AI Platforms

At the Edge of Transformation

The Futurum AI Platforms research agenda for 2026 focuses on the critical shift from experimental AI to the deployment of industrial-scale, resilient, and autonomous systems. This transition, which is moving the market’s focus from general-purpose chatbots to agentic applications, represents a significant inflection point for enterprises, vendors, and investors.  For enterprises, navigating the confluence of infrastructure constraints, diverse global regulations, and model optimization is essential to achieving competitive advantage and operational safety. Vendors must align their offerings to address these complex enterprise demands, while investors must understand the technological and regulatory hurdles to identify the next wave of market leaders. Our coverage will focus on these seven areas, all aimed at understanding the path from isolated  pilots to the realization of a unified autonomous enterprise, whether that comes in 2026 for the enterprise or beyond.

When working on strategy, product, marketing, and sales initiatives, consider intelligence from our expert analysts – planned deliverables for 2026 include:

  • Market Data – bi-annual market sizing & five-year forecast  
  • Decision-Maker Survey – bi-annual IT Decision Maker survey  
  • Analyst Insight Report – a report on critical issues in the industry  
  • State of the Market Report – a report on technology, markets, products, and vendors
  • Futurum Signal Report Access – any Signal Report published in the relevant practice area

Market Taxonomy

The AI Platforms Market, by Submarket

The submarkets Futurum's Market Data model sizes and forecasts across this practice.

  • Infrastructure

    Distributed training frameworks and managed training services, plus managed inference endpoints and real-time serving.

  • Data & Feature Layer

    Data pipelines, labeling, and feature stores, plus vector stores, RAG infrastructure, and synthetic data generation.

  • ModelOps

    Model registries, experiment tracking, and deployment pipelines, plus drift, explainability, and compliance monitoring.

  • Application Enablement

    Agentic frameworks and orchestration, plus foundation model APIs, fine-tuning services, and embedded AI SDKs.

Also decomposed by industry vertical and region.

The Latest Insights on AI Platforms

vLLM Becomes Production Infrastructure at PyTorch Conference 2026

vLLM Becomes Production Infrastructure at PyTorch Conference 2026

vLLM crosses from research project to multi-vendor production infrastructure at PyTorch Conference North America 2026, with sessions on KV cache [...]
MANTECH Bets on AI-Native CTO to Lead Defense IT Transformation

MANTECH Bets on AI-Native CTO to Lead Defense IT Transformation

MANTECH promoted Brandy Durham to CTO as part of a C-suite restructuring adding innovation and cyber leadership roles, positioning the [...]
Okta Q2 FY 2027 Earnings Beat and Raise on Core Identity Strength

Okta Q2 FY 2027 Earnings Beat and Raise on Core Identity Strength

Mitch Ashley, VP and Practice Lead, CIO & Technology Buyers at The Futurum Group, reviews Okta's Q2 FY 2027 earnings, [...]
NVIDIA Nears $12.9B Deal for Hugging Face, Escalating AI Ecosystem Strategy

NVIDIA Nears $12.9B Deal for Hugging Face, Escalating AI Ecosystem Strategy

Nick Patience, VP & Practice Lead of AI Platforms at Futurum, shares his insights on NVIDIA's reported $12.9 billion bid [...]
QumulusAI Q2 FY 2026 118% Revenue Growth for Hyperspeed AI Compute Deployment

QumulusAI Q2 FY 2026: 118% Revenue Growth for Hyperspeed AI Compute Deployment

Brendan Burke, Research Director at Futurum, analyzes QumulusAI’s Q2 FY 2026 earnings, focusing on direct AI compute demand, GPU fleet [...]
Conduent's Tenth NEAT Leader Win: Is AI the New Moat?

Conduent’s Tenth NEAT Leader Win: Is AI the New Moat?

Conduent has earned its tenth consecutive NelsonHall NEAT Leader designation in HR Transformation Services, marking a significant milestone that validates [...]

The Latest News

Inference Climbs to 71.7% of AI Platforms Infrastructure Spend by 2030
August 6, 2026

Inference Climbs to 71.7% of AI Platforms Infrastructure Spend by 2030

Nick Patience, VP & AI Practice Lead at Futurum, notes Managed inference hit 58.6% of AI platforms infrastructure in CY2025 and scales to 71.7% by CY2030, structurally inverting the 74/26...
Operations and Workflow Hits 43.1% CAGR to $92.2B by CY2030 as the Fastest-Growing AI Platforms Use Case
June 25, 2026

Operations and Workflow Hits 43.1% CAGR to $92.2B by CY2030 as the Fastest-Growing AI Platforms Use Case

Nick Patience, VP & AI Practice Lead at Futurum, notes Operations & Workflow leads AI use cases with a 43.1% CAGR, hitting $92.2B by CY2030 as agentic AI drives production...
Futurum Signal: Google and AWS Reach Elite Tier in AI Cloud Platforms as the Competitive Bar Rises
June 15, 2026

Futurum Signal: Google and AWS Reach Elite Tier in AI Cloud Platforms as the Competitive Bar Rises

Nick Patience, VP & AI Practice Lead at Futurum, reveals key findings: Google and AWS reach Elite status in the new Futurum Signal report, defined by proprietary silicon, inference economics,...
AI Platforms Market Hits $109.9B, More Than Tripling by 2030
May 8, 2026

AI Platforms Market Hits $109.9B, More Than Tripling by 2030

Futurum Research’s 1H 2026 AI platforms market forecast finds a $109.9B market on a base-case path to $496.9B by 2030 (35.2% CAGR), with even the bear scenario more than tripling...
Futurum Survey Finds Organizations with a Chief AI Officer Are Nearly 3x More Likely to Reach Top AI Maturity
March 18, 2026

Futurum Survey Finds Organizations with a Chief AI Officer Are Nearly 3x More Likely to Reach Top AI Maturity

Futurum survey of 820 global enterprise AI decision-makers finds that enterprise AI maturity correlates more strongly with dedicated AI leadership than with model selection — Stage 5 firms are 3x...
AI Grid Constraints Will Push Over 33% of Data Centers Off-Grid by 2030
March 12, 2026

AI Grid Constraints Will Push Over 33% of Data Centers Off-Grid by 2030

Brendan Burke, Nick Patience, and Olivier Blanchard, Analysts at Futurum, share their insights on how the power generation gap for AI data centers is forcing a permanent shift to off-grid...

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Benjamin Brown, VP Custom Research, Futurum Research

Benjamin Brown

VP, Custom Research · The Futurum Group

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