B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
24%
24% -- unexplained perceived quality share for AI product quality model (2026)
24% of perceived quality is not captured by the model.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
24%
Unit
Percentage
Data Vintage
2026
Entity
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
Framna
Primary
Tier A
https://framna.com/mobile-app-trends-report-2026/ai-raises-the-bar ↗
Source Article
Mobile App Trends Report 2026 | AI raises the bar
08
AI raises the bar. Trust decides who clears it
ChatGPT sets a new bar for product quality. Trust decides who can build on it.
AI products are resetting what users expect from every other app. ChatGPT, Gemini, Copilot, Claude, and Grok are measured against the same four drivers as every product in…
Original Research
Framna
· Original study ↗
Methodology
Share of perceived quality variance not captured by Framna's model
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
AI product quality model: 24% unexplained perceived quality share. Source: Framna (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/perceived-quality-unexplained-share-2026
HTML Embed
<blockquote cite="https://lighthousedata.io/data/perceived-quality-unexplained-share-2026" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>24%</strong> -- unexplained perceived quality share for AI product quality model<br><small>Source: Framna (2026) · <a href="https://lighthousedata.io/data/perceived-quality-unexplained-share-2026" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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