Check your company's AI visibility
Prepare an initial visibility report.
Updated on 20 October 2026.
Choose between Semly and Otterly around the work your team needs to complete. Do you primarily need answer analysis connected to your reporting process? Do you also need to prepare content and publish through a supported channel? These questions are more useful than comparing dashboard screenshots or headline prompt allowances.
Semly publishes this comparison. It is based on the linked public vendor descriptions checked on 20 October 2026. It is not an independent benchmark of measurement accuracy, security or customer outcomes. Recheck plan and integration terms before buying.
Separate analysis from content preparation and publication
Otterly describes brand and source monitoring, recommendations, audits and MCP access. It should not be reduced to a dashboard without actionable guidance. Its Data Studio documentation also explains setup and fields, which matters when the agency already has a delivery process.
Semly connects monitoring with content work, Leon and a knowledge base. Assess the complete task: identifying missing information, preparing useful material and carrying out an authorized publication. That requires the intended plan, permissions and a supported connection. Integrations do not all perform the same job.
| Team need | Semly | Otterly | Acceptance check |
|---|---|---|---|
| Inspect an answer and source | Brand, competitor and source analysis | Monitoring and cited-source analysis | Open the full record on the intended scope |
| Prepare a content correction | Generator, Leon and knowledge base within the offer | Recommendations and audits; identify the editorial handoff | Establish who supplies the finished copy |
| Deliver a client report | Agency offer includes reporting and Data Studio | Dedicated Data Studio connector instructions | Compare actual fields, access and refresh |
| Work through an assistant | Semly MCP: analysis and content work; actions depend on connection permissions | Publicly described MCP | Check permissions and plan eligibility |
| Publish a correction | Supported destination and authorized action | Verify the intended workflow and connection | Accept the actual page and content |
The table describes product direction, not entitlement in every subscription. Missing detail in a summary does not establish that a capability is absent. MCP access alone does not establish that an assistant will write and publish a finished article.
When to evaluate Semly
Include Semly when the obstacle is turning analysis into a useful correction. A small business may have an owner who understands the offer but no consistent editorial process. A retailer may need clearer product knowledge alongside catalogue information. Assess the quality of a finished deliverable and the review it still requires.
Example data prepared only to explain the method: an installation service needs to clarify when a travel surcharge applies. The task is to confirm the rule, prepare a section, obtain the owner's factual review and update the existing service page. Another general installation guide does not resolve that same question.
Check Leon access, content preparation and the publication destination separately. Importing products is different from publishing articles or submitting a catalogue to external AI shopping services. If an editor still needs to implement the last step in a CMS, include that responsibility and work.
Leon in Semly: scope and publication approval
When to evaluate Otterly
Evaluate Otterly when writers, subject experts and CMS access already exist and analysis needs to feed that process. Documented connections and a clear handoff can matter more than adding another generator.
Otterly's public material describes reporting setup and MCP access to platform information. These are vendor capabilities and procedures, rather than evidence of superior data quality or lower total operating cost. Check them in the actual plan under consideration.
If your priority is a report with controlled fields and filters, request the same demonstration from both products. A useful report should be reproducible and explainable to the client. A different dashboard design does not answer that question.
Compare AI coverage on the same need
Gemini, Google AI Mode and AI Overviews are separate environments. Semly's Google AI entry covers AI Overviews and AI Mode; Gemini is separate. Check which plans list that coverage. Assess additional system availability from the relevant plan's list rather than inferring it from a platform-wide description.
Otterly's pricing distinguishes included coverage and add-ons. An entry price therefore does not establish the price of your intended systems. Fix questions, country, language, systems and frequency before comparing offers. Do not assume a prompt allowance represents the same observation unit across vendors.
Gemini, AI Mode and AI Overviews: the existing guide
Run three acceptance tasks
| Task | Inspect | Keep |
|---|---|---|
| Analyze one answer | Can the stored record and source explain the observation? | Scope, limitations and correct brand identity |
| Build one report | Do scope and definitions match the source? | Filters, mapping, refresh and recipient access |
| Prepare one correction | Does the material resolve missing information without duplicating a page? | Existing URL, factual source, owner, status and acceptance |
This is a proposed selection protocol, not a completed product test. There is no universal question count or number of days that guarantees a decision. Use a task representative of your own workflow and record configuration differences.
Price the complete workflow
Include subscription, add-ons, factual review, editing, publication and connection maintenance. Identify what the platform, assistant and people each perform. An article allowance is not a promise of that many approved publications. A team without a native generator may still implement recommendations effectively.
An agency also needs project separation and resource allocation. Verify who can read and change client information. A branded report and permission to administer its underlying source are different capabilities. Acceptance should include the intended recipient's view.
Agency workflow and client reporting template
Choose around the missing step
Shortlist Semly if you need to connect analysis with content preparation and supported knowledge publication. Include Otterly if you want analysis to feed an established reporting and editorial process. Decide using the actual configuration, the quality of the accepted deliverable and the complete cost.
Neither a tool nor publishing an article guarantees citations, a top-ten placement or increased sales. Completing the task and observing later visibility are separate outcomes.
Sources and verification scope
Otterly: Data Studio documentation
Semly: public MCP workflow examples (Polish)
This comparison uses public product descriptions and documentation checked on 20 October 2026. No independent connection test or customer-outcome study was performed. Selection criteria and acceptance tasks are Semly's proposed editorial method.
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