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KnowledgePanel
vs your next option.

Choose a product to compare. Explore how each approach fits the work you need to do.

Different starting points.
A clearer choice.

Compare the documented focus of each platform, from brand analytics to publishing a connected identity.

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KnowledgePanel and four AI visibility platforms: focus, audience, evidence and implementation
PlatformStarting pointWhat you seeHow you act
KnowledgePanelProfessionals & brandsStructured identityFacts, schema, sources, AI answers and a Google search journeyPublish structured identity facts and schema to enrich the information available to AI agents
Peec AIMarketing teams & agenciesAI search performanceVisibility, position, sentiment and share of voicePrompt discovery and optimisation insights
ProfoundMarketing teams & brandsAI marketingAnswer engines, prompt demand and agent analyticsAI agents create and optimise marketing content
OtterlyAIMarketing professionals & teamsAI search intelligenceBrand mentions, citations and competitor coveragePrompt research, content audits and GEO recommendations
SemrushSEO & marketing teamsSEO & AI visibilityVisibility, brand perception and prompt trackingSite audits, competitor research and content creation
Sources & scope

Reviewed 4 Nov 2026. A comparison of documented product focus, not a feature-exclusion checklist. Features and plan access vary. KnowledgePanel’s structured identity workflow is built for individual people as well as organisations.

The KnowledgePanel approach

Connect. Build. Keep it current.

01

Start with the person or business

Organise names, roles, relationships and the sources behind them.

02

Prepare a structured identity

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.

03

Keep evidence of what changes

Review saved AI answers, citations, identity checks and the monthly Google journey.

See where your identity stands.

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