B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
63%
63% -- automated resolution rate for Puffy (2026)
Puffy achieved a 63% automated resolution rate using Alhena's agentic commerce workflows.
Attribution:
View source
Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
63%
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
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Alhena
Primary
Tier C
https://alhena.ai/blog/agentic-workflows-no-code-shopify/ ↗
Source Article
Agentic Shopify Workflows Without Scripts
Original Research
Alhena
· Original study ↗
Methodology
Vendor case study claim
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Puffy: 63% automated resolution rate. Source: Alhena (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/puffy-automated-resolution-63
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<blockquote cite="https://lighthousedata.io/data/puffy-automated-resolution-63" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>63%</strong> -- automated resolution rate for Puffy<br><small>Source: Alhena (2026) · <a href="https://lighthousedata.io/data/puffy-automated-resolution-63" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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