vs

KnowledgePanel
vs Peec AI

Peec helps teams understand brand performance in AI search. KnowledgePanel starts with the public facts about a person or business and a workflow for connecting them.

See the comparison ↓
Structured identity

KnowledgePanel

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.
AI search performance

Peec AI

Brand performance measured across prompts, models and competitors, with daily tracking and discovery tools.

Best whenYou need AI search analytics for a marketing team, with prompt discovery and competitive performance reporting.

KnowledgePanel vs Peec AI
at a glance.

Compare the starting point, evidence and implementation workflow.

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KnowledgePanel and Peec AI side-by-side comparison
What mattersKnowledgePanelPeec AI
Starting pointStructured identityAI search performance
Built forProfessionals & brandsMarketing teams & agencies
Evidence you reviewFacts, schema, sources, AI answers and a Google search journeyVisibility, position, sentiment and share of voice
Identity for AI agentsStructured person or business facts, profiles and schema for your public sourcesReview the vendor’s documented scope for your identity publishing needs
Content & implementationSchema, biographies and profile drafts; you review and publish, or scope an Identity Engineer projectDiscovery and optimisation insights for your marketing workflow
Ongoing monitoringApproved identity checks, AI answers and citations, plus a monthly Google search journeyDaily prompt tracking, with model and project limits by plan
Commercial modelPro: $79.99 USD/month or $799.90 USD/year per identity. Identity Engineer: separately scoped, from $899.Plans scale by prompts, models and projects

Which fits your next step?

Choose KnowledgePanel when

You need to connect an identity.

Your priority is the person or business record: facts, sources, relationships, publishing outputs and how that identity is represented.

Explore the identity workspace →
Choose Peec AI when

AI search performance is your priority.

You need AI search analytics for a marketing team, with prompt discovery and competitive performance reporting.

Explore Peec AI ↗

A few useful answers.

What is the main difference?

Peec helps teams understand brand performance in AI search. KnowledgePanel starts with the public facts about a person or business and a workflow for connecting them. 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.

Can I use KnowledgePanel alongside Peec AI?

Yes. Peec can support brand-performance analysis while KnowledgePanel supports your identity facts, schema, publishing workflow and saved identity evidence. Decide which workflows you need before choosing either or both. 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.

How does structured identity help AI agents?

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.

Does choosing either platform guarantee a result?

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.

Sources & comparison scope · 4 Nov 2026

This comparison describes documented workflows. Unlisted capabilities are not treated as absent, and feature access varies by plan.

Peec AI: official product information ↗KnowledgePanel: plans, features and terms →

Start with your identity.

See what connects and what needs attention.

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