AI Insider - Exploring AI Insider’s Market Map: Model Development & Deployment - June 2025
FreeAI market map analysis for model development and deployment
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About AI Insider - Exploring AI Insider’s Market Map: Model Development & Deployment - June 2025
AI Insider is a publication that provides detailed market maps and analysis of the AI industry, with a focus on specific layers of the AI stack. This June 2025 report explores Layer 3: Model Development & Deployment, covering the full model-building workflow from compute provisioning to endpoint deployment. The analysis examines key players across eight building blocks including compute providers, ML frameworks, data labeling, foundation models, and deployment stacks, highlighting the fragmented and fast-moving nature of the space driven by open-source ecosystems and startup innovation.
Key Features
Provides detailed market maps of specific AI stack layers
Analyzes the model development and deployment ecosystem (Layer 3)
Identifies key players across eight building blocks: compute, frameworks, data labeling, foundation models, deployment stacks, etc.
Covers fragmentation between open-source and proprietary platforms
Highlights startups and hyperscalers in compute, training, and serving
Explores the full workflow from structured data to deployed models
Pros & Cons
Pros
- Informative and detailed market analysis with specific company examples
- Covers the complete model-building workflow step by step
- Highlights key trends like modular workflows and real-time serving
- Useful for investors, strategists, and AI practitioners
Cons
- Focuses on only one layer (Model Development & Deployment) rather than the full AI stack
- Analysis is based on a single publication date (June 2025) and may become outdated quickly
- Requires prior knowledge of AI infrastructure to fully leverage insights
Best For
Market research for AI infrastructure and toolsUnderstanding the AI stack and model development lifecycleIdentifying investment opportunities and strategic partnerships in AI startupsGaining insights into open-source vs proprietary dynamics in AI
FAQ
What does the AI Insider market map for Model Development & Deployment cover?
It covers the full model-building workflow from compute provisioning to endpoint deployment, including compute providers, ML frameworks, data labeling, foundation models, and deployment stacks, with key players for each building block.
Who is the target audience for AI Insider's market maps?
The analysis is aimed at investors, strategic partners, AI practitioners, and anyone interested in understanding the fragmented and fast-moving landscape of AI model development and deployment.