Artificial Intelligence

Artificial intelligence (AI) is accelerating through transformative breakthroughs in agentic systems, multimodal processing, and frontier cognitive architectures — innovations that are reshaping the enterprise landscape as we know it. What began as a promising experiment has now matured into demonstrable business impact.

Enterprise AI architecture and technology: Designing the autonomous future

Market dynamics across the three horizons
Show all horizons

H3

Multimodal, multitasking learning

Intelligent systems, Self-supervised

Key Patterns

  • AgentOps, multiagent orchestration
  • Personalized over learning
  • Embodied AI
  • Human-robot collaboration
  • Simulation-trained agents
  • Digital-twin/physics simulation
  • Comprehensive AI assurance
  • Contextual, empathetic, multimodal collaborators
  • Immersive (XR) interfaces

H2

Transfer learning, responsible AI

Next-wave evolution, Less data, explainable systems

  • LLMOps, agentic orchestration
  • Multimodal understanding/generation
  • Efficient transformer variants (MoE)
  • Agentic LLM systems
  • Scalable SLM systems
  • Multiagent workflows
  • Programmable guardrails
  • Proactive AI assurance
  • Copilot-style assistants
  • Prompt/RAG workflows

H1

Conventional AI and data science

Core foundations, Augmenting intelligence

  • MLOps platforms
  • GPU/accelerator clusters
  • Transformer-based architectures
  • Classical computer vision/natural language processing
  • Goal-directed automation
  • Scripted agents
  • Responsible AI governance
  • Model monitoring
  • Productivity automations

Key trends across AI subdomains

AI cloud

Trend 1

AI platforms become smarter, specialized, and multimodal

Trend 2

Autonomous, agentic AI platforms reshape enterprise operations

Trend 3

GPU-as-service emerges as the new infrastructure model

Trend 4

Alternate hardware drives cost-efficient AI interence

Trend 5

Smaller language models gain relevance

AI models and engineering

Trend 6

Holistic intelligence becomes AI's next frontier

Trend 7

Robotics evolves into adaptive partners

Trend 8

Shift to efficient and specialized architectures

Trend 9

Move from reactive processing to proactive, anticipatory behavior

Trend 10

AI makes cognitive leap from execution to reasoning

Agentic AI

Trend 11

Evaluation becomes a continuous loop

Trend 12

Simulation emerges as the path to autonomy

Trend 13

AI-driven agents push toward greater autonomy

Trend 14

Realism in AI-driven simulations increases

AI assurance

Trend 15

Regulation and governance reshape AI development

Trend 16

AI safety and risk management move to the forefront

AI applications

Trend 17

Coding transforms with AI codevelopers and autonomous SWE agents

Trend 18

AI-augmented test automation and execution enhance productivity

Trend 19

Workflows move towards autonomous AI agents

Trend 20

Interfaces grow more natural and human-like

What's New

Latest White Papers, Tech Blogs and View Points

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Akshatha Miyal Kamath

Akshatha Miyal Kamath

Principal Technology Architect

Chetana Amancharla

Chetana Amancharla

Leader, Emerging technologies

Kamalkumar Rathinasamy

Kamalkumar Rathinasamy

Distinguished Technologist

Nampuraja Enose

Nampuraja Enose

Principal - Advanced Engineering

Rani Malhotra

Rani Malhotra

Lead Consultant

Sameer Choudhary

Sameer Choudhary

Emerging Tech Leader