AI systems do not behave identically. Signal weighting varies by platform and by prompt type. No exact formula is published. Observed behaviour suggests structural clarity and ecosystem reinforcement influence inclusion across systems.
Observed Weighting Tendencies
| Platform | Observed Influence |
|---|---|
| ChatGPT | Structured answers and entity familiarity influence inclusion. |
| Google AI | Passage integrity and citation clarity influence extraction. |
| Perplexity | Recency and citation transparency influence source selection. |
| Gemini | Entity association within knowledge structures influences interpretation. |
| Claude | Narrative consistency and clarity influence summarisation. |
Why This Matters
Optimising for one platform in isolation can create imbalance. A stable five signal foundation reduces volatility across systems.
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Written by Rank4AI
Published: February 20, 2026

