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 OtterlyAI
Go from a mention to the identity behind it.
Buyer guide · Reviewed 6 Nov 2026What are you
trying to improve?
OtterlyAI helps marketers research prompts and inspect brand and website coverage. KnowledgePanel connects the assessed identity to its facts, profiles and schema, then keeps evidence of its representation.
OtterlyAI
Brand and website visibility analysis paired with prompt research, content audits and GEO recommendations.
- Prompt research and brand monitoring
- Citation and competitor analysis
- Content and GEO optimisation tools
Where they overlap. OtterlyAI also offers optimisation tools. The useful choice is the content and prompt workflow you need alongside the identity record you want to maintain.
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 | OtterlyAI |
|---|---|---|
| Build the identity | ||
| Person or business record | Included workflowReviewed identity facts, profiles, sources and relationships in one guided plan. | AI search intelligence for marketing professionals & teams.Source ↗ |
| Schema and public outputs | Included workflowPerson/business JSON-LD, biographies and profile drafts for review and publication. | Content and GEO optimisation tools; confirm whether your required identity publishing outputs are covered.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. | Brand and citation reporting; confirm the scope of fact-level identity review.Source ↗ |
| AI answers and citations | Included workflowSaved identity answers, source links and comparisons over time, within account limits. | Brand mentions, citations and competitor coverageSource ↗ |
| 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. | Content audits, briefs and GEO recommendationsSource ↗ |
| Team workflow | Included workflowIdentity workspace, saved reports and optional outbound Slack summaries and alerts. | Marketing and agency reporting; confirm exports and access for the chosen 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
Published starting price · $29/month
Published Lite tier: 15 prompts and four base engines; extra engines are add-ons.
Check the prompt allowance, engines and add-ons against your actual monitoring workload.
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 intelligence is the priority.
You want to research AI search questions, monitor brand coverage and audit content for improvement.
Explore OtterlyAI ↗Questions before you choose.
What is the main difference between KnowledgePanel and OtterlyAI?
OtterlyAI helps marketers research prompts and inspect brand and website coverage. KnowledgePanel connects the assessed identity to its facts, profiles and schema, then keeps evidence of its representation.
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.
Why choose KnowledgePanel if OtterlyAI starts at a lower price?
A lower monitoring price may fit a smaller prompt-tracking job. KnowledgePanel Pro also includes the guided identity, schema and profile preparation workflow. Compare the deliverables and limits you need; a starting price alone does not make either plan equivalent.
Do content audits replace an identity review?
They answer different questions. An audit can identify page or answer opportunities. An identity review asks whether the name, role, official profiles and supporting sources refer to the intended person or business. You may need both.
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 OtterlyAI?
Yes, if both workflows are useful. Keep OtterlyAI 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.
OtterlyAI: product and audience ↗OtterlyAI: plans and allowances ↗OtterlyAI: content, crawl and structured-data audits ↗KnowledgePanel: features, allowances and terms →Know where your identity stands.
Start with your name. Find the next useful step.