Cited & Seen provides mission-driven organizations with tools to make their content clear, credible, and structured so AI systems can accurately understand, cite, and represent their work. By ensuring AI summaries reflect the correct narrative, the platform helps organizations control how they appear in AI‑driven search results and recommendation engines, reducing misrepresentation and improving discoverability.
Funding
Funding not disclosed
Founders
Product
Problem
Mission-driven organizations often find that AI tools like ChatGPT, Perplexity, and Google AI Overviews misinterpret, miscite, or omit their content, leading to inaccurate public narratives and reduced trust among donors, members, and partners.
Solution
Cited & Seen offers a strategic AI representation audit that evaluates how major AI systems describe, cite, and substitute an organization’s content. The service identifies gaps in clarity, trust signals, and source‑of‑truth structures, then provides a prioritized roadmap to improve AI comprehension and citation. By delivering measurable insights on real query behavior, the platform helps teams make targeted content and structural changes without creating ongoing consultant dependency. A lighter “AI Representation Snapshot” is also available for organizations seeking a quick assessment before a full diagnostic.
Target Audience
Primary customers are associations, nonprofits, publishers, and other mission-driven organizations that produce authoritative content and need accurate AI‑generated representations.
Features
- Diagnostic report showing how AI systems currently describe and cite the organization, including confidence levels and substitution sources
- Identification of content, trust, clarity, and source‑of‑truth gaps that cause misrepresentation or omission
- Prioritized action plan with practical, team‑owned steps to improve AI understanding and citation
- Ongoing measurement framework to track changes in AI representation over time
- Self‑check tools and training resources to build internal capability for maintaining AI‑friendly content