Across active query sets
NeutralAI Visibility Dashboard
Answer presence monitoring
Measure how often a tenant appears in AI answers, whether sentiment is favorable, whether owned domains are cited, and which external sources influence the answers.
Tenant domain or subdomain cited
WatchPositive or mixed-positive sentiment
GoodExternal influence domains tracked
InfoWorkflow
Operational pipeline
1
Resolve entity
Business, product, or service snapshot from the business knowledge
2
Generate queries
Stable reusable query set with intent and rationale
3
Monitor answers
AI provider answers with web search enabled
4
Evaluate citations
Brand mention, sentiment, evidence, owned domain matching
Signals
Decision cards
Owned docs are cited less often than third-party reviews.
Positive mentions cluster around integration and implementation speed.
Repeated monitor runs show answer drift on comparison topics.
Service map
Boundaries from the design docs
EntityContextService
QueryGenerationService
MonitorService
EvaluationService
AIVisibilityProviderAdapter
Entity summary
Latest successful evaluation by monitored entity.
| Entity | Queries | Mention rate | Owned citation | Sentiment |
|---|---|---|---|---|
| Lumenario | 72 | 68% | 42% | Positive |
| AI Visibility Suite | 48 | 64% | 38% | Positive |
| Managed Growth Service | 44 | 57% | 29% | Mixed |
| Salesbot Assistant | 36 | 61% | 33% | Neutral |
Top cited domains
Domains influencing answers across active monitor runs.
| Domain | Citations | Owned | Influence | Action |
|---|---|---|---|---|
| lumenario.io | 91 | Yes | High | Protect |
| g2.com | 73 | No | High | Monitor |
| docs.lumenario.io | 52 | Yes | Medium | Improve |
| reddit.com | 46 | No | Medium | Seed |
Acceptance
Screen-ready requirements
Monitor runs are reproducible from frozen queries and entity snapshots.
Evaluations can be rerun without recollecting answers.
Manual queries participate exactly like generated queries.