Interpretation
What AI believes
Review how public website evidence leads AI systems to classify and describe an organization.
Public AI interpretation intelligence
See how AI systems interpret companies — before you create an account.
Explore the public benchmark, reviewed findings, score movement, and capture signals. SemanticRisk separates interpretation change from crawl and content-capture volatility.
Live intelligence
Enterprise benchmark
The benchmark shows published sectors, participating domains, volatility, material drift, score distribution, and crawl health.
- Browse sector-level interpretation benchmarks
- Review volatility and material drift
- See which public domains contribute to the panel
- Follow the transition toward public company drill-downs
Movement
What changed
Separate real interpretation drift from score noise, crawl regression, or reduced captured text.
Evidence
Why it changed
Connect movement to public wording, extracted claims, page structure, and access behaviour.
Latest reviewed examples
Score movement needs context.
Positive movement
monday.com
Movement from 45.55 to 57.75 was reviewed alongside clearer structure and AI/work-platform positioning.
Interpretation: clearer product language can strengthen the evidence available to automated systems.
Capture volatility
walmart.com
A score move appeared alongside a large reduction in captured text, showing why movement should not be treated as a business-risk conclusion by itself.
Interpretation: capture quality must be reviewed before attributing a change to company messaging.
Monitor your domain
Need deeper history, alerts, or a private domain review?
Paid monitoring extends the public intelligence with retained history, scheduled scans, evidence drill-downs, and reporting.