B
Evidence Grade B
Graded
under review
Safe to Cite
Recent
11
11 -- median answer retrievable units for Information-seeking AI search conversations (answer-reconstruction search density study) (2025)
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
11
Unit
Count
Data Vintage
2025
Entity
Sample Size
183
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Single source - not yet corroborated
Score breakdown
Extraction
95
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Aiso (getaiso.com)
Primary
Tier A
https://www.getaiso.com/blog/the_conversation_is_the_query_blog_post ↗
Source Article
The conversation is the real AI search query
The conversation is the real AI search query
First published .
We published three papers on arXiv that ask one connected question: what do prompt-level measurements miss about AI search? Together, the studies show that one answer can compress many information needs, the request often develops after …
Original Research
Aiso (getaiso.com)
· Original study ↗
Methodology
Across 183 information-seeking conversations containing 1,994 retained answer units; measures information need compression per AI answer.
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Information-seeking AI search conversations (answer-reconstruction search density study): 11 median answer retrievable units. Source: Aiso (getaiso.com) (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/median-answer-retrievable-units
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<blockquote cite="https://lighthousedata.io/data/median-answer-retrievable-units" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>11</strong> -- median answer retrievable units for Information-seeking AI search conversations (answer-reconstruction search density study)<br><small>Source: Aiso (getaiso.com) (2025) · <a href="https://lighthousedata.io/data/median-answer-retrievable-units" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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