Research Integrity Through Independence and Transparency

Independently Owned

AIMultiple is owned 100% by its employees and never accepted any outside investor funding including VC or PE funding.

Diverse Revenue Sources

Our revenues come from several channels and have a clear model for collaborating with vendors as outlined in how we fund our research.

Scope of Work

AIMultiple team prepares every page on aimultiple.com and its subdomains:

• No company or individual other than AIMultiple employees or our technical advisors reviews our work before it is published. AIMultiple's technical advisors can not have any affiliation with B2B vendors.

Only in these cases can outsiders contribute to AIMultiple work:

• Leaving a comment at the end of a research article
• Getting quoted in an AIMultiple article. In such cases, we will highlight the name of the experts and leave their statement in italic.
• Reaching out to AIMultiple team with suggestions. AIMultiple team will not make any changes to our public work for any purpose other than for improvement.

Conflict of Interest Policy

• AIMultiple discloses all conflicts of interest.

Part of AIMultiple's revenues are paid by B2B technology product or service providers who commission AIMultiple to benchmark their products.

These products or services may be mentioned in AIMultiple articles. If that is the case, AIMultiple clearly highlights such companies as our customers in those articles. For more: How we fund AIMultiple.

• All industry analysts avoid conflicts of interest.

AIMultiple policies forbid industry analysts to

• have any commercial relationship with vendors. They are forbidden from accepting gifts, favors, fees, free travel and special treatment from any
• • technology product and service provider operating in the domains that they cover.
  • other company that could be affiliated with technology product and service provider operating in the domains that they cover.
• own equity in technology product and service provider operating in the domains that they cover. Equity ownership in public companies through common index funds is allowed as long as market value of the technology product and service provider does not constitute more than 1% of the industry analysts' net worth.

These policies are applicable to all analysts regardless of their level of experience. The only exception is the travel fees for the principal analyst who is in charge of vendor communication. Principal analyst accepts travel fees to be covered by vendors to attend vendor events.

Industry analyst may contact vendors regarding their queries during their research. Other than this, AIMultiple industry analysts are forbidden from responding to vendor queries or requests. For corrections or other comments, vendors can reach out to principal analyst, Cem Dilmegani, who will review their request and may contact the individual analyst. This brings another layer of oversight and transparency to vendor communication.

Plagiarism Policy

AIMultiple team creates original research. All forms of plagiarism are forbidden including but not limited to copying text, ideas, images, or data without appropriate acknowledgment, as well as paraphrasing without crediting the source.

Violations of this policy will result in removal of the plagiarized articles and disciplinary action against all the team members involved in the research. Please share any suspicions of plagiarism with the AIMultiple team.

Additional Transparency Requirements

• AIMultiple shares how products or services are sorted.

The order in which products are sorted is important as some users may only check top products. On pages where AIMultiple did not measure the products’ performance with quantitative metrics, the sorting always follows this format:

• AIMultiple's customers are listed at the top of the lists with links on their product names.
• The rest of the products are sorted according to a metric highlighted in the article.

On pages where AIMultiple measured products’ performance with quantitative metrics, all products are ranked according to their performance in the benchmark regardless of their status as a customer.

• AIMultiple shares the data that drive our insights.

Sources are shared either within the body of the article with external links or at the end of the article in an external links section. We only rely on

• AIMultiple benchmarks
• Reliable sources according to Wikipedia's guidelines.
• AIMultiple teams' business and technology experience. When this is the case, articles mention the context to help readers understand the context

For more on how AIMultiple works, please see Research methodology & How we fund our research.

Country Selection

IDEA is a non-profit supported by numerous governments. Their Global State of Democracy (GSoD) Index on human rights was the most objective and data-driven index we identified on human rights. Countries below a score of 0.35 fail to provide their citizens with most basic forms of human rights. As of the latest report, there are 48 countries that have a score below 0.35.

Company Selection

We don't work with companies that are either

• headquartered in these countries
• earn 20% or more of their revenues from this set of countries

Compliance