Verify AI answers before they reach your customers.
How can businesses validate AI output before sharing it?
ProRata’s Attribution as a Service helps enterprise businesses examine the evidence behind AI-generated answers before sharing them with clients or customers. Teams can verify individual claims against an agreed source corpus, investigate unsupported statements, and use an inspectable evidence trail to support their review and governance processes. Identified sources also give teams a starting point for checking whether content is properly licensed for its intended use.
Your reviewers need to know what supports an answer.
When AI output informs a client recommendation or customer response, reviewers need a practical way to check its claims. Attribution connects those claims to source passages and makes gaps in support visible, so your team can decide what is ready to share. Once sources are identified, reviewers can compare them with available license records and permitted-use terms.
Studies have shown that educated individuals tend to live longer, healthier lifestyles.
Attribution by ProRataInteractive example
What could you examine?
Validate before delivery
Check individual claims against supporting passages before AI-assisted work is sent to clients or customers.
Investigate unsupported statements
Identify claims that lack support in the agreed corpus and route them for further investigation or revision.
Review licenses and permitted use
Compare identified sources with available license records and permitted-use terms. Document gaps or missing permissions for compliance review.
Source support is one input to review. It does not guarantee that an answer is correct, complete, or compliant with every requirement.
Where would source verification strengthen your review process?
Tell us how your business uses generative AI and where answers need to be checked before they leave your organization. We can discuss the sources, license records, review criteria, and workflow that would be useful to your team.
Learn moreFAQ
Can we check answers before sharing them externally?
Yes. Claim-level evidence can help reviewers see which statements are supported by the agreed corpus and which need investigation. The team establishes the supported workflow and integration scope with you.
Does a supported claim mean the answer is correct?
Source support helps a reviewer assess an answer. It does not establish the accuracy of the source, the completeness of the answer, or whether the answer is appropriate for a particular client or customer.
Can attribution help us check whether sources are properly licensed?
Yes. Identifying the sources behind an answer gives reviewers a basis for comparing content use with available license records and permission terms. Establishing permission depends on the relevant records and intended use. Discuss the records, review process, and integration scope with the team.
Can we use internal or licensed business information?
Discuss your source corpus and access requirements with ProRata. Content eligibility, security controls, and deployment arrangements are agreed before data is shared.
Can attribution fit into our governance process?
Reviewers can use source passages, claim-level support, and contribution records as evidence within their existing controls. Your organization determines its approval requirements.
How can we learn more about ProRata Attribution?
Tell us about your organization and what you want to understand about AI content use. Our team can discuss how attribution could support your content, review process, or platform.