Matrix · Content type
ContentOn-Page Structure & Schemahigh efforthigh volatility
The myth
Aggregated round-ups can rank in AI answers.
The receipt says
Original first-party research is cited 4-6x more than aggregated content.
Impact
9.1
How much this moves citations
Consensus
8.1
How much the industry agrees
Evidence
81%
Strength of underlying research
Engines
4
ChatGPT, Claude, Perplexity, Google AIO
Nuance
One good survey beats ten "ultimate guides".
Primary source
First-party research gets cited at 4-6x the rate of aggregated content
Primary researchProfound + AirOps
AirOps + Profound joint study of B2B SaaS content: original survey / dataset content is cited disproportionately in generative answers.
https://tryprofound.com/first-party-research-geo ↗Published 2025-03-22 · Evidence 81%
Applies to
ChatGPTClaudePerplexityGoogle AIO