DataRobot Blog

NOVEMBER 15, 2022

At the event, a financial services panel discussion shared why iteration and experimentation are critical in an AI-driven data science environment. With DataRobot , Sara has the ability to explain the models that her Data Science team is creating and can automatically generate the required compliance documentation.

Big Data 52

Big Data Experimentation Machine Learning Data-driven 52

DataRobot Blog

JANUARY 12, 2023

DataRobot provides a single, open, AI/ML platform and service that helps deliver fast, ROI-driven model experimentation and reliable production models. Data science teams have explainability and governance with one-click compliance documentation, blueprints, and model lineage.

Management 59

Management Data-driven ROI Data Science 59

IBM Big Data Hub

APRIL 18, 2024

While leaders have some reservations about the benefits of current AI, organizations are actively investing in gen AI deployment, significantly increasing budgets, expanding use cases, and transitioning projects from experimentation to production. A key trend is the adoption of multiple models in production.

Cost-Benefit 89

Cost-Benefit Manufacturing Modeling Interactive 89

CIO Business Intelligence

APRIL 9, 2025

This happens because proper governance creates the environment for analytics success, including data quality assurance, standardized definitions, clear ownership and documented lineage. Organizations are now moving past early GenAI experimentation toward operationalizing AI at scale for business impact.

Enterprise 102

Enterprise Analytics Experimentation Statistics 102

Corinium

APRIL 25, 2019

What do you recommend to organizations to harness this but also show a solid ROI? Whether eventual legislation will exactly mirror GDPR remains to be seen, I think there will be some experimentation at the State level as well as for specific verticals whose successes would point the way.

Insurance 150

Insurance Risk IoT Data-driven 150

Occam's Razor

AUGUST 22, 2011

Convert Data Skeptics: Document, Educate & Pick Your Poison. Customer Lifetime Value ROI, Buzz Monitoring, Click Fraud. PPC / SEM Analytics: 5 Actionable Tips To Improve ROI. Google Analytics Maximized: Deeper Analysis, Higher ROI & You. Build A Great Web Experimentation & Testing Program. Got Surveys?

KPI 125

KPI Metrics Measurement ROI 125

CIO Business Intelligence

FEBRUARY 19, 2025

If 2023 was the year of experimentation with gen AI, 2024 was when companies zeroed in on use cases and started putting pilot projects into production. In a survey of 2,300 IT decision makers that IBM released in December, 47% say theyre already seeing ROI from their AI investments, and 33% say theyre breaking even on AI.

ROI 137

ROI Marketing Sales Software 137

CIO Business Intelligence

OCTOBER 10, 2024

On the one side, Forrester recently warned organizations not to look for AI ROI too soon, because they could miss out on AI’s benefits. For example, a retrieval-augmented generation (RAG) AI document search project can cost up to $1 million to deploy, with recurring per-user costs of up to $11,000 a year, according to Gartner.

ROI 135

ROI Experimentation Cost-Benefit Metrics 135

CIO Business Intelligence

JANUARY 8, 2025

Measurement of value and focus on short-term ROI could be another deterrent factor for a successful digitalization initiative. Support and encourage experimentation A culture of innovation cannot be built with an attitude of antagonism or aversion towards experimentation.

Experimentation 111

Experimentation Digital Transformation Cost-Benefit ROI 111

CIO Business Intelligence

JANUARY 15, 2025

In the survey, gen AI leaders are 33% more likely to report revenue increases of 10% or more driven by gen AI, and see substantial efficiency gains as well, reporting ROI for gen AI projects related to improving back office processes, individual productivity, engineering and developer productivity, and sales and marketing. Thats not smart.

Cost-Benefit 141

Cost-Benefit ROI Reporting Software 141

CIO Business Intelligence

FEBRUARY 5, 2025

Half of CFOs say they plan to cut AI funding if it doesnt show measurable ROI within a year, according to a global survey from accounts payable automation firm Basware, which included 400 CFOs and finance leaders. CIOs are under pressure to validate AI investments and assure CFOs of a clear path of implementation that will ensure ROI.

Cost-Benefit 117

Cost-Benefit ROI Metrics Measurement 117

CIO Business Intelligence

FEBRUARY 12, 2025

If you really want to get the value of AI and scale experimentation, you have to combine it with your citizen development strategy. As with any other tools with consumption-based pricing, IT teams will also want to know about usage and adoption, and managers will want to look at what that delivers for the business to understand ROI.

Experimentation 111

Experimentation Cost-Benefit Risk Insurance 111

Ontotext

DECEMBER 6, 2024

Building a RAG prototype is relatively easy, but making it production-ready is hard with organizations routinely getting stuck in experimentation mode. In the process of chasing “RAG everything or plugging LLM integration everywhere into everything, organizations often lose sight of the high compute and low ROI of traditional RAG.

Modeling 59

Modeling Cost-Benefit Experimentation Optimization 59

O'Reilly on Data

APRIL 15, 2025

Error analysis: the single most valuable activity in AI development and consistently the highest-ROI activity. For real estate queries, you need the property details and source documents right there. They treat evaluation criteria as living documents that evolve alongside their understanding of the problem space.

Experimentation 299

Experimentation Testing Metrics Measurement 299