AI VISIBILITY
How does AI describe your product, when does it include you in a comparison, and what reasons does it give for choosing alternatives?
Supports private deployment
Implementation scope to confirmDoes this product support private deployment?
FROM A QUESTION TO A USEFUL CHANGE
One answer, checked against its source, with a specific change the team can review.
Does this product support private deployment?
The product is available online. For private deployment, contact the vendor to confirm.
ONE GAP TO CLARIFY
The source answers “is it supported?”. The implementation conditions still need review.
Next: state the capability and its conditions separately.
Private deployment is supported. Confirm environment requirements and implementation scope before starting.
This is comparison material, not evidence that an AI service cited it.
Review the same question after the content is updated. A change in the AI answer is not guaranteed.
WHAT WE ANALYZE
Start with the buyer’s question. Review the answer, comparison criteria and visible sources.
The product is available online.
For private deployment, contact the vendor to confirm.
Support and implementation conditions have been blurred together.
Review capabilities, audiences and use cases. Distinguish a mention from a recommendation or an accurate description.
| Buyer criterion | Example A | Example B |
|---|---|---|
| Is it supported? | Supported | Not stated |
| Environment | Review required | Not stated |
| Scope | Review required | Not stated |
See the alternatives that appear alongside your product and the criteria and reasons given for choosing them.
Private deployment is supported.
Confirm environment requirements and implementation scope before starting.
Check visible citations against the product claims, preserving their conditions and limitations.
Yes. Confirm the environment requirements and implementation scope with the team before the project begins.
Connect the findings with product pages, capability descriptions and supporting material to create reviewable recommendations.
Source review uses citations and links visible in the answers. It does not reveal a model’s internal reasons for a recommendation.
WHAT YOU TAKE BACK TO YOUR TEAM
The question, answer, source and recommendation stay in one record. Your team can inspect it, decide what to change and agree on a follow-up review.
PRODUCT UNDERSTANDING / DEPLOYMENT
Clarify the deployment FAQ on the product page. State the supported capability and preserve the implementation conditions.
01 / FINDING
The product information states this explicitly.
Confirm both with the team before starting.
This record shows one representation gap, not overall visibility, competitive ranking or the model’s internal reasoning.
02 / EVIDENCE
The product is available online. For private deployment, contact the vendor to confirm.
Private deployment is supported. Confirm environment requirements and implementation scope before starting.
Both texts are authored examples. No verifiable AI citation link is provided; a source comparison is not a citation finding.
03 / NEXT ACTION
Yes. Confirm the environment requirements and implementation scope with the team before the project begins.
Have the team verify the capability, environment requirements and scope.
During follow-upReview the same question. Save the answer, visible citations and date, then check both the capability and its conditions.
Updating material does not guarantee a change in AI answers. Execution and follow-up scope must be agreed separately.
This is one fictional record showing the delivery format. No AI sampling was performed. It contains no real platform, client, date or outcome data. An actual assessment records the agreed questions, services, markets, languages and observation dates.
Does this product support private deployment?
The product is available online. For private deployment, contact the vendor to confirm.
Private deployment is supported. Confirm environment requirements and implementation scope before starting.
Source location: the deployment section of the fictional product information. No verifiable AI citation link is provided; this comparison is not a citation finding.
The source confirms private deployment, while the answer leaves support unclear. Environment requirements and implementation scope need confirmation. One record cannot establish overall visibility, competitive ranking or why the model produced the answer.
Suggested location: the deployment section or FAQ on the product page. Status: the team must verify the capability and conditions.
Yes. Confirm the environment requirements and implementation scope with the team before the project begins.
After the team verifies and updates the information, review the same question within the agreed services and scope. Save the response, visible citations and observation date. Check whether support is stated and conditions are retained; do not assume the answer will improve.
Fictional sample · Illustrates the depth of delivery, not a real client report.
Review your product’s presence, descriptions and comparison set within the agreed buyer questions and observation scope.
Compare the descriptions with actual capabilities, audiences and conditions to identify what needs clarification.
Identify which page, fact or supporting document deserves attention first, and the specific issue behind it.
GETTING STARTED
Share a product link and one or two questions your buyers often ask.
Agree on questions, AI services, markets, languages and observation dates.
Review the findings and sources, then identify the pages and material worth improving first.
Questions · AI services · Markets · Languages · Observation dates
Findings apply to the agreed answer samples. Results may differ across questions, services and time. Further execution and review require a separate agreement.
Start with AI Visibility. See how your product is understood, and what deserves a clearer explanation.
