OtterlyAI connects prompt research, brand visibility and content optimisation. KnowledgePanel connects identity facts, supporting sources and publishing outputs, then keeps a record of how that identity appears.
See the comparison ↓KnowledgePanel creates a structured identity for a person or business. Publish connected facts, profiles and schema to enrich the information available to AI agents and help them understand who the entity is.
Best whenYou want a guided identity workflow, from sources to schema and ongoing checks.Brand and website visibility analysis paired with prompt research, content audits and GEO recommendations.
Best whenYou want to research AI search questions, monitor brand coverage and audit content for improvement.Compare the starting point, evidence and implementation workflow.
Swipe across to compare →
| What matters | KnowledgePanel | OtterlyAI |
|---|---|---|
| Starting point | Structured identity | AI search intelligence |
| Built for | Professionals & brands | Marketing professionals & teams |
| Evidence you review | Facts, schema, sources, AI answers and a Google search journey | Brand mentions, citations and competitor coverage |
| Identity for AI agents | Structured person or business facts, profiles and schema for your public sources | Review the vendor’s documented scope for your identity publishing needs |
| Content & implementation | Schema, biographies and profile drafts; you review and publish, or scope an Identity Engineer project | Content audits, briefs and GEO recommendations |
| Ongoing monitoring | Approved identity checks, AI answers and citations, plus a monthly Google search journey | Brand mentions, citations and competitor coverage |
| Commercial model | Pro: $79.99 USD/month or $799.90 USD/year per identity. Identity Engineer: separately scoped, from $899. | Monitoring and optimisation access depend on the selected plan |
Your priority is the person or business record: facts, sources, relationships, publishing outputs and how that identity is represented.
Explore the identity workspace →You want to research AI search questions, monitor brand coverage and audit content for improvement.
Explore OtterlyAI ↗OtterlyAI connects prompt research, brand visibility and content optimisation. KnowledgePanel connects identity facts, supporting sources and publishing outputs, then keeps a record of how that identity appears. KnowledgePanel creates a structured identity for a person or business. Publish connected facts, profiles and schema to enrich the information available to AI agents and help them understand who the entity is.
Content optimisation considers how a page answers a query. Identity work connects the names, roles, relationships and references describing the person or business. They can support the same wider visibility strategy. KnowledgePanel creates a structured identity for a person or business. Publish connected facts, profiles and schema to enrich the information available to AI agents and help them understand who the entity is.
KnowledgePanel creates a structured identity for a person or business. Publish connected facts, profiles and schema to enrich the information available to AI agents and help them understand who the entity is. AI providers decide which sources they retrieve and use; publishing does not directly train every model or guarantee recognition.
Google and AI providers decide what appears. Review each platform’s scope and terms. KnowledgePanel Pro prepares and monitors identity evidence; the Identity Engineer project refund has its own agreed scope and terms.
This comparison describes documented workflows. Unlisted capabilities are not treated as absent, and feature access varies by plan.
OtterlyAI: official product information ↗KnowledgePanel: plans, features and terms →See what connects and what needs attention.
