KnowledgePanel
Connect the facts behind a professional or brand, prepare consistent public outputs, and follow the evidence.
- Reviewed facts and supporting sources
- Schema, profiles and publishing checks
- AI evidence and a Google search journey
vs
KnowledgePanel
vs Peec AI
Connect your identity. Then measure how it appears.
Buyer guide · Reviewed 6 Nov 2026What are you
trying to improve?
Peec’s unit of work is brand performance across prompts and markets. KnowledgePanel gives a professional or business a reviewed identity record to build, publish and maintain. Pick around the work you need to finish.
Peec AI
Daily brand analytics with prompt discovery, source analysis, fact-checking and agent actions.
- Daily market and model comparisons
- Prompt and citation research
- Brand fact-checking and agent actions
Where they overlap. Peec also checks brand facts and offers agent actions. The difference is the identity workflow and deliverables, rather than a claim that Peec only watches.
A clearer identity.
Practical outputs.
KnowledgePanel turns scattered public information into a reviewable record and a publishing plan.
- 01 / ReviewThe right identityName, role and source context
- 02 / ConnectSupported factsProfiles and evidence links
- 03 / PublishStructured outputsSchema, biography and profiles
- 04 / ObserveSaved evidenceAI answers and Google captures
“They found my name.
Did they find me?”
A role, website and official profile can separate you from another person with the same name.
- You review
- The intended identity and supporting references.
- You prepare
- Linked profiles, a consistent biography and Person schema.
- You follow
- Saved answers, citations and dated Google appearances.
“Our website and profiles
tell different stories.”
Bring your business name, category, website and supported relationships into the same record.
- You review
- Official sources, business details and conflicting information.
- You prepare
- Business schema and consistent website and profile copy.
- You follow
- Publishing checks and the evidence behind later changes.
Example workflows, not customer results. Publishing clearer facts does not guarantee how Google or AI will present them.
Compare the work.
Not just the feature name.
Documented capabilities, with the practical deliverable beside each one.
Swipe across to compare →
| What matters | KnowledgePanel | Peec AI |
|---|---|---|
| Build the identity | ||
| Person or business record | Included workflowReviewed identity facts, profiles, sources and relationships in one guided plan. | AI search performance for marketing teams & agencies.Source ↗ |
| Schema and public outputs | Included workflowPerson/business JSON-LD, biographies and profile drafts for review and publication. | Source-gap guidance and agent actions; a dedicated person/business publishing flow is not described in the reviewed pages.Source ↗ |
| Same-name review | Included workflowReview the intended identity using name, profession, website and source context. | Not documentedA dedicated namesake-review workflow is not described in the sources reviewed. |
| Understand the evidence | ||
| Facts and accuracy | Included workflowApproved facts linked to supporting sources and dated public-page comparisons. | AI claims checked against customer-supplied brand facts, with plan limits.Source ↗ |
| AI answers and citations | Included workflowSaved identity answers, source links and comparisons over time, within account limits. | Daily prompt tracking, with model and project limits by planSource ↗ |
| Google search journey | Included workflowMonthly screenshots, matching-context comparisons and up to 6 mo of retained captures. | Not documentedMonthly dated Google screenshots are not described in the sources reviewed. |
| Turn evidence into work | ||
| Implementation | Included workflowPrepare and publish with Pro, or agree a separate Identity Engineer project. | Source-gap recommendations, brand fact-checking and agent actionsSource ↗ |
| Team workflow | Included workflowIdentity workspace, saved reports and optional outbound Slack summaries and alerts. | Multi-user projects, exports and reporting integrations; access varies by plan.Source ↗ |
“Not documented” means the reviewed pages did not describe that exact workflow. It does not mean the capability is unavailable. Confirm specialised requirements with the vendor.
Compare the scope
behind the price.
A per-identity plan, a prompt allowance and a credit budget buy different workloads.
$79.99 USD / month · one identity
$799.90 USD/year when billed yearly ($66.66/mo equivalent).
- Identity plan, source links and publishing outputs
- Saved AI evidence and monthly Google captures
- 3-day trial; card required; renewal until cancelled
Starter · $95/month
50 prompts, 3 selected models and 1 project on the published brand Starter plan.
Compare project, country and model allowances, fact-checking limits and agent credits.
Check current plans ↗Vendor prices and limits checked 6 Nov 2026; taxes, billing cadence and add-ons can change the total. These are different scopes, not an equivalent-price claim. Identity Engineer implementation is separately scoped, from $899.
Choose around your next job.
You need a clearer identity foundation.
You want to connect a person or business to its facts, profiles and evidence, then prepare the material to publish.
Start with the identity check →AI search performance is the priority.
You need AI search analytics for a marketing team, with prompt discovery and competitive performance reporting.
Explore Peec AI ↗Questions before you choose.
What is the main difference between KnowledgePanel and Peec AI?
Peec’s unit of work is brand performance across prompts and markets. KnowledgePanel gives a professional or business a reviewed identity record to build, publish and maintain. Pick around the work you need to finish.
Is KnowledgePanel for professionals as well as businesses?
Yes. A professional can connect their name, role, work, official profiles and supporting coverage. A business can connect its name, category, website, profiles and relationships. The assessment and publishing workflow follow the chosen identity type.
Does Peec AI already check whether brand facts are correct?
Yes. Its pricing describes checks against brand facts you provide, with limits by plan. KnowledgePanel connects approved identity facts to supporting sources, publishing outputs and saved page checks. Compare the workflow and evidence you receive, as well as the feature label.
Which is a better fit for broad market monitoring?
Peec is worth evaluating when your main task is analysing many buyer prompts, models and competitors. KnowledgePanel is focused on building and maintaining an individual person or business identity. Its smaller identity-monitoring scope is not a substitute for every marketing research workload.
What do I actually get with Identity Pro?
A guided identity plan; supported facts and relationships; schema, biography and profile drafts; publishing checks; saved AI answers and citations; sentiment from eligible coverage; and a monthly Google search journey. Pro covers one identity. You review and publish the outputs; monitoring depends on available sources and configured channels.
How do we enrich the information available to 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. This gives systems clearer material to retrieve and interpret. It does not directly retrain every model, force an AI citation or guarantee that a provider will use your page.
Can you help when someone else has the same name?
KnowledgePanel checks the name in context, including the role, website and supporting sources, and asks you to review the intended identity. Separate namesake comparisons can reveal confusion. A matching name alone is not treated as proof that two records describe the same person.
How often do monitoring and Google captures update?
They use separate schedules. AI tracking defaults to four questions, up to two configured channels and weekly checks; available settings and account limits apply. Approved identity and publishing checks have their own cadence. Google search captures are monthly, retaining up to six months. A page view reads saved evidence rather than launching a new paid scan.
What does the sentiment score tell me?
It summarises tone in the eligible saved AI answers or matched media excerpts you are viewing. Those are separate views. Missing evidence stays unscored; it is not a neutral result. The index is not a poll of public opinion, a reputation verdict or a sales metric.
Who publishes the changes?
With Pro, you review and publish the prepared material on your website and profiles. Published-page checks help compare it with the approved identity. An Identity Engineer project is a separate, scoped option when you want implementation support. Optional distribution or additional work is quoted separately.
Can I use KnowledgePanel alongside Peec AI?
Yes, if both workflows are useful. Keep Peec AI for the marketing tasks and reporting you need, and use KnowledgePanel for the identity record and its public outputs. Review overlapping monitoring before paying for duplicate work. No data-sync integration between the platforms is implied.
Will this guarantee a panel, citations or more enquiries?
Google and AI providers decide what appears. Pro helps prepare and maintain identity evidence; it does not promise a panel, citation, ranking or revenue increase. Any Identity Engineer project refund applies only to its written scope and terms. Track business enquiries separately from readiness and observed visibility.
Sources & comparison scope · 6 Nov 2026
Prepared by KnowledgePanel using official vendor pages and the implemented KnowledgePanel workflow. This is our editorial assessment, not an independent product test. Plans and access vary. Unlisted capabilities are not assumed absent.
Peec: product and workflows ↗Peec: brand plans and allowances ↗KnowledgePanel: features, allowances and terms →Know where your identity stands.
Start with your name. Find the next useful step.