major deployments. CIOs should consider stepping into the conversation as facilitators when teams and stakeholders are at a standstill negotiating timelines and scope.

IT 141

IT Digital Transformation Experimentation Risk 141

CIO Business Intelligence

MARCH 19, 2025

An Agile and product management mindset is also necessary to foster an experimentation approach, and to move away from the desire to control data. After years of doing this, as simple as it sounds, the hardest message to sell internally is that documenting processes is critical to enterprise success with AI. Thats a critical piece.

Metrics 64

Metrics Enterprise Cost-Benefit Experimentation 64

Decision Management Solutions

MAY 12, 2021

When decisions are properly documented and developed with rigor, everyone gets smarter by understanding the complexities and flow of decision-making. By following this methodology and documenting business processes and decision-making in this way, you’ve already elevated your corporate IQ.

Experimentation 52

Experimentation Insurance Modeling Management 52

Sisense

SEPTEMBER 30, 2020

When creating a resource and community to help developers get the most out of your product, it’s important to empower them to contribute to developer documentation and not just have all your content coming from product or tech writers. Remember, the people who are writing documentation are not necessarily experts at visual design.)

Data Processing 52

Data Processing Experimentation Cost-Benefit Marketing 52

AWS Big Data

SEPTEMBER 5, 2024

It comes in two modes: document-only and bi-encoder. For more details about these two terms, see Improving document retrieval with sparse semantic encoders. Simply put, in document-only mode, term expansion is performed only during document ingestion. Bi-encoder mode improves performance but may cause more latency.

Metrics 110

Metrics Testing Experimentation Modeling 110

AWS Big Data

JUNE 11, 2024

Each index shard may occupy different sizes based on its number of documents. In addition to the number of documents, one of the important factors that determine the size of the index shard is the compression strategy used for an index. As part of an indexing operation, the ingested documents are stored as immutable segments.

Optimization 92

Optimization Experimentation Cost-Benefit Software 92

CIO Business Intelligence

MAY 1, 2024

Pilots can offer value beyond just experimentation, of course. McKinsey reports that industrial design teams using LLM-powered summaries of user research and AI-generated images for ideation and experimentation sometimes see a reduction upward of 70% in product development cycle times.

Cost-Benefit 143

Cost-Benefit Metrics Insurance Measurement 143

CIO Business Intelligence

JULY 1, 2024

By documenting cases where automated systems misbehave, glitch or jeopardize users, we can better discern problematic patterns and mitigate risks. Incident reporting can help AI researchers and developers to learn from past failures. Novel problems Without an adequate incident reporting framework, systemic problems could set in.

Reporting 129

Reporting Risk Management Experimentation Risk 129

IBM Big Data Hub

APRIL 21, 2020

Describing the breadth of IBM's leadership and experimentation in the data and AI space is no small task. IBM has been working with more than 200 production blockchain networks , thousands of regulatory documents and datasets across industries, and hundreds of AI research projects.

Experimentation 77

Experimentation Technology 77

CIO Business Intelligence

JANUARY 24, 2025

Engagement with leadership and upskilling for personnel help develop the conditions for AI innovation and experimentation to take place, she says. Like many companies, bp is also using genAI to extract information from documents, summarize meetings, and so on, freeing up office workers time for more strategic activities.

Digital Transformation 59

Digital Transformation B2B Testing Experimentation 59

Rocket-Powered Data Science

OCTOBER 16, 2020

Images, text, documents, audio, video and all the apps on your phone, all the things you search for on the internet? 5) Is your organizational culture ready for this (for data-informed decisions; an experimentation mindset; continuous learning; fail fast to learn fast; with principled AI and data governance)? (6) That’s data.

Digital Transformation 142

Digital Transformation Experimentation Data Science Data Strategy 142

CIO Business Intelligence

AUGUST 23, 2024

Like most enterprises, Bayer’s agricultural division will initially use AWS-based generative AI tools out-of-the-box to automate basic business processes, such as the production of internal technical documentation, McQueen says. Making that available across the division will spur more robust experimentation and innovation, he notes.

Data Science 101

Data Science Experimentation Testing Modeling 101

CIO Business Intelligence

APRIL 14, 2023

In fact, it’s likely your organization has a large number of employees currently experimenting with generative AI, and as this activity moves from experimentation to real-life deployment, it’s important to be proactive before unintended consequences happen.

Risk 122

Risk Experimentation Marketing Risk Management 122

CIO Business Intelligence

AUGUST 5, 2024

Some important steps that need to be taken to monitor and address these issues include specific communication and documentation regarding GenAI usage parameters, real-time input and output logging, and consistent evaluation against performance metrics and benchmarks. To learn more, visit us here.

Experimentation 124

Experimentation Risk Metadata Data-driven 124

CIO Business Intelligence

AUGUST 15, 2024

A virtual assistant may save employees time when searching for old documents or composing emails, but most organizations have no idea how much time those tasks have taken historically, having never tracked such metrics before, she says.

ROI 143

ROI Cost-Benefit Experimentation Deep Learning 143

CIO Business Intelligence

MAY 14, 2024

In many cases, additional documents are involved in the process, such as toxicology reports. A group of human abstractors would then read the multipage documents, pull out the relevant information and re-enter it into forms used by the state and the US Centers for Disease Control and Prevention.

Deep Learning 97

Deep Learning Machine Learning Reporting Experimentation 97

O'Reilly on Data

OCTOBER 13, 2020

Service Level Indicators, Objectives, and Agreements (SLIs, SLOs, and SLAs) are well-known, frequently used, and well-documented tools for defining the availability of digital services. SLOs can be useful for both paid and unpaid accounts, as well as internal and external customers.”.

Management 308

Management Machine Learning Metrics Modeling 308

DataRobot Blog

MARCH 16, 2023

This means they need the tools that can help with testing and documenting the model, automation across the entire pipeline and they need to be able to seamlessly integrate the model into business critical applications or workflows. Assured Compliance and Governance – DataRobot has always been strong on ensuring governance.

Experimentation 98

Experimentation Data-driven Modeling Metadata 98

AWS Big Data

AUGUST 21, 2023

Lexical search looks for words in the documents that appear in the queries. Background A search engine is a special kind of database, allowing you to store documents and data and then run queries to retrieve the most relevant ones. OpenSearch Service supports a variety of search and relevance ranking techniques.

Data Processing 98

Data Processing Visualization Experimentation Metrics 98

CIO Business Intelligence

MARCH 7, 2023

Vince Kellen understands the well-documented limitations of ChatGPT, DALL-E and other generative AI technologies — that answers may not be truthful, generated images may lack compositional integrity, and outputs may be biased — but he’s moving ahead anyway. Michal Cenkl, director of innovation and experimentation, Mitre Corp.

Enterprise 116

Enterprise IT Unstructured Data Experimentation 116

CIO Business Intelligence

NOVEMBER 21, 2023

Equally important is communicating with stakeholders how to onboard technology requests, sharing how departmental technology needs are prioritized, documenting stakeholder responsibilities when seeking new technologies, and providing the status of active programs.

IT 137

IT Risk Cost-Benefit Data Science 137

CIO Business Intelligence

FEBRUARY 7, 2024

We’ve seen an ongoing iteration of experimentation with a number of promising pilots in production,” he says. Samsara employees are applying these general-purpose assistants to a variety of use cases, like writing documentation and job descriptions, debugging code, or writing API endpoints.

KPI 105

KPI Measurement Experimentation Finance 105

Dataiku

MARCH 25, 2024

OBELICS is an open, massive, and curated collection of interleaved image-text web documents, containing 141 million English documents, 115 billion text tokens, and 353 million images, extracted from Common Crawl dumps between February 2020 and February 2023.

Visualization 132

Visualization Modeling Experimentation Testing 132

CIO Business Intelligence

DECEMBER 19, 2023

Create these six generative AI workstreams CIOs should document their AI strategy for delivering short-term productivity improvements while planning visionary impacts. If CIOs don’t improve conversions from pilot to production, they may find their investors losing patience in the process and culture of experimentation.

Digital Transformation 143

Digital Transformation Unstructured Data Machine Learning Risk Management 143

AWS Big Data

JANUARY 9, 2024

Lexical search In lexical search, the search engine compares the words in the search query to the words in the documents, matching word for word. Semantic search doesn’t match individual query terms—it finds documents whose vector embedding is near the query’s embedding in the vector space and therefore semantically similar to the query.

Visualization 113

Visualization Cost-Benefit Modeling Machine Learning 113

CIO Business Intelligence

APRIL 2, 2024

Joanne Friedman, PhD, CEO, and principal of smart manufacturing at Connektedminds, says orchestrating success in digital transformation requires a symphony of integration across disciplines : “CIOs face the challenge of harmonizing diverse disciplines like design thinking, product management, agile methodologies, and data science experimentation.

Management 140

Management Digital Transformation Testing Experimentation 140