What is the Trustworthy AI Market Map?
The Trustworthy AI Market Map identifies venture-backed companies building technologies that strengthen trust, agency and control across the AI stack. It is designed as a market reference for investors, founders, companies and others tracking the emergence of this category.
What do you mean by “trustworthy AI”?
We look for companies where trust is part of the product or business model, not an add-on. Our selection framework centers on three principles: human agency, trust by design and aligned business models.
What kinds of companies are included?
The map covers companies across seven layers: identity and authentication, data agency and memory, orchestration and interoperability, models, evaluations, guardrails and applications. Companies may sit across more than one layer where their products span different parts of the stack.
How were companies selected?
Companies were surfaced through nominations from participating investors and ecosystem partners, complemented by additional research. Each company was reviewed against common eligibility and exclusion criteria, using public information and, where needed, additional input from nominators.
What are the core selection criteria?
Companies should demonstrate at least one of three characteristics: they strengthen human agency, build trust into the product itself, or operate with a business model aligned with the interests of users and customers. The map also looks for commercial traction and a clear connection between these principles and the company’s core product or business model.
What stages are included?
The map focuses on venture-backed companies from early stage through later-stage venture, including selected companies outside the core stage range where they are particularly relevant to the development of the market.
What companies are out of scope?
The map excludes companies whose products cause direct harm, depend on extractive data or attention models, conceal or manipulate AI use, or achieve one trust objective by undermining another. Physical infrastructure such as chips, minerals and data centers is also outside the scope of this edition.
Does inclusion mean a company is endorsed?
No. Inclusion means that a company was considered relevant to the scope and methodology of the map at the time of review. It does not constitute an investment recommendation, certification, verification or endorsement by the initiative partners, nominating partners, financial supporters or other contributors.
Does a nomination mean the nominating partner endorses the company?
A nomination indicates that a partner considered a company relevant for review. It should not be read as a formal endorsement, investment recommendation or statement on behalf of the partner beyond the nomination itself.
Can nominating partners have investments in companies on the map?
Yes. Nominating partners may nominate companies from their portfolios, deal flow or the wider market. Where an initiative partner has a financial interest in a company under review, that partner does not participate in the review of that company.
What role do initiative partners, nominating partners and financial supporters play?
Initiative partners contribute to the development of the map and its broader direction. Nominating partners help surface relevant companies for consideration. Financial supporters provide funding for the initiative. These roles are distinct. All nominations, as well as companies identified through additional research, are reviewed by the convenors against the same selection criteria on a best-efforts basis. Participation, nomination or financial support does not imply control over individual inclusion decisions, endorsement of every company on the map, or responsibility for every classification, data point or editorial judgment.
How are conflicts of interest handled?
Potential conflicts are managed through the review process. All nominated companies, as well as companies surfaced through additional research, were reviewed by the convenors against the same methodology and inclusion criteria. Where an initiative partner holds a financial interest in a company under review, that partner does not take part in the review of that company. The process is designed to be consistent and evidence-based, but the map is a good-faith market assessment rather than a formal audit or certification. Despite reasonable efforts to verify information and apply the methodology consistently, errors, omissions or differences in judgment may occur.
How should company information be interpreted?
Information such as funding, stage, geography, investors and company descriptions is based on publicly available information and, where relevant, information provided by nominators. It is intended as a good-faith market snapshot and may be incomplete, estimated or subject to change. If you spot an error or would like to suggest a correction, please contact hello@trustworthyaimap.org.
How are companies classified across the stack?
Layer assignments reflect an editorial assessment of where a company’s products and activities fit within the Trustworthy AI stack. Some companies span multiple layers, and classifications may evolve as products and markets develop.
Is the map exhaustive?
No. The map is intended as a starting point for an emerging market, not a definitive or complete list. It will evolve as new companies, categories and business models emerge.
Can I suggest a correction or nominate a company?
Yes. Companies, investors and ecosystem participants can submit corrections or suggest companies for consideration in future updates via hello@trustworthyaimap.org
Is the map investment advice?
No. Nothing on the map constitutes investment, legal, financial or other professional advice. Users should conduct their own diligence before making investment or commercial decisions.