Verification & Monitoring Pillar

Presence & Reputation Monitoring in AIs.

With our proprietary tools, we audit and monitor when and how your name and your authorial work show up in AI searches, across many platforms and models.

What we monitor

The verification of your authority across AIs.

We publish the structured data of your entities and check the integrity of that information regularly. On top of that, we run AI-Scan reports to assess your presence in AI answers.

01Your name's Generative Share of Voice (G-SoV)
02Sentiment and reputation around your name
03Integrity of the JSON-LD published on the site
04Correct appearance of the entity in answers
05Dominance gaps versus competitors
Proprietary technology

AI-Scan: Sumaúma's generative audit.

A proprietary algorithm, with its own weights and scores, to map, score and compare your presence in AIs against your peers', across the main generative-AI platforms.

01

Semantic Presence Mapping

A scan of your name across the main AIs — ChatGPT, Gemini, Claude, Perplexity, Copilot and others.

02

Proprietary scoring algorithm

Weights and criteria for a rigorous ontological classification of your Generative Share of Voice.

03

Competitive intelligence

Competitors' scores and immediate identification of dominance gaps to exploit.

AI-Scan reading

EPS — Entity Prominence Score.

A deterministic 0–100 metric that measures whether your entity's semantic infrastructure exists and is recognized in public knowledge graphs. Crossed with G-SoV, it positions you on the Presence Matrix.

Example EPS
Solid semantic infrastructure — recognized in public graphs.
How to read the matrix

The higher (EPS) and further right (G-SoV), the more sovereign the name. Presence Engineering's mission is to move you from the bottom-left corner to the top-right.

Peers in your field Sovereign reference You, audited
Presence Matrix · G-SoV × EPS
EPS · infrastructure
Sovereignty Latent presence Fragile presence Structural invisibility
G-SoV · citation
Sentinel · continuous monitoring

Sentinel: watch and defence of your reputation and of your authorial knowledge legacy.

Sentinel stores and tracks the AIs' answers over time — the presence and authority score, reputation alerts and the live verification of published data. You follow the evolution; we defend your name from drift and inconsistencies.

MonitoringSemantic presence in AIs
ReputationHow the AIs present you
VerificationIntegrity of the published JSON-LD
HistoryEPS and G-SoV evolution over time
Sumaúma proprietary technology

Tools that defend your authorial work.

AI-Scan®Audit

A generative-audit engine that maps your presence across the main AIs and computes G-SoV and EPS in a single scan.

  • Multi-platform scan (ChatGPT, Gemini, Claude, Perplexity…)
  • Ontological score with proprietary weights
  • Competitive intelligence and gap map
EPS®Deterministic metric

The Entity Prominence Score (0–100): how solid and recognized your entity's semantic infrastructure is in public graphs.

  • Entity recognition
  • Verification across global graphs
  • Evaluation and position on the Matrix
Sentinel®Monitoring

Continuous watch that stores the AIs' answers over time, triggers reputation alerts and defends the integrity of published data.

  • Real-time tracking
  • Reputation and drift alerts
  • History and defense of the entity

Audit your presence in generative AIs with our technology.

Request an AI-Scan Audit and see the full diagnosis of your presence across AIs, in the fields you work in.