Training Example: IBM – Review the Data, Give Your Score & Compare to the Real AI Evaluation

Current London 2026, 19–20 May
Join this leading data streaming event, featuring the inaugural Confluent Partner Summit London, where real-time technology leaders and developers share insights and best practices. Claim your complimentary Partner Code: L-PAR-GSI-IBM

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[H1]

IBM at Dublin Tech Summit 2026

Meet IBM watsonx Orchestrate: The single solution to orchestrate AI agents and workflows

Discover more

IBM watsonx Orchestrate Agent AI demo

[H5] Recommended for you

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Free Trial
Experience the full power of IBM Bob: Get 40 Bobcoins for 30 days

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Webinar On‑Demand
Accelerating Finance with Agentic IT Automation

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Event
Accelerating Business Transformation

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Live Webinar
Crypto-Agility in a Quantum Age: A Strategic Briefing for EMEA Business Leaders

[H2]
Smarter business. Real impact.

[IMG: Ferrari logo]

[IMG: Avid Solutions logo]

[IMG: Pfizer logo]

[H3] Scuderia Ferrari HP

The Ferrari brand is fueled by a relentless drive to innovate. They’re constantly evolving, testing new ideas and striving for peak performance. It’s this shared value of continuous innovation that makes the collaboration between Ferrari and IBM so powerful. To make that vision a reality, the F1 team partnered with IBM Consulting® to completely reimagine their mobile app.

2x
increase in daily active users

35%
increase in average time spent in-app

Learn how Ferrari puts race day in your pocket

[IMG: 2026 Scuderia Ferrari HP Formula 1 race car, rear view]

[H3] Avid Solutions

To help reduce errors and alleviate operational burdens, Dr. Adams and his team started using the IBM® watsonx Orchestrate solution to automate repetitive tasks undertaken by employees such as customer service representatives, project managers and accountants. The workstreams they have started optimizing include customer onboarding, project management and expense reporting.

25%
reduction in the time it takes to onboard new customers

10%
reduction in errors caused by manual project management processes

Learn how Avid Solutions is lightening their teams' workloads

[IMG: Female looking over plants with Avid Solutions logo]

[H3] Pfizer

Pfizer needed the ability to scale up to run large SAP workloads. To accomplish this goal, the company selected the IBM® Power® solution as its mission-critical server platform for SAP applications and their supporting databases, as well as related business systems for track and trace, invoicing and more.

93%
database reduction from SAP ECC 6.0 to SAP S/4HANA

20%
cost avoidance forecasted for new projects

Explore how Pfizer is digitally transforming to help save lives

[IMG: Pfizer + IBM logos over 3d render of blue molecules]

[H2]

Lead in the AI era with IBM

From next-generation AI to cutting-edge software, our deep expertise across industries can help you reinvent how your business works in the age of AI.

AI agents

Automate your complex workflows with AI agents and assistants

Data for AI

Access, integrate, govern and secure all your enterprise data from one place—wherever it resides

Automation

Discover how automation solutions increase productivity while managing costs

Hybrid cloud

Manage your hybrid cloud environment to run workloads where and when you need them

AI models

Get started with cost-efficient AI models, tailored for business and optimized for scale

Analytics

Support data-driven decisions for your business

Security and identity

Secure hybrid cloud and AI with data and identity-centric cybersecurity solutions

Consulting

Engage with IBM Consulting® to design, build and operate high-performing businesses

Inside IBM

Our company

Explore IBM history and culture of putting technology to work in the real world.

About IBM

Our history

Our innovations

Visit the IBM lab and see what’s in store for the future of computing.

IBM Research®

Quantum computing

Our people

See what it takes to become an IBMer or build your skills with our educational courses.

Become an IBMer

Start learning

[H2]
Stay connected

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Current London 2026, 19–20 May
Join this leading data streaming event, featuring the inaugural Confluent Partner Summit London, where real-time technology leaders and developers share insights and best practices. Claim your complimentary Partner Code: L-PAR-GSI-IBM

Register now

[H1]

IBM at Dublin Tech Summit 2026

Meet IBM watsonx Orchestrate: The single solution to orchestrate AI agents and workflows

Discover more

IBM watsonx Orchestrate Agent AI demo

[H5] Recommended for you

[IMG: IBM Bob]

Free Trial
Experience the full power of IBM Bob: Get 40 Bobcoins for 30 days

[IMG: Illustration of abstract texture with blue squares]

Webinar On‑Demand
Accelerating Finance with Agentic IT Automation

[IMG: Diagram of overlapping rectangles with colored dots connected by black, red, blue, and teal lines]

Event
Accelerating Business Transformation

[IMG: Lavender translucent rounded square with a square cutout center]

Live Webinar
Crypto-Agility in a Quantum Age: A Strategic Briefing for EMEA Business Leaders

[H2]
Smarter business. Real impact.

[IMG: Ferrari logo]

[IMG: Avid Solutions logo]

[IMG: Pfizer logo]

[H3] Scuderia Ferrari HP

The Ferrari brand is fueled by a relentless drive to innovate. They’re constantly evolving, testing new ideas and striving for peak performance. It’s this shared value of continuous innovation that makes the collaboration between Ferrari and IBM so powerful. To make that vision a reality, the F1 team partnered with IBM Consulting® to completely reimagine their mobile app.

2x
increase in daily active users

35%
increase in average time spent in-app

Learn how Ferrari puts race day in your pocket

[IMG: 2026 Scuderia Ferrari HP Formula 1 race car, rear view]

[H3] Avid Solutions

To help reduce errors and alleviate operational burdens, Dr. Adams and his team started using the IBM® watsonx Orchestrate solution to automate repetitive tasks undertaken by employees such as customer service representatives, project managers and accountants. The workstreams they have started optimizing include customer onboarding, project management and expense reporting.

25%
reduction in the time it takes to onboard new customers

10%
reduction in errors caused by manual project management processes

Learn how Avid Solutions is lightening their teams' workloads

[IMG: Female looking over plants with Avid Solutions logo]

[H3] Pfizer

Pfizer needed the ability to scale up to run large SAP workloads. To accomplish this goal, the company selected the IBM® Power® solution as its mission-critical server platform for SAP applications and their supporting databases, as well as related business systems for track and trace, invoicing and more.

93%
database reduction from SAP ECC 6.0 to SAP S/4HANA

20%
cost avoidance forecasted for new projects

Explore how Pfizer is digitally transforming to help save lives

[IMG: Pfizer + IBM logos over 3d render of blue molecules]

[H2]

Lead in the AI era with IBM

From next-generation AI to cutting-edge software, our deep expertise across industries can help you reinvent how your business works in the age of AI.

AI agents

Automate your complex workflows with AI agents and assistants

Data for AI

Access, integrate, govern and secure all your enterprise data from one place—wherever it resides

Automation

Discover how automation solutions increase productivity while managing costs

Hybrid cloud

Manage your hybrid cloud environment to run workloads where and when you need them

AI models

Get started with cost-efficient AI models, tailored for business and optimized for scale

Analytics

Support data-driven decisions for your business

Security and identity

Secure hybrid cloud and AI with data and identity-centric cybersecurity solutions

Consulting

Engage with IBM Consulting® to design, build and operate high-performing businesses

Inside IBM

Our company

Explore IBM history and culture of putting technology to work in the real world.

About IBM

Our history

Our innovations

Visit the IBM lab and see what’s in store for the future of computing.

IBM Research®

Quantum computing

Our people

See what it takes to become an IBMer or build your skills with our educational courses.

Become an IBMer

Start learning

[H2]
Stay connected

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Take the next step

Take control of your AI agent ecosystem. Book a meeting to see watsonx Orchestrate in action.

Try it free for 30 days

IBM Dev Day: Bob Edition
Dive deep with AI experts. April 30 - May 3, 2026

Hybrid, open and responsible by design—personalized to your environment and proven for enterprise scale

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[H2]

Connect your hybrid world

Today’s hybrid companies run thousands of applications and data sources across multiple clouds—creating disconnected innovation, data without context and rising security and governance risks. IBM® Software is the only hybrid intelligence portfolio built to make your systems work together, not just side by side. Our software connects applications, agents and data wherever they live, minimizing costly migration and refactoring by working seamlessly across your environments to get more from existing investments and evolve over time. 

Turning complexity into advantage

Hybrid

Run workloads seamlessly across clouds and on-premises systems, connecting environments for agility, cost control, resilience and trusted governance.

Open

Designed with multiple open source standards and partner integrations to give you greater reliability of your AI, flexibility and zero lock-in across your technology estate.

Responsible

Embedded security, governance, cost efficiency and observability from day zero, so organizations can scale AI and hybrid operations with trust and compliance.

[H2]
Built to lead in a changing market

[H3] Recognized by analysts

[H3]

[H3]
AI productivity

2025 Magic Quadrant for Data Science and Machine Learning​2025 Magic Quadrant for Cloud Financial Management Tools

[H3]
Data management

2024 Magic Quadrant for Data Integration Tools2024 Magic Quadrant for Cloud Database Management Systems

[H3]
Security and governance

2025 Magic Quadrant for Data and Analytics Governance Platforms​2024 Magic Quadrant for Access Management

[H3]
Integration and resilience

2025 Magic Quadrant for API Management​2025 Magic Quadrant for Container Management (Red Hat)​2025 Magic Quadrant for Observability Platforms

[H3]
Hybrid infrastructure management

2025 Magic Quadrant for Service Orchestration and Automation Platforms​2025 Magic Quadrant for Process Mining Platforms​2025 Magic Quadrant Cloud Native Application Platforms (Red Hat)

[H3] Chosen by customers

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[H2]

Explore IBM Software

To turn growing complexity into opportunity, organizations need a way to connect, govern and scale intelligence across their entire hybrid environment.​
Built as a hybrid, open, responsible system, IBM Software connects data, infrastructure, applications and clouds across five core pillars, helping organizations maximize returns from existing investments. Embedded enterprise generative AI and partnerships with leading model providers deliver greater flexibility and efficiency across the portfolio.

[IMG: Diagram displaying IBM Software and its relation with intelligent apps, data and infrastructure]

AI productivity

Data management

Security and governance

Integration and resilience

Hybrid infrastructure management

[H2]

IBM AI productivity

[H3] Automate the busy work, accelerate the business

Turn fragmented AI into measurable business value in weeks, not years—with an open, hybrid and responsible orchestration layer that unifies agents, automations and workflows to drive secure, enterprise-wide productivity.

IBM watsonx Orchestrate
IBM watsonx Orchestrate® acts as a multi-agent, multi-tool supervisor, orchestrating agents built with any technology—IBM, third-party or open source—alongside workflows, automations and data systems.

Explore IBM watsonx Orchestrate

IBM Bob
IBM Bob goes beyond code generation, by using agentic workflows to automate upgrades, vulnerability fixes, testing and pipeline compliance across the software development lifecycle.

Explore IBM Bob

Learn more about IBM AI productivity software

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[H2]

IBM data management

[H3] Build the foundation for smarter, trusted and scalable AI​

Rapidly unlock reliable, cost-efficient AI and analytics through IBM’s Converged Data Foundation—an open, hybrid and responsibly governed architecture that unifies data across every cloud and system. By automating data integration, enriching context with intelligence and enforcing trusted, policy-driven access, clients accelerate time to value, increase AI adoption, improve decision quality and demonstrate fast, measurable business transformation.

IBM watsonx.data
IBM watsonx.data® enables scaling analytics and AI with all your data, wherever it resides, through an open, hybrid and governed data store.

Explore IBM watsonx.data

Learn more about IBM data management software

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[H2]

IBM security and governance

[H3] Unify security and compliance to protect your most critical data

Embed trust, security and transparency into every part of your operation, across data, applications and AI, so you can innovate fast and with confidence.​ Ensure every layer—data, models and access—is governed and secured so companies can scale AI confidently without compromising compliance or control.

IBM watsonx.governance
IBM watsonx.governance® tracks which models are used, by whom, for what purpose and at what cost—giving leaders visibility into risk, bias and compliance that no other vendor matches.

Explore IBM watsonx.governance

IBM Vault
IBM Vault® provides machine identity management by encrypting sensitive data and gating access based on identity. With Vault, you can centrally define trusted identities, enforce policy and secure secrets, certificates, keys and data.

Explore IBM Vault

Learn more about IBM security and governance software

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[H2]

IBM integration and resilience

[H3] Automate resilience and connect applications, agents and operations with intelligence at scale

Accelerate innovation, streamline operations and improve resilience with AI-powered automation across apps, workflows, networks and infrastructure in your hybrid cloud. AI analyzes data, predicts needs and automates tasks to drive smarter decisions and maximize return on investment (ROI), while also providing a secure foundation for deploying agents across the enterprise.

IBM webMethods Hybrid Integration
IBM webMethods® Hybrid Integration offers a unified iPaaS for agents, LLMs, apps, APIs, B2B and data, scaling agility across locations, environments and teams.

Explore IBM webMethods Hybrid Integration

IBM Concert
IBM Concert® helps organizations automate IT resilience by unifying data, identifying risk early and driving prioritized actions to keep hybrid environments running reliably.

Explore IBM Concert

Learn more about IBM integration and resilience software

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[H2]

IBM hybrid infrastructure management

[H3] Do hybrid cloud right​

IBM hybrid infrastructure management brings together infrastructure automation, security-by-design, financial accountability and operational insight to help organizations standardize how infrastructure is built and trusted across any environment. This lifecycle-driven approach enables teams to move faster without increasing risk, modernize with confidence and realize measurable returns from hybrid and AI investments.

IBM Terraform
IBM Terraform® enables you to automate infrastructure provisioning and management through a systematic platform approach. Infrastructure and policies are codified, shared, versioned and executed within a standardized, consistent workflow across all infrastructure, from cloud services to on-premises data centers.

Explore IBM Terraform

IBM Cloudability
IBM Cloudability® maximizes the business value returned from your cloud investments by bringing visibility and financial accountability to the variable, consumption-based expense model of public cloud.

Explore IBM Cloudability

Learn more about IBM hybrid infrastructure management software

[IMG: 3D render of artificial intelligence and automation flat tiles, with colorful icons in shades of blue and purple]

[H2]
Accelerating time to value

[IMG: Ferarri logo]

[IMG: Lockheed Martin logo]

[IMG: Deutsche Telekom logo]

[IMG: Lewis Hamilton]

[H3] Scuderia Ferrari

Ferrari partnered with IBM to transform its fan app into a global, real-time digital experience without replacing its existing tech stack. Within five months, Ferrari doubled daily active users and delivered a secure, scalable platform that personalizes content in real time. This improvement showcased IBM’s ability to drive rapid, responsible innovation on an open hybrid cloud foundation.

2x
increase in daily active users

35%
increase in average time spent in-app

Read the case study

[IMG: 3D render of airplane set in motion by Lockheed Martin data.]

[H3] Lockheed Martin

Lockheed Martin partnered with IBM to overcome fragmentation across dozens of legacy AI tools and data silos. A new data foundation powered the Lockheed Martin AI Factory, enabling 10,000 engineers to build and deploy large-scale AI solutions quickly. Once validated, the AI Factory was scaled across all legacy systems, reducing AI tool sprawl by 50% and establishing a secure, governed platform for enterprise-wide efficiency and innovation.

46
data systems and tools replaced with one integrated platform

50%
reduction in data and AI tools

Read the case study

[IMG: Top view of a man working on a telecommunications tower]

[H3] Deutsche Telekom

Deutsche Telekom partnered with IBM to automate patch management across its complex hybrid IT environment, reducing risk and improving efficiency. AI-driven recommendations cut median patch time from 80 hours to just 8, lowering costs and boosting resilience. Within months, Deutsche Telekom scaled this secure, governed model enterprise-wide, achieving 10 times faster patching and creating a trusted, self-sustaining foundation for secure, agile operations on an open hybrid AI platform.

78%
reduction in "median time to patch"

10x
improvement during the successful pilot implementation

Read the case study

[IMG: Bearded man with glasses on, using a laptop for work in a modern office setting]

[H3] Samsung SDS

Samsung SDSA partnered with IBM to gain visibility and control over rising cloud costs on AWS. Within six months, the company achieved 11% cost savings across 86 AWS accounts and projected an additional USD 400,000 in savings. This improvement transformed reactive cost management into a proactive, automated FinOps strategy that aligns cloud expense directly to business value.

11%
reduced expense across 86 AWS accounts

USD 400K
expected savings through auto rightsizing

Read the case study

Take the next step

Accelerate innovation by using your environment, your tools, on any cloud, with confidence, wherever you are in your journey. ​Get hands on with our technical experts to deliver immediate value.

Explore our webinars

[H5]

Footnotes

* Gartner does not endorse any vendor, product or service depicted in its research publications and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner research publications consist of the opinions of Gartner’s research & advisory organization and should not be construed as statements of fact. Gartner disclaims and warranties, expressed or implied, with respect to this research, including any warranties of merchantability or fitness for a particular purpose.

Designing for customer engagement
Learn how AI agents simplify service and speed delivery

Automate your complex workflows with AI agents and assistants

Read: AI agents in the real world

Playbook: Realizing ROI with agentic AI

[H2]
Built to get more ROI for your business

[H3] Because your AI agents are only as productive as the technology behind them

IBM's AI agents can integrate with your existing data and applications to get work done. Boost productivity across your enterprise with AI agents that can plan, execute, and validate multi-step workflows, freeing your teams from repetitive tasks as well as complex modernization and integration processes to focus on strategic, transformative work.

Empower HR teams to focus on people, not processes

Automate routine tasks, integrate fragmented systems and free professionals to focus on employee engagement, performance and growth.

Put the focus back on selling with AI agents that handle the rest

Streamline prospecting, enrich CRM data and deliver real‑time insights so sellers can close faster with cleaner pipelines.

Deliver improved customer support at scale

Orchestrate inquiries, connect systems and provide real‑time insights to deliver faster, more personalized customer support across channels.

Build resilient, cost‑efficient supply chains with AI

Systematize procurement and compliance tasks, accelerate decisions and reduce risk to deliver a more efficient and resilient supply chain.

[H2]

Related products

Create breakthrough productivity with one of the industry’s most comprehensive set of capabilities for helping businesses build, customize and manage AI agents and assistants.

[IMG: Two persons look intently and signal to large interface on front showing watsonx Orchestrate welcome screen and prompt reading “Orchestrate my workflow using”]

Featured product
Build, deploy and manage AI agents and assistants to automate and accelerate your work

Learn more about IBM watsonx Orchestrate

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IBM watsonx.governance

Unsupervised agents are risky. IBM watsonx.governance helps monitor behavior, evaluate performance with RAG-based metrics, track experiments, and streamline tool selection—so you can govern agents with confidence.

Govern your agents

[IMG: Switch seamlessly between modes or create custom modes for workflows tailored to your team’s needs.]

IBM Bob

Streamline software delivery by using AI that understands how code changes ripple across systems to modernize and prevent issues early.

Boost coding efficiency

[IMG: watsonx Code Assistant use cases 1:1 ratio]

IBM watsonx.ai

Develop, run and manage custom AI applications faster and easier with an integrated, collaborative, end-to-end and secure enterprise-grade developer studio.

Tailor your apps

[IMG: Flat-style resources illustration for IBM Verify]

Agentic AI identity management

Secure AI agents with unified identity, governed delegation, and controlled access, enforced in real time with audit‑ready accountability.

Secure agent identity

[H2]

IBM Technology Summit | Agent Ops and responsible AI
Watch the on-demand replay to discover how to operate agentic AI responsibly at scale—while balancing performance, cost, and risk.

Watch the replay

[H2]

Relevant services

Turn AI agents into enterprise results.
IBM Consulting partners with organizations to design, build and scale trusted AI solutions that align strategy, data and governance for measurable business impact.

Learn more

[H2]
Resources

[IMG: Description: Person works at desk as colorful layered AI icons and dark interface cards labeled with agent‑related questions appear over the scene]

For business leaders
Scale AI agents to boost productivity and growth

Learn how to scale AI

[IMG: Woman working on laptop]

HR transformation
Transforming HR support with agentic AI

Learn about AskHR

[IMG: UFC logo - black]

Fan engagement at scale
Boosting fan engagement with AI-powered insights

Explore the story

[IMG: Person with headphones fitted around their neck, looking at smartphone and smiling]

Client success
How AI improved fan engagement and operations

See the business impact

Take the next step

Learn how to boost productivity with watsonx Orchestrate.

Start trial

Build trusted AI on a real-time data foundation
Power Agentic AI and drive decision-making with data that is real‑time, trusted, and contextual.

Learn how

You already have the data needed to power AI. Make it connected, trustworthy and actionable—so analytics and AI agents yield business value.

Get the guide—build AI-ready data

[H2]

If data isn’t ready to act on, AI can’t deliver

Most organizations already have the data they need—but it’s spread across systems, formats and environments. Data arrives at different speeds, lacks shared context and is governed inconsistently, leaving AI and analytics running on incomplete, outdated or untrustworthy information.
Making data AI‑ready requires more than access. It requires an AI data solution that connects data across sources, enriching it with business context and making it available when insights and decisions are needed. Structured and unstructured data need to work together, and governance needs to be built in—not bolted on.
A unified data foundation spans hybrid environments, brings together data at rest and in motion and integrates with existing systems. When in place, it helps organizations turn what they already have into AI‑ready assets that power analytics, AI and AI agents at scale. No rip and replace required.

View: 3 priorities you can’t ignore

Access data across your hybrid estate

Connect, enrich and activate structured and unstructured data across multicloud and on‑prem environments. Give analytics, AI and AI agents the business context required to deliver meaningful results.

Integrate data at rest and in motion

Combine batch processing and streaming data across systems and applications so that analytics and AI work with timely, relevant information—not just historical data.

Govern across the data lifecycle

Embed governance, lineage and policy enforcement throughout the data lifecycle. Scale quality, privacy and access controls consistently across teams, workflows and AI use cases without added friction.

Modernize without starting from scratch

Open, interoperable technologies integrate with existing systems. Evolve data and AI strategies across engines and environments without costly migrations or platform lock‑in.

[H2]

Data capabilities that work together seamlessly

Turning enterprise data into AI‑ready assets requires capabilities that work together across integration, governance, management and AI development. IBM® Data and AI products bring those capabilities together with an open-source data and AI solution. Now it’s possible to activate data across hybrid environments, scale governance and support analytics, AI and AI agents without replatforming or vendor lock-in.

IBM watsonx.data
Unify access to structured and unstructured data with IBM® watsonx.data®, the open, hybrid data foundation built for performance and AI readiness.

Explore watsonx.data

IBM watsonx.data integration
Simplify data delivery by using AI agents to create pipelines for batch, streaming and replication across hybrid environments—empowering your teams.

Explore watsonx.data integration

IBM Confluent
Stream, connect, process and govern data in real time with the private cloud platform, designed by the creators of Apache Kafka, that’s now part of IBM.

Explore IBM Confluent

IBM watsonx.data intelligence
Use AI-powered discovery, metadata management and automation tools to make data easier to find, understand and trust across your enterprise.

Explore watsonx.data intelligence

IBM watsonx.governance
Centralize governance and apply responsible AI policies to keep data and data sources secured, compliant and auditable across your ecosystem.

Explore watsonx.governance

IBM Guardium
Protect your sensitive data across hybrid and multicloud environments with IBM Guardium® advanced security and monitoring software.

Explore Guardium

Relevant services

[H3]
Data and AI consulting services

Design and implement AI‑ready data foundations that support analytics, AI and AI agents across hybrid environments.

Explore IBM’s data and AI consulting services

[IMG: Person standing and addressing seated people in a meeting room, with charts in the background]

[H3]
Data and analytics consulting services

Unearth insights faster with data analytics solutions tailored to your business goals and datasets.

Explore IBM’s Data and analytics consulting services

[IMG: Two people sitting across from each other in a small booth workspace, using a laptop and talking.]

[H3]
Data and AI security consulting services

Safeguard critical data assets with enterprise-grade security services and proactive risk management.

Explore IBM’s data and AI security consulting services

[IMG: Group standing around a table during a meeting, one person presenting papers, with laptops and a whiteboard covered in notes behind them]

[H3]
AI governance consulting services

Establish responsible generative AI practices with governance models that help ensure compliance and trust.

Explore IBM’s AI governance consulting services

[IMG: Open office with people working at desks while two people stand by a whiteboard with notes and diagrams in the center]

[H2]

Resources

[IMG: Colorful circular icons and stacked discs arranged in a ring around a central purple circle on a light background]

Report

Turn data into business insights. A new global survey of 1,700 CDOs reveals a set of nonnegotiables for C-suite leaders in the race for AI outcomes.

[IMG: Colorful circular icons and stacked discs arranged in a ring around a central purple circle on a light background]

Guide

Discover how a unified, AI-powered data integration strategy can help you move faster, reduce complexity and deliver value for AI and analytics.

[IMG: Angled stack of layered circular discs in blue, teal, and purple, separated by transparent panels on a light background]

Analyst report

IBM is named a Leader for the 20th year in a row in the 2025 Gartner® Magic Quadrant™ for Data Integration Tools.

[IMG: Grid of rounded tiles with colorful app-style icons, including a highlighted clipboard, camera, paper plane, charts, clock, and symbols]

Blog entry

See how Wikipedia’s knowledge base was prepared for LLMs and AI developers by connecting structured and unstructured data at scale.

[IMG: Curved paths with stacked circular app icons and symbols, including clipboard, envelope, tag, and dashboard tiles on a light grid background]

Analyst report

IBM is named a Leader in the 2025 Gartner Magic Quadrant for Metadata Management Solutions.

[IMG: Gartner Logo]

Analyst report

IBM is named a leader in the 2025 Gartner Magic Quadrant for Data and Analytics Governance Platforms.

Take the next step

Explore how a modern data and AI foundation can help you connect, govern and activate enterprise data across hybrid environments. Get expert guidance tailored to your needs or take a hands‑on approach and see how the platform works in practice.

Talk to an expert about a use case

Try watsonx.data for free