B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
20%
20% -- cart recovery rate for cart optimization agents (2026)
Cart optimization agents achieve a 20% cart recovery rate (within a 20 to 35% range).
- Lower bound of a 20-35% range
- Specifically context-aware cart interventions compared to generic discount popups
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
20%
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
50
Citation Chain
90
Independence
30
Methodology
45
Freshness
81
Source
RaftLabs
Primary
Tier A
https://www.raftlabs.com/blog/ai-agents-for-ecommerce ↗
Source Article
AI Agents for E-commerce: From Search to Automation
AI agents for ecommerce: Search to full automation
AI agents in e-commerce handle product discovery, dynamic pricing, customer service, and post-purchase automation, increasing conversion rates by 15-30%. RaftLabs builds e-commerce AI agents across 25+ commerce workflows.
Key Takeaways
- AI agents g…
Original Research
RaftLabs
· Original study ↗
Methodology
Context-aware cart interventions recover abandoned carts.
Methodology documented
Segmentation
Channelcommon_crawl
Cite this stat
Plain Text
cart optimization agents: 20% cart recovery rate. Source: RaftLabs (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/cart-recovery-rate-ecommerce-ai-agents
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<blockquote cite="https://lighthousedata.io/data/cart-recovery-rate-ecommerce-ai-agents" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>20%</strong> -- cart recovery rate for cart optimization agents<br><small>Source: RaftLabs (2026) · <a href="https://lighthousedata.io/data/cart-recovery-rate-ecommerce-ai-agents" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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