Quarter-over-quarter citation trend data and narrative analysis will be published here when the report is complete.
Trends, Accuracy, and Share of Voice Across Leading AI Engines
Each quarter, SatelliteAI synthesizes cross-engine citation data into a single view of how AI answer engines attribute sources, how often they agree, and how brand visibility shifts over time. This report is a living benchmark for teams investing in answer engine optimization and verified citation accuracy.
Quarter-over-quarter citation trend data and narrative analysis will be published here when the report is complete.
Per-engine citation accuracy metrics and supporting breakdowns will be published here.
Analysis of how often major AI engines agree on citations and sources for the same prompts will be published here.
Brand and domain share-of-voice insights derived from AI citation behavior will be published here.
How this quarter's sample, signals, and verification pipeline were defined will be published here.
Quarterly tracking of AI citation patterns reveals how cross-engine consistency, accuracy rates, and share of voice evolve as models are updated.
Share of voice in AI citations is measured per-engine because citation behavior varies dramatically across ChatGPT, Claude, Gemini, and Google AI Overviews.
Start with the free Brand Tracker: enter any brand, see how 8 AI models perceive it in 30 seconds. No login. No credit card.