ChatGPT
● liveQueried with web search on, so every answer cites live URLs.
Citation bias · Rewards crisp, well-structured pages it can quote in a single sentence.
Coverage · engines
The same question returns different answers — and different citations — on every AI engine. Geondex tracks each one on its own, so a win on ChatGPT never hides a blind spot on Perplexity.
Queried with web search on, so every answer cites live URLs.
Citation bias · Rewards crisp, well-structured pages it can quote in a single sentence.
Queried with web search, pulling fresh sources into the reply.
Citation bias · Leans on freshness — recently updated content surfaces faster.
An answer engine — every reply ships with a numbered source list.
Citation bias · Favors high-authority, canonical pages over long-tail blog posts.
Queried through Google's answer surface for grounded citations.
Citation bias · Mixes search authority with Google's own freshness signals.
Microsoft's answer engine, built on the Bing index.
Citation bias · A different retriever means a different citation set. On the roadmap.
xAI's assistant, wired to real-time signals from the X ecosystem.
Citation bias · Surfaces fast-moving sources others miss. On the roadmap.
Why it matters
Each engine retrieves with its own search provider, freshness window, and ranking heuristics, then weighs authority, freshness, and structure differently. A page that gets cited #1 on one engine can be invisible on another.
That's why Geondex never averages engines into one number. You see the per-engine breakdown — and exactly which content fix moves which engine.
Read the GEO field guide →Perplexity
Loves canonical sources
ChatGPT
Rewards crisp structure
Claude
Pulls fresh content harder
Cadence
Citation rank drifts week to week as engines refresh their index. Free tracks Perplexity weekly; paid plans add engines and tighten cadence so you catch movement while it's still actionable. Compare on pricing.