AI & Machine Learning Research Service

ABI Research’s Artificial Intelligence (AI) and Machine Learning (ML) market intelligence service horizontally assesses the opportunities created by AI-related technology, linking the hardware and software technology stacks across the entire value chain—from embedded to data center.

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AI & Machine Learning Coverage Areas

Our extensive coverage of AI/ML includes data, qualitative trend analysis, forecasts, and benchmark and analysis reports. We consult tech vendors (across the supply chain) and end users on the key technical and business factors that are essential for shaping AI and ML market activity, business models, and GTM strategies. From embedded compute to AI data centers, this includes semiconductor innovations, technologies, and platforms as-a-Service, software licensing, and end applications. We also provide technology implementers with authoritative advisory services on their GTM, accounting for various AI/ML applications and use cases to leverage for streamlined industrial and business processes as AI technology becomes democratized.

Our approach to AI/ML market research is use case-centric and tightly coupled with technology implementation. Aside from verticals with existing AI implementations, such as consumer electronics and robotics, we also track AI/ML deployments in retail, manufacturing, energy, automotive, public safety, and telecommunications. Special attention is dedicated to edge AI solutions.

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Machine Learning (ML)
Artificial Intelligence (AI)
Agentic AI
Generative Artificial Intelligence (Gen AI)
Data & predictive analytics
Embedded AI compute in consumer & industrial
Data center infrastructure: compute, cooling, networking, power
Analysis of edge AI versus cloud AI
Algorithms and hardware technologies segmentation
Analysis of AI tools and Software Development Kits (SDKs)
AI/ML hot technology innovators

Edge AI/ML
Market segmentation and taxonomy of AI/ML use cases and applications
Different implementation approaches of AI/ML
AI/ML business models and GTM strategies
AI/ML use cases in the telecoms industry
AI/ML use cases in the manufacturing industry
AI/ML use cases in the consumer market
AI/ML use cases in the IoT market
The role of open source in shaping new applications and business models
Emerging trends in speech/image recognition, machine vision, natural language processing, generative and creative adversarial networks, automated reasoning and security applications

AI & Machine Learning Research Powers Technology Innovation & Implementation

For Innovators

Identify emerging use cases across end markets, such as AI vision models, Gen AI, and agentic systems.
Highlight differentiation opportunities for vendors addressing embedded compute, on-premise deployments, and AI data centers.
Monitor regulatory and sovereignty trends to inform how the rapidly changing AI regulatory space influences business decisions.
Provide actionable insights into market developments for informed and balanced analysis of significant events, such as the DeepSeek moment and major trade show announcements.
Connect AI trends to adjacent innovations in compute silicon, networking, distributed computing, and developer platforms.

For Implementers

Shape GTM strategy development by analyzing successful AI partnerships, distribution models, and messaging, tightly coupled with awareness of business outcomes.
Support strategists with detailed analyses of diverse business models, vendor profiles, and partnerships.
Inform emerging technology roadmaps with insights into industry pain points, successful partnerships, and important use cases.
Analyze competitive positioning across embedded compute vendors, AI server Original Equipment Manufacturers (OEMs), AI developer platforms, and other stakeholders.

Our AI & Machine Learning Research Helps Solve Real Business Challenges For Key Stakeholders

What challenges can we help you solve?

Identify underlying trends that affect future compute demand

Unify market intelligence across the AI data center value chain

Assess incumbent versus challenger strategies and GTM models

What key questions can we help you answer?

How are business models changing to address the demand for AI compute?

What are the cooling and power requirements?

What challenges can we help you solve?

Evaluate future demand for AI accelerators, including GPUs, ASICs, and FPGAs

Inform key workloads shaping future silicon demand

Gain broad visibility into the semiconductor competitive landscape

Understand the challenge posed by startup AI silicon vendors

What key questions can we help you answer?

Which workloads and industries are driving demand for AI compute?

How should chip vendors position themselves for on-device AI compute versus cloud?

How does AI inference and training shape processor architecture and performance requirements?

Meet The Analysts You'll Work With

ABI Research's team of analysts publish groundbreaking research often years before other tech advisory firms, empowering our clients to stay ahead of their markets and their competitors.

Reece Hayden

Principal Analyst

Paul Schell

Senior Analyst

Reece Hayden

Principal Analyst

Paul Schell

Senior Analyst

Meet All Our Analysts

Market Opportunity Assessments

New product visibility
Market sizing forecasts and trackers
Technology assessments

Competitive Intelligence

Market share analysis
Product reviews
Comparison trackers

End User Surveys

B2B and B2C surveys
Global panel reach
Online surveys and in-depth interviews

Whitepapers

Authored by expert analysts to ensure credibility and depth.
Delivers exclusive insights into the technologies and trends shaping your customers' decisions.
Equips you with persuasive content to drive more informed and effective engagement.

Webinars

Leverage expert-led insight with a webinar presentation delivered by an ABI Research analyst.
Extend the value of the event with provided MP4, PPT, and PDF materials for on-demand access.
Drive ongoing marketing and lead generation by repurposing the webinar as a long-term asset.

Videos

Boost engagement with professionally produced videos, one of the most effective content formats online.
Feature your experts and your brand, enhancing your position as a thought leader.
Leverage across social media, email, and other channels for maximum reach and exposure

Companies Covered

Our expansive automotive research covers leading companies, hot tech innovators, and emerging players in the industry.

Deliverables

We cover the technologies, trends, and markets from every angle, and we deliver our qualitative and quantitative intelligence in multiple formats.

DATA

Market Data spreadsheets are composed of deep data, market share analysis, and highly segmented, service-specific forecasts to provide detailed insight where opportunities lie.

REPORTS

Our qualitative reports present in-depth analysis on key market trends, technologies, applications, and emerging companies. Reports are in PDF or PowerPoint format.

INSIGHTS

ABI Insights offer expert perspective on recent news events, including M&As, proposed and recently enacted regulations, product launches, and market updates.

RANKINGS

Competitive Ranking reports offer comprehensive insight into different markets, assessing companies’ implementation and innovation strategies.

AI & Machine Learning Research Service

Featured Research

Insights

Latest Research

Related Spotlights

AI & Machine Learning Coverage Areas

AI & Machine Learning Research Powers Technology Innovation & Implementation

For Innovators

For Implementers

Our AI & Machine Learning Research Helps Solve Real Business Challenges For Key Stakeholders

What challenges can we help you solve?

What key questions can we help you answer?

What challenges can we help you solve?

What key questions can we help you answer?

Meet The Analysts You'll Work With

ABI Research's team of analysts publish groundbreaking research often years before other tech advisory firms, empowering our clients to stay ahead of their markets and their competitors.

Reece Hayden

Paul Schell

Reece Hayden

Paul Schell

Go Beyond The Research With Custom & Marketing Solutions

Companies Covered

Our expansive automotive research covers leading companies, hot tech innovators, and emerging players in the industry.

Latest News & Resources:AI & Machine Learning

Whitepapers

62 Technology Trends That Will—and Won’t—Shape 2026

Charging Ahead: A Survey of Evolving Monetization Requirements

AI Hardware’s Decade of Change: Unpacking ABI Research’s Q3 2025 Market Forecasts

Charts & Data

Number of Industrial AI Announcements for Process Industry: 2021 to 2025

Simulation Software Revenue by Application: 2025 to 2035

Closed-Loop Passive Payment Wearable Device Shipments by Form Factor: 2025 to 2030

Press Releases

ABI Research Launches Key AI Tool to Speed Time to Insight for Customers

ABI Research Enhances 'My Library' Client Portal with Powerful New Features for Faster Access to Insights

Blogs

Fleet Management Software for Construction: Using Data to Solve Challenges

Fleet Management Software for Governments: Six Use Cases for U.S. Agencies

ABI Research’s Top 13 Technology Trends to Know in 2026

Research Highlights

Three Gripes Driving Enterprises from Hyperscalers to Neocloud Providers

Are Small Modular Reactors (SMRs) Viable?

Autonomous Driving Sensors: Essential Improvements for Self-Driving Vehicle Adoption

Insights

AI Data Center Semiconductor Market Consolidation: Intel Considers Snapping up Challenger SambaNova Systems

AI Infrastructure Investment Grows with ROI Concerns Reaching a Fever Pitch, While AI Server OEMs Seek to Address OPEX Burden Through Full Stack Investment & Innovation

Sovereign AI Tailwind and Edge AI DNA Will Help Furiosa and Axelera Make a Splash in the AI Cloud Markets by Augmenting Existing NVIDIA Position

Deliverables

We cover the technologies, trends, and markets from every angle, and we deliver our qualitative and quantitative intelligence in multiple formats.

DATA

REPORTS

INSIGHTS

RANKINGS

AI & Machine Learning Market Research Deliverables

Reports & Data

Latest News & Resources:
AI & Machine Learning