B Evidence Grade B Graded accuracy verified by the review judge Safe to Cite Recent

2.7x

2.7x -- return on ad spend for Carrot-Top (2025)

2025  · Shirofune

Carrot-Top's off-season return on ad spend (ROAS) was 2.7 before improving to over 5.0 with AI ad automation.

  • Refers specifically to off-season ROAS prior to Shirofune implementation
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Attribution: Shirofune View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
2.7x
Unit
Ratio
Data Vintage
2025
Entity
Carrot-Top
B
Strong, reliable evidence

Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.

61/100 confidence

Single source - not yet corroborated

Extraction
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Shirofune Primary Tier B
https://shirofune.io/case-studies/carrot-top ↗
Confidence: 53/100 Vintage: 2025 Channel: Deep Crawl
Source Article
Case Study: Carrot-Top | Boosted ROAS & Reduced CPA by 40% with AI-Powered Automation
The Challenges - Delayed reporting and slow optimizations led to missed opportunities for campaign optimization. - Rising competition and inefficient ad spend drove up costs, eroding profitability. - Fixed budget allocations across peak and off-seasons led to wasted ad spend and missed revenue oppor…
Original Research
Shirofune · Original study ↗

Self-reported off-season ROAS improved from 2.7 to over 5.0 (value recorded as 5.0; actual figure stated as 'over 5.0') after implementing Shirofune AI ad automation. No publication date stated.

Methodology documented
Industrymarketing
Plain Text
Carrot-Top: 2.7x return on ad spend. Source: Shirofune (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/carrot-top-offseason-roas-5-0
HTML Embed
<blockquote cite="https://lighthousedata.io/data/carrot-top-offseason-roas-5-0" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>2.7x</strong> -- return on ad spend for Carrot-Top<br><small>Source: Shirofune (2025) · <a href="https://lighthousedata.io/data/carrot-top-offseason-roas-5-0" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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