Presence
Does the brand appear in the agreed buying situations?
AI Visibility Snapshot
Assess one category before investing in a full audit.
A Snapshot shows whether your brand appears in important buyer questions, which competitors appear instead and whether the gap justifies deeper analysis.
From 1,500 PLN net
One category, one market and a limited sample. A Snapshot does not pretend to be a full audit.
Snapshot outcome
A quick decision on further investment
Buyer question
„Which companies should we consider in this category?”
1Brand presence
2Three to five competitors
3Examples of recommendation logic
4Sources used
5Recommended next step
The result relates to the agreed sample, models, market and date.
The role of a Snapshot
It qualifies a problem; it is not a cheaper version of a full strategy.
A Snapshot answers a limited question: is there a visible gap in one category, and is it worth allocating budget to a full diagnosis or implementation?
Competitors
Which companies or products appear alongside it or instead of it?
Rationale
Which arguments and sources support the observed selection?
Decision
Is the right next step an audit, a Sprint, foundation work or no further investment?
Scope
A Snapshot is deliberately limited in scope.
one category and buyer context
a limited, agreed question set
selected models and a recorded measurement date
brand presence, competitors, sources and examples of reasoning
Important:Pricing increases where an additional category, market or larger competitor set is needed.
Exclusions
What not to expect from a Snapshot.
a full 90/180-day roadmap
a complete technical SEO audit
implementation of every recommended change
a guaranteed recommendation or business outcome
Process
From category to a concise decision in four steps.
Evidence trail
From question to finding without losing context
Active system structure
01
Prompt set
category · intent · version
02
Model run
model · date · market
03
Answer
full answer · sources
04
Coding
brands · arguments · type
05
Finding
observation · limitation
Measurement ID
Unique run identifier
Unique run identifier
Analysis-rule version
Criteria used in the measurement
Criteria used in the measurement
Reviewability
Full answer behind every finding
Full answer behind every finding
1. Qualification
We confirm category, market, decision value and comparable brands.
2. Prompt set
We agree a limited set of questions representing real buying situations.
3. Measurement
We record answers, brands, reasoning, sources, models and date.
4. Recommendation
We present observations, limits and the appropriate next step.
Fit
A Snapshot makes sense when one category can change a budget decision.
you have a stable offer or product family
buyers compare several options
the decision value justifies analysis
you can identify a market and buying situation
you accept a result that may advise against further work
Next step
Start with one category and a concrete decision.
We will assess fit first. The paid Snapshot starts only after a useful scope is confirmed.
FAQ
Questions before you decide
Is the Snapshot free?
No. Category-fit assessment is free; the Snapshot is a limited paid analysis.
How does it differ from an audit?
A Snapshot covers one category and the decision on further investment. An audit expands buyer research, benchmarking, sources, interpretation and a 90/180-day roadmap.
Does it include implementation recommendations?
It includes the recommended next step and key observations, not a full roadmap or implementation specification.
Do we have to buy an audit afterwards?
No. The result may be an audit, a well-defined Sprint, work on other foundations or no further investment.
Related resources