AI systems often summarize vendors from old comparison pages, marketplaces, docs, analyst-style content, and review snippets. If your positioning, integrations, ICP, security posture, and proof are not clear, your brand can be skipped or misrepresented.
- Missing citations for category and alternative prompts
- Weak entity coverage around integrations, compliance, and use cases
- AI answers that mention competitors but not your product
- Decision-stage pages that are not structured for answer engines