B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
90%
90% -- purchase intent prediction accuracy for Colgate synthetic AI consumers (LLM Semantic Similarity Rating method) (2026)
Colgate and PyMC Labs' synthetic AI consumers using the Semantic Similarity Rating (SSR) method matched real human purchase intent with 90% accuracy.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
90%
Unit
Percentage
Data Vintage
2026
Entity
Sample Size
9,300
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
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Colgate / PyMC Labs
Primary
Tier B
https://archive.mtsoln.com/ko/blog/colgate-synthetic-consumer-ai-focus-group-death-ssr-method ↗
Source Article
치약 회사가 AI로 시장 조사를 혁신하다
Original Research
Colgate / PyMC Labs
· Original study ↗
Methodology
AI synthetic consumer responses compared against 57 actual corporate surveys encompassing 9,300 real human responses; LLMs Reproduce Human Purchase Intent via Semantic Similarity Elicitation of Likert Ratings
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Colgate synthetic AI consumers (LLM Semantic Similarity Rating method): 90% purchase intent prediction accuracy. Source: Colgate / PyMC Labs (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/colgate-ai-purchase-intent-accuracy-2026
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<blockquote cite="https://lighthousedata.io/data/colgate-ai-purchase-intent-accuracy-2026" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>90%</strong> -- purchase intent prediction accuracy for Colgate synthetic AI consumers (LLM Semantic Similarity Rating method)<br><small>Source: Colgate / PyMC Labs (2026) · <a href="https://lighthousedata.io/data/colgate-ai-purchase-intent-accuracy-2026" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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