AI Visibility · Cognitive Asset Management

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.

Verified factVerified 12 May

The organisation operates in Portugal and Brazil.

Evidence · Company page — markets and presence · human verified

What each environment says

Describes the organisation as Portuguese, without mentioning the Brazilian operation.

Observed 2 June

Interpretation

Two environments recognise the fact correctly. One omits it. One presents contradictory information.

Next action

Review the institutional page where this fact should be explicitly supported, then retest after the update.

Copilot

The Brazilian operation is not recognised consistently. Review the public evidence covering markets and geographic presence.

Illustrative demonstration based on Vorentus's real methodology.
Environments observed
  • OpenAIChatGPT
  • ClaudeClaude
  • GeminiGemini
  • PerplexityPerplexity
  • Google AI ModeGoogle AI Mode
  • Google AI OverviewsGoogle AI Overviews
  • Microsoft CopilotMicrosoft Copilot
  • GrokGrok
  • Meta AI on WhatsAppMeta AI on WhatsApp
  • MistralMistral

Environments are analysed using different observation methods. All trademarks belong to their respective owners and do not imply partnership, sponsorship or affiliation with Vorentus.

The problem

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AI systems may omit important facts, repeat outdated information, misunderstand your activity or recommend a competitor.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.

What you receive

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  • what is correct, missing, wrong or outdated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
  1. VISIBILITY

    Where and how your organisation appears across tested AI environments.

  2. VERIFIED UNDERSTANDING

    What each AI environment says — compared with facts your organisation can verify with evidence.

  3. SELECTION

    Whether AI considers or recommends your organisation — and who it chooses instead.

  4. ACTION

    What deserves attention and intervention.

  5. PROOF

    What changed after retesting.

Signal, not noise

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.

  1. Noise

    A one-off difference that does not repeat.

  2. Persistent

    A difference that holds across repeated tests.

  3. Meaningful

    A persistent change that affects how you are understood or chosen.

Monitoring and Copilot

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.

Vorentus in action

One fact. Different answers. A clearer decision.

Verified factVerified 12 May

The organisation operates in Portugal and Brazil.

Evidence · Company page — markets and presence · human verified

What each environment says

Describes the organisation as Portuguese, without mentioning the Brazilian operation.

Observed 2 June

Interpretation

Two environments recognise the fact correctly. One omits it. One presents contradictory information.

Next action

Review the institutional page where this fact should be explicitly supported, then retest after the update.

Copilot

The Brazilian operation is not recognised consistently. Review the public evidence covering markets and geographic presence.

After retesting

Following the action and a new test, a change was observed in one environment. Confidence: moderate — no causal attribution is made.

Illustrative demonstration based on Vorentus's real methodology.
How we start

Start by understanding where you stand.

  1. 1

    We identify critical facts

    We establish what your organisation can verify with evidence.

  2. 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. 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.

Questions

Frequently asked questions