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Green AI Institute

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uuid004iraa

Namestring
Green AI Institute
Legal namestring
Green AI Institute
Company typeenum
Private
Founded yearint
2024
Descriptiontext

Green AI Institute is a 501(c)(3) nonprofit student organization founded in 2024 and incubated at Harvard Innovation Labs, operating under the parent U.S.-Asia Sustainable Development Foundation. Its functional purpose is to research, publicize, and set standards around the environmental impact of artificial intelligence, with a particular focus on AI energy use, data center siting, and carbon emissions. The organization serves university students, academic researchers, corporate sustainability stakeholders, and policy actors interested in the intersection of AI and climate.

The Institute's core intellectual outputs are the Green AI Index — a framework for evaluating AI environmental impact — together with white papers (including on Global AI Environmental Impact and Data Center Siting Policy), the open-access AI and Sustainability (AIS) Journal, and an annual Green AI Summit. It operates a chapter-based community model with chapters at Harvard, Boston, the Bay Area, and Boğaziçi University, and has formal partnerships with Boston University CISE, Harvard Undergraduate AI and Sustainability Group, EPRI, MassCEC, and Harvard University.

The business model is a nonprofit membership and sponsorship structure. Revenue is generated through tiered memberships (Student, Professional, Corporate, Partner), corporate sponsorships and grants (including from EPRI and MassCEC), and event registration for the annual Summit. The Institute's founder is Jerry Huang, who holds a BA and MS in Computer Science from Harvard; the organization has been recognized with awards including Second Prize in the 2024 UNESCO/Tsinghua Youth Climate Action and Disaster Reduction Hackathon and First Prize in the 2022 ABB Electrification Innovation Challenge.

Short descriptiontext

Green AI Institute is a Harvard-incubated 501(c)(3) nonprofit founded in 2024 that researches AI's environmental impact, publishes the Green AI Index and AIS Journal, and runs an annual Summit with chapters across Harvard, Boston, the Bay Area, and Boğaziçi.

Operating statusenum
Operating
Ownership categoryenum
Headcount rangeband
11–50
akta.pro rankint
HeadquartersAllston, United States
HQ citystring
Allston
HQ countrystring
United States
HQ regionstring
North America
Markets served

Serves global market

Offices1 record

Each record includes

City, Country, Type, Description, Source

Keyword5 values
AI sustainability research, green computing, carbon footprint metrics, academic policy research, data center sustainability
Industry3 codes
1AI Governance, Risk & Compliance (GRC) Platforms
CodeHDAAAMAAPrimaryYes
2Regulatory Readiness & Audit Automation (e.g., EU AI Act, NIST AI RMF, ISO/IEC 42001)
CodeHDAAAMAEPrimaryNo
3Responsible AI, AI Governance & Compliance Services
CodeBPAEAHAJPrimaryNo
Product category
Sustainability Research and Policy
GTM motion1 record

Each record includes

Type, Description, Source

Revenue model3 records
1Membership Programs
TypeSubscription Recurring
Description

The institute offers tiered membership including Student Membership, Professional Membership, Corporate Membership, and Partner Membership for academic institutions, research bodies, and non-profit organizations. These memberships provide access to resources, networking opportunities, research projects, and policy influence.

greenai.institute
2Partnerships and Sponsorships
TypeProfessional Services
Description

Corporate and organizational partnerships provide financial support in exchange for branding, visibility at events, influence on policy recommendations, and access to the institute's network. Partners include research partnerships, corporate partnerships, academic partnerships, and non-profit partnerships.

greenai.institute
3Event Registration and Attendance
TypeTransaction Fee
Description

Revenue generated from the annual Green AI Summit and related events, including speaker fees, sponsorship packages, and attendee registrations.

greenai.institute
Marketing channels6 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels3 records

Each record includes

Title, Type, Scope, Target buyer, Description, Source

Cost components5 values
Personnel, Operations, Marketing or Sales, Technology or R&D, Others
Pricing details1 tier
1Student Membership - Open to all students currently enrolled in undergraduate or graduate programs.
ModelSubscriptionBilling cadenceAnnual
Notes

Provides access to educational resources, participation in student-led projects, and networking opportunities with professionals in the field.

greenai.institute
GTM typeB2B
B2B
Offering typeServices
Services
Brand1 record
1AI and Sustainability (AIS) Journal
Description

An open access journal dedicated to advancing global knowledge in AI and sustainability, covering AI governance, advanced computing, and sustainable development solutions.

greenai.institute
Core offering1 text field

Green AI Institute is a nonprofit research and advocacy organization that develops frameworks, research publications, and convening events focused on the environmental impact of artificial intelligence. Its core offerings include the Green AI Index measurement framework, peer-reviewed white papers on global AI environmental impact and data center siting policy, the open-access AI and Sustainability (AIS) Journal, the annual Green AI Summit, and a network of university chapters driving local engagement.

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 2 values shown
  • The organization has published comprehensive white papers covering AI environmental impact across U.S., EU, and China policy landscapes.
+1 more record
Product overview1 text field

Green AI Institute is a research and advocacy organization (independent student organization at Harvard University) focused on advancing sustainable AI practices. Its offerings include the Green AI Index framework for measuring AI environmental impact, peer-reviewed publications through the AI and Sustainability Journal, white papers on global AI environmental impact and data center policy, the annual Green AI Summit conference, and a global university chapter network. Rather than a unified software product, the institute provides research frameworks, publications, events, and community coordination as its core offerings.

Product and service3 records
1Green AI Institute Membership Programs
CategoryMembership and subscription services
Description

Tiered subscription memberships including Student Membership, Professional Membership, Corporate Membership, and Partner Membership, granting access to resources, networking, research collaborations, and policy engagement for students, professionals, academic institutions, research bodies, and non-profit organizations.

2Green AI Summit
CategoryConference and event services
Description

Annual summit bringing together global leaders from academia, industry, and policy to discuss the intersection of artificial intelligence and sustainability, featuring keynote speeches, panel discussions, networking sessions, and sponsorship packages for individuals and organizations.

3AI and Sustainability (AIS) Journal
CategoryAcademic publishing
Description

Open-access academic journal dedicated to advancing global knowledge in the interdisciplinary area of AI and sustainability, covering AI governance, advanced computing, AI environmental impact, data center sustainability, quantum computing applications, and energy-efficient scheduling, with special collections and peer-reviewed content for researchers and practitioners.

Scale indicator3 records

Each record includes

Type, Value, Description, Source

Partnership7 partners
Strategic tierCoreTypeStrategic or Co-development PartnerAnnounced on2025-04-25
Description

Co-sponsor of the 2025 Second Green AI Summit. BU CISE hosted Day 2 of the summit at the Center for Computing & Data Sciences. The partnership involves collaborative academic engagement on sustainable AI research and policy discussions.

Strategic tierCoreTypeStrategic or Co-development PartnerAnnounced on2025-04-25
Description

Co-organizer of the 2025 Second Green AI Summit with Green AI Institute. The student organization works with the institute to foster collaboration among researchers, industry leaders, and policymakers for sustainable AI.

Strategic tierCoreTypeStrategic or Co-development Partner
Description

UASDF is the parent non-profit organization (501c3) of Green AI Institute. It is dedicated to promoting collaboration, industrial opportunities, research, and talent empowerment in sustainability between the U.S. and Asia. Jerry Huang is Founder of both organizations.

Strategic tierModerateTypeStrategic or Co-development Partner
Description

EPRI presented the Open Power AI Consortium at the summit, a global collaboration focused on developing efficient, domain-specific AI models for the power sector. EPRI's expert moderated panel discussions on low-carbon AI ecosystem.

Strategic tierModerateTypeStrategic or Co-development Partner
Description

Galen Nelson from MassCEC participated in Panel 4 on Green AI and Data Center Policy and Investment, exploring public-private partnerships and financial incentives like green bonds.

Strategic tierCoreTypeStrategic or Co-development Partner
Description

The Green AI Institute was incubated at Harvard Innovation Lab, which provides support and resources for student-founded ventures and organizations.

Strategic tierCoreTypeStrategic or Co-development Partner
Description

The institute originated from a student organization at Harvard University. Harvard provides faculty support, hosts chapter activities, and serves as a venue for the annual summit.

Recent move6 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight5 records

Each record includes

Type, Description

Peers10 records
TypeDirect peer
Description

A non-profit foundation under the Linux Foundation building standards, tooling, and a community to reduce the carbon footprint of software, including AI workloads. Directly comparable on green-AI standards development and ecosystem convening.

TypeBroad incumbent
Description

A multi-stakeholder non-profit addressing AI governance, safety, and policy with corporate and academic members. Overlaps with Green AI Institute on AI governance and policy advocacy but is broader and more established.

TypeBroad incumbent
Description

An AI governance-focused non-profit known for policy advocacy and the AI Safety Summits. Comparable on AI governance and policy convening, with stronger lobbying infrastructure and longer track record.

TypeDirect peer
Description

An organization focused on catalyzing impactful work at the intersection of AI and climate change, including research, workshops, and policy. Highly comparable to Green AI Institute given shared AI-and-sustainability mission, academic affiliation, and publication-driven approach.

TypeBroad incumbent
Description

Stanford's flagship AI research and policy institute producing reports, convenings, and policy briefs. Comparable on academic-affiliated AI governance research and convening, with deeper resources and broader scope.

TypeBroad incumbent
Description

A leading AI policy research institute producing research on AI governance, accountability, and societal impact. Comparable on AI policy research and white-paper-led influence, though focused more on social than environmental impact.

TypeBroad incumbent
Description

A major non-profit AI research institute producing foundational research, datasets, and policy work. Comparable as a research-driven AI non-profit but with much larger scale and for-profit spin-outs (e.g., AI2 Incubator).

TypeBroad incumbent
Description

Intergovernmental energy authority producing influential reports on data centers and AI electricity demand (e.g., 'Electricity 2024'). Comparable on AI-energy policy analysis and global convening, but at governmental scale.

TypeEmerging player
Description

An applied research non-profit producing weekly AI ethics analysis and policy guidance. Comparable on AI ethics publication and policy community-building but with broader ethics scope beyond sustainability.

TypeEmerging player
Description

Industry consortium promoting data center energy efficiency and standards (e.g., PUE). Directly comparable on data-center sustainability metrics (also covered in Green AI Institute's dictionary) and standardization, though focused on infrastructure operators.

Market position
Strengths4 records

Each record includes

Headline, Details, Source

Weaknesses4 records

Each record includes

Headline, Details, Source

Competitive moat4 records

Each record includes

Type, Details

Key risks6 records

Each record includes

Headline, Details, Source

Key highlights7 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers4 records

Each record includes

Name, Industry, Type, Use case, Source, UUID

Segment5 records

Each record includes

Title, Type, Primary, Description, Pain point addressed, Use case, Source

Ideal customer profile4 records

Each record includes

Profile, Firmographic size, Sales motion, Sales cycle length, Buying structure, Purchase trigger, Buyer persona, Geography, Industry vertical, Primary use case, Description, Pain points, Evidence proof points, Target buyer

Technology focused
No
API detail
Has APIbool
No

Docs URL, Description

AI maturity
App detail

Has app

Feature1 record

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles1 record

Each record includes

Name, Designation, Designation category, Overview, Profile commentary, Source

No data
No data
Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds

Each record includes

Round, Amount USD, Date, Pre money valuation, Total investors, Investors, News

Investors

Each record includes

Name, Type, Date of entry, Rounds participated, Website

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Each record includes

Name, Acquisition type, Announced date, Completed date, Status, Website, News

Investment

Each record includes

Name, Round, Announced date, Lead investor, Website, News

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Green AI Institute

Sustainability Research and Policygreenai.institute

Green AI Institute is a Harvard-incubated 501(c)(3) nonprofit founded in 2024 that researches AI's environmental impact, publishes the Green AI Index and AIS Journal, and runs an annual Summit with chapters across Harvard, Boston, the Bay Area, and Boğaziçi.

What Green AI Institute does

Green AI Institute is a 501(c)(3) nonprofit student organization founded in 2024 and incubated at Harvard Innovation Labs, operating under the parent U.S.-Asia Sustainable Development Foundation. Its functional purpose is to research, publicize, and set standards around the environmental impact of artificial intelligence, with a particular focus on AI energy use, data center siting, and carbon emissions. The organization serves university students, academic researchers, corporate sustainability stakeholders, and policy actors interested in the intersection of AI and climate.

The Institute's core intellectual outputs are the Green AI Index — a framework for evaluating AI environmental impact — together with white papers (including on Global AI Environmental Impact and Data Center Siting Policy), the open-access AI and Sustainability (AIS) Journal, and an annual Green AI Summit. It operates a chapter-based community model with chapters at Harvard, Boston, the Bay Area, and Boğaziçi University, and has formal partnerships with Boston University CISE, Harvard Undergraduate AI and Sustainability Group, EPRI, MassCEC, and Harvard University.

The business model is a nonprofit membership and sponsorship structure. Revenue is generated through tiered memberships (Student, Professional, Corporate, Partner), corporate sponsorships and grants (including from EPRI and MassCEC), and event registration for the annual Summit. The Institute's founder is Jerry Huang, who holds a BA and MS in Computer Science from Harvard; the organization has been recognized with awards including Second Prize in the 2024 UNESCO/Tsinghua Youth Climate Action and Disaster Reduction Hackathon and First Prize in the 2022 ABB Electrification Innovation Challenge.

Green AI Institute firmographics

Firmographics
Name
Green AI Institute
Legal name
Green AI Institute
Website
https://greenai.institute
Company type
Private
Founded year
2024
Operating status
Operating
Headcount range
11–50 employees
Short description
Green AI Institute is a Harvard-incubated 501(c)(3) nonprofit founded in 2024 that researches AI's environmental impact, publishes the Green AI Index and AIS Journal, and runs an annual Summit with chapters across Harvard, Boston, the Bay Area, and Boğaziçi.
Ownership category
akta.pro rank

Green AI Institute industry classification

Industry
Product category
Sustainability Research and Policy
akta.pro primary industry
AI Governance, Risk & Compliance (GRC) Platforms (HDAAAMAA)
akta.pro secondary industries
Regulatory Readiness & Audit Automation (e.g., EU AI Act, NIST AI RMF, ISO/IEC 42001) (HDAAAMAE), Responsible AI, AI Governance & Compliance Services (BPAEAHAJ)

Keywords

  • AI sustainability research
  • Green computing
  • Carbon footprint metrics
  • Academic policy research
  • Data center sustainability

Where Green AI Institute is headquartered

Location

Headquarters

HQ city
Allston
HQ country
United States
HQ region
North America

Offices1 record

Markets served

Green AI Institute business model

Business model
GTM type
B2B
Offering type
Services
Cost components
Personnel, Operations, Marketing or Sales, Technology or R&D, Others

Revenue model

  1. Membership Programs: The institute offers tiered membership including Student Membership, Professional Membership, Corporate Membership, and Partner Membership for academic institutions, research bodies, and non-profit organizations. These memberships provide access to resources, networking opportunities, research projects, and policy influence.
  2. Partnerships and Sponsorships: Corporate and organizational partnerships provide financial support in exchange for branding, visibility at events, influence on policy recommendations, and access to the institute's network. Partners include research partnerships, corporate partnerships, academic partnerships, and non-profit partnerships.
  3. Event Registration and Attendance: Revenue generated from the annual Green AI Summit and related events, including speaker fees, sponsorship packages, and attendee registrations.

Pricing tiers

ModelBillingPrice
SubscriptionAnnualStudent Membership - Open to all students currently enrolled in undergraduate or graduate programs.

Go-to-market motion1 record

Distribution channels3 records

Marketing channels6 records

Green AI Institute product offering

Product offering

Core offering

Green AI Institute is a nonprofit research and advocacy organization that develops frameworks, research publications, and convening events focused on the environmental impact of artificial intelligence. Its core offerings include the Green AI Index measurement framework, peer-reviewed white papers on global AI environmental impact and data center siting policy, the open-access AI and Sustainability (AIS) Journal, the annual Green AI Summit, and a network of university chapters driving local engagement.

Product overview

Green AI Institute is a research and advocacy organization (independent student organization at Harvard University) focused on advancing sustainable AI practices. Its offerings include the Green AI Index framework for measuring AI environmental impact, peer-reviewed publications through the AI and Sustainability Journal, white papers on global AI environmental impact and data center policy, the annual Green AI Summit conference, and a global university chapter network. Rather than a unified software product, the institute provides research frameworks, publications, events, and community coordination as its core offerings.

Differentiator

Problem solved

Functional benefit

Brands

  • AI and Sustainability (AIS) Journal: An open access journal dedicated to advancing global knowledge in AI and sustainability, covering AI governance, advanced computing, and sustainable development solutions.

Products and services

  • Green AI Institute Membership Programs Tiered subscription memberships including Student Membership, Professional Membership, Corporate Membership, and Partner Membership, granting access to resources, networking, research collaborations, and policy engagement for students, professionals, academic institutions, research bodies, and non-profit organizations.
  • Green AI Summit Annual summit bringing together global leaders from academia, industry, and policy to discuss the intersection of artificial intelligence and sustainability, featuring keynote speeches, panel discussions, networking sessions, and sponsorship packages for individuals and organizations.
  • AI and Sustainability (AIS) Journal Open-access academic journal dedicated to advancing global knowledge in the interdisciplinary area of AI and sustainability, covering AI governance, advanced computing, AI environmental impact, data center sustainability, quantum computing applications, and energy-efficient scheduling, with special collections and peer-reviewed content for researchers and practitioners.

Quantifiable outcome

  • The organization has published comprehensive white papers covering AI environmental impact across U.S., EU, and China policy landscapes.
  • +1 more outcomes

Companies that use Green AI Institute

Customer profile

Named customers4 records

Segments5 records

Ideal customer profiles4 records

Green AI Institute technology and API

Technology

Technology focussed No

API detail

Has API
No
API docs
API detail

Core technology

AI maturity

App detail

Feature1 record

Green AI Institute partnerships and signals

Strategic signal

Partnerships

Seven partnerships are on record, tiered core and moderate.

  • Boston University Center for Information and Systems Engineering (CISE)coreStrategic or Co-development Partner · 25 April 2025Co-sponsor of the 2025 Second Green AI Summit. BU CISE hosted Day 2 of the summit at the Center for Computing & Data Sciences. The partnership involves collaborative academic engagement on sustainable AI research and policy discussions.
  • Harvard Undergraduate AI and Sustainability GroupcoreStrategic or Co-development Partner · 25 April 2025Co-organizer of the 2025 Second Green AI Summit with Green AI Institute. The student organization works with the institute to foster collaboration among researchers, industry leaders, and policymakers for sustainable AI.
  • U.S.-Asia Sustainable Development Foundation (UASDF)coreStrategic or Co-development PartnerUASDF is the parent non-profit organization (501c3) of Green AI Institute. It is dedicated to promoting collaboration, industrial opportunities, research, and talent empowerment in sustainability between the U.S. and Asia. Jerry Huang is Founder of both organizations.
  • EPRImoderateStrategic or Co-development PartnerEPRI presented the Open Power AI Consortium at the summit, a global collaboration focused on developing efficient, domain-specific AI models for the power sector. EPRI's expert moderated panel discussions on low-carbon AI ecosystem.
  • MassCEC (Massachusetts Clean Energy Center)moderateStrategic or Co-development PartnerGalen Nelson from MassCEC participated in Panel 4 on Green AI and Data Center Policy and Investment, exploring public-private partnerships and financial incentives like green bonds.
  • Harvard Innovation LabcoreStrategic or Co-development PartnerThe Green AI Institute was incubated at Harvard Innovation Lab, which provides support and resources for student-founded ventures and organizations.
  • Harvard UniversitycoreStrategic or Co-development PartnerThe institute originated from a student organization at Harvard University. Harvard provides faculty support, hosts chapter activities, and serves as a venue for the annual summit.

Scale indicators3 records

Recent moves6 records

Expansion highlights5 records

Green AI Institute competitors and assessment

Company assessment

Direct peers

  • Green Software Foundation: A non-profit foundation under the Linux Foundation building standards, tooling, and a community to reduce the carbon footprint of software, including AI workloads. Directly comparable on green-AI standards development and ecosystem convening.
  • Climate Change AI: An organization focused on catalyzing impactful work at the intersection of AI and climate change, including research, workshops, and policy. Highly comparable to Green AI Institute given shared AI-and-sustainability mission, academic affiliation, and publication-driven approach.

Broad incumbents

  • Partnership on AI: A multi-stakeholder non-profit addressing AI governance, safety, and policy with corporate and academic members. Overlaps with Green AI Institute on AI governance and policy advocacy but is broader and more established.
  • Future of Life Institute: An AI governance-focused non-profit known for policy advocacy and the AI Safety Summits. Comparable on AI governance and policy convening, with stronger lobbying infrastructure and longer track record.
  • Stanford HAI (Institute for Human-Centered Artificial Intelligence): Stanford's flagship AI research and policy institute producing reports, convenings, and policy briefs. Comparable on academic-affiliated AI governance research and convening, with deeper resources and broader scope.
  • AI Now Institute: A leading AI policy research institute producing research on AI governance, accountability, and societal impact. Comparable on AI policy research and white-paper-led influence, though focused more on social than environmental impact.
  • Allen Institute for AI (AI2): A major non-profit AI research institute producing foundational research, datasets, and policy work. Comparable as a research-driven AI non-profit but with much larger scale and for-profit spin-outs (e.g., AI2 Incubator).
  • International Energy Agency (IEA): Intergovernmental energy authority producing influential reports on data centers and AI electricity demand (e.g., 'Electricity 2024'). Comparable on AI-energy policy analysis and global convening, but at governmental scale.

Emerging players

  • Montreal AI Ethics Institute: An applied research non-profit producing weekly AI ethics analysis and policy guidance. Comparable on AI ethics publication and policy community-building but with broader ethics scope beyond sustainability.
  • The Green Grid: Industry consortium promoting data center energy efficiency and standards (e.g., PUE). Directly comparable on data-center sustainability metrics (also covered in Green AI Institute's dictionary) and standardization, though focused on infrastructure operators.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat4 records

Key risks6 records

Key highlights7 records

Customer concentration

Green AI Institute social profiles

Digital presence

Green AI Institute financial estimates

Financial estimate

Revenue estimate

Valuation estimate

Green AI Institute leadership team

Management profile

Number of profiles

Profiles1 record

Green AI Institute funding detail

Funding detail

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

Green AI Institute M&A and investment

M&A and investment

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Green AI Institute

What does Green AI Institute do?

Green AI Institute is a nonprofit research and advocacy organization that develops frameworks, research publications, and convening events focused on the environmental impact of artificial intelligence. Its core offerings include the Green AI Index measurement framework, peer-reviewed white papers on global AI environmental impact and data center siting policy, the open-access AI and Sustainability (AIS) Journal, the annual Green AI Summit, and a network of university chapters driving local engagement.

Is Green AI Institute a public or private company?

Green AI Institute is a private company. It is classified as nonprofit foundation owned and is currently operating.

When was Green AI Institute founded?

Green AI Institute was founded in 2024. It employs 11 to 50 people.

Where is Green AI Institute based?

Green AI Institute is headquartered in Allston, United States, in the North America region.

How does Green AI Institute make money?

Three revenue lines are on record. Membership Programs are the primary driver. The others are partnerships and Sponsorships and event Registration and Attendance.

Who are Green AI Institute's main competitors?

Direct peers on record are Green Software Foundation and Climate Change AI. Broad incumbents are Partnership on AI, Future of Life Institute, Stanford HAI (Institute for Human-Centered Artificial Intelligence), AI Now Institute, Allen Institute for AI (AI2) and International Energy Agency (IEA). Emerging players are Montreal AI Ethics Institute and The Green Grid.

Does Green AI Institute have an API?

No public API is recorded for Green AI Institute.

What industry is Green AI Institute in?

Green AI Institute's product category is Sustainability Research and Policy. Its primary akta.pro industry code is HDAAAMAA, AI Governance, Risk & Compliance (GRC) Platforms, with a secondary code of HDAAAMAE, Regulatory Readiness & Audit Automation (e.g., EU AI Act, NIST AI RMF, ISO/IEC 42001).

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