AI Voice Provider Intelligence Graph
A structured research layer connecting providers, models, benchmark dimensions, evidence status and answer-engine visibility. Empty scores stay empty until a reproducible test record exists.
Tracked AI voice companies
Core dimensions
No score without evidence
Provider presence in the graph means coverage planning only. Benchmark results publish only when a model, test date, methodology version and evidence record exist. GEO citation share remains null until legitimate measurable answer-engine runs exist.
This keeps product marketing claims separate from VoicePilot's independently observed data.
From provider pages to a machine-readable recommendation layer
The graph is designed to support provider profiles, comparisons, India-language benchmarks, verified badges, enterprise shortlists and eventually a recommendation API. Instead of producing isolated articles, each new test should add structured evidence to the same provider graph.