Know what AI understands about your organisation — and whether it chooses you.
Measure where your organisation appears across leading AI environments, compare what they say with verified facts, see who they recommend, and track what changes over time.
Identify disagreements, risks and action priorities.
The organisation operates in Portugal and Brazil.
Evidence · Company page — markets and presence · human verified
Describes the organisation as Portuguese, without mentioning the Brazilian operation.
Observed 2 June
Two environments recognise the fact correctly. One omits it. One presents contradictory information.
Review the institutional page where this fact should be explicitly supported, then retest after the update.
The Brazilian operation is not recognised consistently. Review the public evidence covering markets and geographic presence.
- ChatGPT
- Claude
- Gemini
- Perplexity
- Google AI Mode
- Google AI Overviews
- Microsoft Copilot
- Grok
- Meta AI on WhatsApp
- Mistral
Environments are analysed using different observation methods. All trademarks belong to their respective owners and do not imply partnership, sponsorship or affiliation with Vorentus.
AI can sound confident and still be wrong.
AI systems may omit important facts, repeat outdated information, misunderstand your activity or recommend a competitor.
Visibility matters. But knowing that your brand appeared is only the beginning.
The real question is where you appear, how AI understands you — and whether it chooses you or a competitor.
From visibility to decision.
Vorentus measures how your organisation appears across leading AI environments, compares those answers with a verified factual reference and shows you:
- where and how consistently your organisation appears
- what is correct, missing, wrong or outdated
- where AI systems disagree
- which competitors are recommended instead
- what deserves action first
- what changed after retesting
- VISIBILITY
Where and how your organisation appears across tested AI environments.
- VERIFIED UNDERSTANDING
What each AI environment says — compared with facts your organisation can verify with evidence.
- SELECTION
Whether AI considers or recommends your organisation — and who it chooses instead.
- ACTION
What deserves attention and intervention.
- PROOF
What changed after retesting.
Focus on the changes that actually matter.
Not every different answer represents a meaningful change. Vorentus distinguishes:
- technical failures
- facts that have not yet been tested
- isolated answers
- noise between runs
- changes that persist
- changes that deserve attention
So your team does not waste time reacting to false signals.
Decisions based on evidence, not noise.
- Noise
A one-off difference that does not repeat.
- Persistent
A difference that holds across repeated tests.
- Meaningful
A persistent change that affects how you are understood or chosen.
Know what changed. Understand what to do next.
Vorentus monitors AI answers over time, validates whether a change persists and alerts you when it deserves attention.
Copilot helps interpret:
- what changed
- why it may matter
- what is verified
- what remains uncertain
- the recommended next action
- when to retest
Vorentus measures. Copilot interprets. You decide.
Copilot · Evidence-grounded contextual decision assistant.
One fact. Different answers. A clearer decision.
The organisation operates in Portugal and Brazil.
Evidence · Company page — markets and presence · human verified
Describes the organisation as Portuguese, without mentioning the Brazilian operation.
Observed 2 June
Two environments recognise the fact correctly. One omits it. One presents contradictory information.
Review the institutional page where this fact should be explicitly supported, then retest after the update.
The Brazilian operation is not recognised consistently. Review the public evidence covering markets and geographic presence.
Following the action and a new test, a change was observed in one environment. Confidence: moderate — no causal attribution is made.
Start by understanding where you stand.
- 1
We identify critical facts
We establish what your organisation can verify with evidence.
- 2
We measure visibility and how AI represents you
We measure where you appear across leading AI environments and compare what they say and recommend.
- 3
We deliver clear priorities
We show disagreements, risks, meaningful changes and next actions.
The Vorentus team will contact you to understand your organisation and define the scope of the assessment.
No exaggerated scores. No assumptions presented as facts.