AI 탄소발자국 관리 시장(2026-2030년)

The global ai carbon footprint management market is forecasted to grow by USD 4906 mn during 2025-2030, accelerating at a CAGR of 23.8% during the forecast period. The report on the global ai carbon footprint management market provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors.

The report offers an up-to-date analysis regarding the current market scenario, the latest trends and drivers, and the overall market environment. The market is driven by transition to mandatory and auditable carbon assurance, proliferation of agentic ai for value chain transparency, computational optimization and real-time grid sensitivity.

The study was conducted using an objective combination of primary and secondary information including inputs from key participants in the industry. The report contains a comprehensive market size data, segment with regional analysis and vendor landscape in addition to an analysis of the key companies. Reports have historic and forecast data.

Technavio's global ai carbon footprint management market is segmented as below:

By Deployment

• Cloud-based
• On-premises

By Type

• Carbon accounting and measurement
• Scope 1 2 3 emissions tracking
• Real-time data analytics
• AI-driven forecasting

By End-User

• Energy and utilities
• Manufacturing
• Transportation and logistics

Geography

• North America
  • US
  • Canada
  • Mexico
• Europe
  • Germany
  • UK
  • France
  • Russia
  • Spain
  • Italy
• APAC
  • China
  • Japan
  • India
  • South Korea
  • Singapore
  • Australia
• South America
  • Brazil
  • Argentina
  • Chile
• Middle East and Africa
  • UAE
  • South Africa
  • Qatar
  • Egypt
• Rest of World (ROW)

This study identifies the convergence of sovereign ai and localized carbon governance as one of the prime reasons driving the global ai carbon footprint management market growth during the next few years. Also, real-time load flexibility and grid-interactive computing and shift toward frugal ai and model efficiency benchmarking will lead to sizable demand in the market.

The report on the global ai carbon footprint management market covers the following areas:

• Global ai carbon footprint management market sizing
• Global ai carbon footprint management market forecast
• Global ai carbon footprint management market industry analysis

The robust vendor analysis is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading global ai carbon footprint management market vendors that include CarbonChain.io Ltd., Climatiq Technologies GmbH, DataGreen, EcoVadis SAS, Greenly, Hugging Face Inc., IBM Corp., Microsoft Corp., Normative AB, Persefoni AI Inc., Salesforce Inc., SAP SE, Schneider Electric SE, Sweep, Terrascope Pte. Ltd., Unstructured Technologies Inc., Watershed Technology Inc.. Also, the global ai carbon footprint management market analysis report includes information on upcoming trends and challenges that will influence market growth. This is to help companies strategize and leverage all forthcoming growth opportunities.

The publisher presents a detailed picture of the market by the way of study, synthesis, and summation of data from multiple sources by an analysis of key parameters such as profit, pricing, competition, and promotions. It presents various market facets by identifying the key industry influencers. The data presented is comprehensive, reliable, and a result of extensive primary and secondary research. The market research reports provide a complete competitive landscape and an in-depth vendor selection methodology and analysis using qualitative and quantitative research to forecast accurate market growth.

Table of Contents

1 Executive Summary

• 1.1 Market overview
  • Executive Summary - Chart on Market Overview
  • Executive Summary - Data Table on Market Overview
  • Executive Summary - Chart on Global Market Characteristics
  • Executive Summary - Chart on Market by Geography
  • Executive Summary - Chart on Market Segmentation by Deployment
  • Executive Summary - Chart on Market Segmentation by Type
  • Executive Summary - Chart on Market Segmentation by End-user
  • Executive Summary - Chart on Incremental Growth
  • Executive Summary - Data Table on Incremental Growth
  • Executive Summary - Chart on Company Market Positioning

2 Technavio Analysis

• 2.1 Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
  • Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
• 2.2 Criticality of inputs and Factors of differentiation
• 2.3 Factors of disruption
• 2.4 Impact of drivers and challenges

3 Market Landscape

• 3.1 Market ecosystem
• 3.2 Market characteristics
• 3.3 Value chain analysis

4 Market Sizing

• 4.1 Market definition
• 4.2 Market segment analysis
  • Market segments
• 4.3 Market size 2025
• 4.4 Market outlook: Forecast for 2025-2030

5 Historic Market Size

• 5.1 Global AI Carbon Footprint Management Market 2020 - 2024
  • Historic Market Size - Data Table on Global AI Carbon Footprint Management Market 2020 - 2024 ($ million)
• 5.2 Deployment segment analysis 2020 - 2024
  • Historic Market Size - Deployment Segment 2020 - 2024 ($ million)
• 5.3 Type segment analysis 2020 - 2024
  • Historic Market Size - Type Segment 2020 - 2024 ($ million)
• 5.4 End-user segment analysis 2020 - 2024
  • Historic Market Size - End-user Segment 2020 - 2024 ($ million)
• 5.5 Geography segment analysis 2020 - 2024
  • Historic Market Size - Geography Segment 2020 - 2024 ($ million)
• 5.6 Country segment analysis 2020 - 2024
  • Historic Market Size - Country Segment 2020 - 2024 ($ million)

6 Qualitative Analysis

• 6.1 Impact of Geopolitical Conflict on Global AI Carbon Footprint Management Market

7 Five Forces Analysis

• 7.1 Five forces summary
  • Five forces analysis - Comparison between 2025 and 2030
• 7.2 Bargaining power of buyers
  • Bargaining power of buyers - Impact of key factors 2025 and 2030
• 7.3 Bargaining power of suppliers
  • Bargaining power of suppliers - Impact of key factors in 2025 and 2030
• 7.4 Threat of new entrants
  • Threat of new entrants - Impact of key factors in 2025 and 2030
• 7.5 Threat of substitutes
  • Threat of substitutes - Impact of key factors in 2025 and 2030
• 7.6 Threat of rivalry
  • Threat of rivalry - Impact of key factors in 2025 and 2030
• 7.7 Market condition

8 Market Segmentation by Deployment

• 8.1 Market segments
• 8.2 Comparison by Deployment
• 8.3 Cloud-based - Market size and forecast 2025-2030
• 8.4 On-premises - Market size and forecast 2025-2030
• 8.5 Market opportunity by Deployment
  • Market opportunity by Deployment ($ million)

9 Market Segmentation by Type

• 9.1 Market segments
• 9.2 Comparison by Type
• 9.3 Carbon accounting and measurement - Market size and forecast 2025-2030
• 9.4 Scope 1 2 3 emissions tracking - Market size and forecast 2025-2030
• 9.5 Real-time data analytics - Market size and forecast 2025-2030
• 9.6 AI-driven forecasting - Market size and forecast 2025-2030
• 9.7 Market opportunity by Type
  • Market opportunity by Type ($ million)

10 Market Segmentation by End-user

• 10.1 Market segments
• 10.2 Comparison by End-user
• 10.3 Energy and utilities - Market size and forecast 2025-2030
• 10.4 Manufacturing - Market size and forecast 2025-2030
• 10.5 Transportation and logistics - Market size and forecast 2025-2030
• 10.6 Market opportunity by End-user
  • Market opportunity by End-user ($ million)

11 Customer Landscape

• 11.1 Customer landscape overview
  • Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria

12 Geographic Landscape

• 12.1 Geographic segmentation
• 12.2 Geographic comparison
• 12.3 North America - Market size and forecast 2025-2030
  • 12.3.1 US - Market size and forecast 2025-2030
  • 12.3.2 Canada - Market size and forecast 2025-2030
  • 12.3.3 Mexico - Market size and forecast 2025-2030
• 12.4 Europe - Market size and forecast 2025-2030
  • 12.4.1 Germany - Market size and forecast 2025-2030
  • 12.4.2 UK - Market size and forecast 2025-2030
  • 12.4.3 France - Market size and forecast 2025-2030
  • 12.4.4 Russia - Market size and forecast 2025-2030
  • 12.4.5 Spain - Market size and forecast 2025-2030
  • 12.4.6 Italy - Market size and forecast 2025-2030
• 12.5 APAC - Market size and forecast 2025-2030
  • 12.5.1 China - Market size and forecast 2025-2030
  • 12.5.2 Japan - Market size and forecast 2025-2030
  • 12.5.3 India - Market size and forecast 2025-2030
  • 12.5.4 South Korea - Market size and forecast 2025-2030
  • 12.5.5 Singapore - Market size and forecast 2025-2030
  • 12.5.6 Australia - Market size and forecast 2025-2030
• 12.6 South America - Market size and forecast 2025-2030
  • 12.6.1 Brazil - Market size and forecast 2025-2030
  • 12.6.2 Argentina - Market size and forecast 2025-2030
  • 12.6.3 Chile - Market size and forecast 2025-2030
• 12.7 Middle East and Africa - Market size and forecast 2025-2030
  • 12.7.1 Saudi Arabia - Market size and forecast 2025-2030
  • 12.7.2 UAE - Market size and forecast 2025-2030
  • 12.7.3 South Africa - Market size and forecast 2025-2030
  • 12.7.4 Qatar - Market size and forecast 2025-2030
  • 12.7.5 Egypt - Market size and forecast 2025-2030
• 12.8 Market opportunity by geography
  • Market opportunity by geography ($ million)
  • Data Tables on Market opportunity by geography ($ million)

13 Drivers, Challenges, and Opportunity

• 13.1 Market drivers
  • Transition to mandatory and auditable carbon assurance
  • Proliferation of agentic AI for value chain transparency
  • Computational optimization and real-time grid sensitivity
• 13.2 Market challenges
  • Technical complexity of granular computational telemetry
  • Strategic dilemma of computational jevons paradox
  • Divergent regulatory frameworks and reporting inconsistency
• 13.3 Impact of drivers and challenges
  • Impact of drivers and challenges in 2025 and 2030
• 13.4 Market opportunities
  • Convergence of sovereign AI and localized carbon governance
  • Real-time load flexibility and grid-interactive computing
  • Shift toward frugal AI and model efficiency benchmarking

14 Competitive Landscape

• 14.1 Overview
• 14.2 Competitive Landscape
  • Overview on criticality of inputs and factors of differentiation
• 14.3 Landscape disruption
  • Overview on factors of disruption
• 14.4 Industry risks
  • Impact of key risks on business

15 Competitive Analysis

• 15.1 Companies profiled
  • Companies covered
• 15.2 Company ranking index
  • Company ranking index
• 15.3 Market positioning of companies
  • Matrix on companies position and classification
• 15.4 CarbonChain.io Ltd.
  • CarbonChain.io Ltd. - Overview
  • CarbonChain.io Ltd. - Product / Service
  • CarbonChain.io Ltd. - Key offerings
  • SWOT
• 15.5 Climatiq Technologies GmbH
  • Climatiq Technologies GmbH - Overview
  • Climatiq Technologies GmbH - Product / Service
  • Climatiq Technologies GmbH - Key offerings
  • SWOT
• 15.6 DataGreen
  • DataGreen - Overview
  • DataGreen - Product / Service
  • DataGreen - Key offerings
  • SWOT
• 15.7 EcoVadis SAS
  • EcoVadis SAS - Overview
  • EcoVadis SAS - Product / Service
  • EcoVadis SAS - Key offerings
  • SWOT
• 15.8 Hugging Face Inc.
  • Hugging Face Inc. - Overview
  • Hugging Face Inc. - Product / Service
  • Hugging Face Inc. - Key offerings
  • SWOT
• 15.9 IBM Corp.
  • IBM Corp. - Overview
  • IBM Corp. - Business segments
  • IBM Corp. - Key news
  • IBM Corp. - Key offerings
  • IBM Corp. - Segment focus
  • SWOT
• 15.10 Microsoft Corp.
  • Microsoft Corp. - Overview
  • Microsoft Corp. - Business segments
  • Microsoft Corp. - Key news
  • Microsoft Corp. - Key offerings
  • Microsoft Corp. - Segment focus
  • SWOT
• 15.11 Normative AB
  • Normative AB - Overview
  • Normative AB - Product / Service
  • Normative AB - Key offerings
  • SWOT
• 15.12 Persefoni AI Inc.
  • Persefoni AI Inc. - Overview
  • Persefoni AI Inc. - Product / Service
  • Persefoni AI Inc. - Key offerings
  • SWOT
• 15.13 Salesforce Inc.
  • Salesforce Inc. - Overview
  • Salesforce Inc. - Business segments
  • Salesforce Inc. - Key news
  • Salesforce Inc. - Key offerings
  • Salesforce Inc. - Segment focus
  • SWOT
• 15.14 SAP SE
  • SAP SE - Overview
  • SAP SE - Business segments
  • SAP SE - Key news
  • SAP SE - Key offerings
  • SAP SE - Segment focus
  • SWOT
• 15.15 Schneider Electric SE
  • Schneider Electric SE - Overview
  • Schneider Electric SE - Business segments
  • Schneider Electric SE - Key offerings
  • Schneider Electric SE - Segment focus
  • SWOT
• 15.16 Terrascope Pte. Ltd.
  • Terrascope Pte. Ltd. - Overview
  • Terrascope Pte. Ltd. - Product / Service
  • Terrascope Pte. Ltd. - Key offerings
  • SWOT
• 15.17 Unstructured Technologies Inc.
  • Unstructured Technologies Inc. - Overview
  • Unstructured Technologies Inc. - Product / Service
  • Unstructured Technologies Inc. - Key offerings
  • SWOT
• 15.18 Watershed Technology Inc.
  • Watershed Technology Inc. - Overview
  • Watershed Technology Inc. - Product / Service
  • Watershed Technology Inc. - Key offerings
  • SWOT

16 Appendix

• 16.1 Scope of the report
  • Market definition
  • Objectives
  • Notes and caveats
• 16.2 Inclusions and exclusions checklist
  • Inclusions checklist
  • Exclusions checklist
• 16.3 Currency conversion rates for US$
  • Currency conversion rates for US$
• 16.4 Research methodology
  • Research methodology
• 16.5 Data procurement
  • Information sources
• 16.6 Data validation
  • Data validation
• 16.7 Validation techniques employed for market sizing
  • Validation techniques employed for market sizing
• 16.8 Data synthesis
  • Data synthesis
• 16.9 360 degree market analysis
  • 360 degree market analysis
• 16.10 List of abbreviations
  • List of abbreviations