AI model responses show what a user could see after asking a specific question in a tool like ChatGPT, Gemini, Claude, Grok, or Google AI Overviews.
This is one of the most important parts of analysis in Semly, because metrics alone show the result, but only the content of the response explains the context: why the brand was recommended, how it was described, and what sources might have influenced the answer.
Metrics like visibility, position, or sentiment show the brand’s overall result. The AI model’s answer, however, shows what that result looks like in practice.
By analyzing responses you can check:
was your brand mentioned?
was the brand recommended?
is the brand description correct?
does the AI understand the brand’s offer?
does the AI point to the right products or services?
does any competition show up?
does the answer contain errors?
is the answer up to date?
does the sentiment match the content of the answer?
could the user make a decision based on this answer?
You’ll usually find AI model answers in the prompt details.
To check them:
Log in to the Semly panel.
Go to the Visibility report or Prompts section.
Click the selected prompt.
Go to the section with the latest AI model responses.
Open the selected response.
In this view you can see, among other things:
AI model name
date the answer was generated
answer content
information about the brand mention
brand position
sentiment
sources used in the answer
competitors appearing in the answer
After opening the answer, start with a few basic questions.
Check:
does the brand appear in the answer?
is it only mentioned or actually recommended?
in what position was it listed?
how does the AI describe the brand?
is the description accurate?
does the AI point out specific advantages of the brand?
do competitors show up?
does the answer include sources?
did the model avoid mixing up product or service categories?
Not every mention means a recommendation.
An AI model can mention a brand in a few different ways.
The AI mentions the brand but doesn’t encourage the user to choose it.
Example:
There are brands like Brand A, Brand B, and Brand C operating on the market.
This means the brand is visible, but the answer doesn’t build a strong purchase intent.
The AI points to the brand as a good solution for the user.
Example:
Brand B will be a good choice for people who are looking for a wide range of products, fast delivery, and items in the mid-price range.
This is a much stronger signal because the AI not only mentions the brand but also explains why it’s a good choice.
The AI compares the brand with other companies.
Example:
Brand A will work better for premium products, and Brand B for cheaper solutions for everyday use.
Such an answer can be valuable if it shows your brand in a favorable or appropriate context.
The position shows in what order the AI model lists brands, products, or solutions.
Example:
Brand A
Your brand
Brand C
In this case, your brand is visible in position #2.
#1 means that the brand is the first recommendation
#2-#3 means good visibility but not full dominance
#4 and lower means that the brand is visible but may be less noticeable
no position means that the brand was not detected in the answer
It’s worth analyzing the position together with the content of the answer.
A brand in position #2 with a very good description can be more valuable than a brand in position #1 described in a generic way.
Sentiment shows whether the AI model describes the brand positively, neutrally, or negatively.
AI points out the brand’s advantages, recommends it, or describes it as a good fit for the user’s need.
Example:
The brand is a good choice for people looking for a wide range of products and fast delivery.
The AI mentions the brand but doesn’t clearly evaluate it.
Example:
The brand offers products in this category.
The AI points out limitations, lack of data, or reasons why the brand might not be the best choice.
Example:
There isn’t enough information to clearly recommend this brand.
AI answers can contain errors, simplifications, or outdated information. That’s why it’s worth checking whether the model is describing the brand correctly.
Pay attention to:
brand name
product or service category
market of operation
location
price level
main advantages
product availability
type of customer
business model
delivery information
payment information
comparisons with the competition
Example problems:
AI assigns products to the brand that it doesn’t offer
AI mixes up the brand with the competition
AI gives outdated information
AI describes the brand too vaguely
AI doesn’t understand the market it operates in
AI points to the wrong location
AI doesn’t see an important advantage of the brand
A good AI answer is specific, up to date, and matches the user’s question.
A good answer should:
respond to the intent of the prompt
mention the brand in the right context
show specific advantages
explain who the brand is a good choice for
avoid incorrect information
don’t confuse the brand with competitors
include a logical justification for the recommendation
be consistent with the brand’s current offer
Example of a good answer:
Brand X can be a good choice for people looking for furniture for small apartments, because it offers beds with storage, compact wardrobes, and living room shelving units. It’s especially good for customers who want to combine functionality with an affordable price.
This kind of answer is valuable because it shows the category, the need, the customer group, and the reason for the recommendation.
A weak answer can be formally correct but not very useful for the user.
A weak answer often:
is too generic
doesn’t explain why the brand is recommended
doesn’t show the brand’s advantages
contains outdated information
skips important products or services
confuses the category
shows the brand at the end of the list
doesn’t answer the question’s intent
is based on weak or random sources
Example of a weak answer:
Brand X offers various products and can be one of the options to consider.
Such an answer doesn’t build trust and doesn’t give the user a concrete reason to choose the brand.
In the AI answer, it’s worth checking which other brands appear alongside your brand.
Pay attention to:
which brands are mentioned before your brand?
which brands are mentioned after your brand?
how does AI describe the competition?
does the competition have a better justification for the recommendation?
does the competition have a more specific description?
does AI point out the advantages of the competition?
is your brand treated as an alternative?
does your brand not appear in the answer at all?
Example:
If a competitor is described as “the best choice” and your brand as “one of the options”, it’s worth checking which sources and content drive that difference.
Sources show which sites or materials the AI model might have used while generating the answer.
It’s worth checking:
does your site show up as a source?
are the sources up to date?
do the sources support your brand or the competition?
do the sources match the topic of the prompt?
do rankings or comparisons appear?
do catalogs or forums appear?
do the sources contain incorrect information?
is your brand present in the most important sources?
If AI mainly uses sources where your brand doesn’t appear, it can limit its visibility.
Different AI models can give different answers to the same prompt.
Example:
ChatGPT might recommend your brand
Gemini might recommend a competitor
Claude might respond neutrally
Grok might skip your brand
Google AI Overviews might rely on other sources
This is normal, because models can use different data, sources, and answer-generation mechanisms.
When comparing models, check:
in which models is the brand visible?
where does the brand have the highest position?
where is the sentiment the best?
which models use your website?
which models show the competition more often?
are the answers consistent across models?
does any model contain incorrect information?
The absence of the brand in the answer means that the AI model didn’t take it into account for that particular question.
This may be due to several reasons:
the brand isn’t closely enough connected to the prompt topic
there’s no content that actually answers the given question
the product data is too generic
the brand profile needs to be filled out
competitors have stronger sources
the AI uses sources where your brand doesn’t appear
the site might be hard for bots to access
the prompt doesn’t fit your offer very well
What to do:
check if the prompt is correct
analyze the competition
check the sources
improve the brand profile
complete product data (online stores only)
create content that answers the prompt
check Semly’s recommendations
monitor changes over time
Sometimes the AI model can give information that’s outdated or doesn’t match reality.
Examples:
incorrect company location
outdated offer
incorrect scope of services
confusing the brand with another company
assigning products that the brand doesn’t sell
no information about important advantages
incorrect business category
What to do in such a situation?:
check if the brand profile in Semly is up to date
improve the brand description
check the product data
update the content on the website
add or improve the FAQ
check sources that may contain incorrect data
prepare content in the knowledge base
implement technical recommendations
A common problem is that AI mentions the brand but describes it in a very generic way.
Example:
Brand X offers products in this category and can be one of the options.
Such an answer means that the AI might know the brand, but it doesn’t have enough specific information to strongly recommend it.
Possible reasons:
the brand description is too generic
the products have poor descriptions
there’s a lack of comparative content
there’s no information about advantages
external sources describe the brand only superficially
the AI doesn’t see a clear reason to recommend the brand
What to do?:
clarify the brand description
add concrete advantages
improve product descriptions
prepare content based on customer questions
expand the knowledge base
add an FAQ
take care of external sources
If you don’t know where to start, use a simple framework.
Check what the user is asking about and what their intent is.
See if the model mentions your brand.
Decide whether the brand is only mentioned, recommended, or compared.
See where the brand shows up compared to the competition.
Decide whether the description is positive, neutral, or negative.
Check whether the model is giving wrong or outdated data.
See which brands show up instead of yours or next to it.
Check which sites the model uses to answer.
Based on the analysis, go to recommendations, the content generator, brand profile, or product data.
Avoid judging responses based on just one element.
The most common mistakes are:
looking only at whether the brand was mentioned
skipping the context of the response
ignoring the brand’s position
skipping sentiment
not checking the competition
no source analysis
treating a single response as the final result
not comparing between models
ignoring incorrect information
not taking action after detecting a problem
After you analyze the response, choose a specific action.
You can:
improve your brand profile
fill in product data
add new prompts
improve existing prompts
create articles in the Content Generator
expand the knowledge base in Semly
check competitors’ sources
update the content on the website
improve the FAQ
implement Semly’s recommendations
monitor the changes in subsequent reports
How to read the Visibility Report
Learn how to analyze the Visibility Report in Semly and check how your brand appears in AI answers.
How to analyze prompt details
Learn how to read prompt details in Semly and check why your brand does or doesn’t appear in AI answers.
How to create prompts and topics
Learn what prompts are in Semly, how to create good questions for AI monitoring, and how to organize them into topics.
How to add competitors
Learn how to add competitors in Semly and how to use competitor analysis to check brand visibility in AI answers.
What AI answer sources are
Learn what sources are in Semly and why they matter a lot for brand visibility in AI answers.
How to read Semly recommendations
Learn how to use Semly recommendations and turn AI analysis results into concrete actions that improve brand visibility.
AI model answers show how your brand can be seen by a user who’s using AI tools. This is the place where you can check not only the presence of your brand, but also how it’s described, its position, sentiment, competition, and sources.
Most important rules:
read the answer in the context of the prompt
check whether the brand is mentioned or recommended
analyze its position against the competition
assess sentiment and accuracy of the information
check the sources of the answer
compare different AI models
look for errors and overly generic descriptions
implement actions based on the analysis
