Shepherd vs Oda Studio

Side-by-side comparison of AI visibility scores, market position, and capabilities

Oda Studio leads in AI visibility (40 vs 29)

Shepherd

EmergingInsurance Tech

General

YC-backed construction insurance MGA with technology-enabled underwriting for GC general liability and workers' comp; $22.3M with $13.5M Costanoa Series A achieving 5x GWP growth for construction sector insurance.

AI VisibilityBeta
Overall Score
D29
Category Rank
#1080 of 1167
AI Consensus
62%
Trend
stable
Per Platform
ChatGPT
27
Perplexity
23
Gemini
28

About

Shepherd Insurance is a New York-based insurance technology company providing technology-enabled commercial insurance specifically for the construction industry — writing General Liability, Commercial Auto, Workers' Compensation, and Excess Liability policies for general contractors and construction enterprises. Founded in 2021 and backed by Y Combinator with $22.3 million raised including a $13.5 million Series A led by Costanoa Ventures, Shepherd achieved five-fold growth in Gross Written Premiums year-over-year and expanded from one to four commercial insurance product lines serving the high-risk and underserved construction insurance market.

Full profile

Oda Studio

EmergingReal Estate & Property Tech

General

US YC W20 AI interior design platform with style preference discovery and room visualization; generating personalized moodboards and shoppable décor matches competing with Houzz for AI-native home design discovery.

AI VisibilityBeta
Overall Score
C40
Category Rank
#468 of 1167
AI Consensus
64%
Trend
stable
Per Platform
ChatGPT
34
Perplexity
44
Gemini
45

About

Oda Studio is a United States-based AI-powered interior design platform — backed by Y Combinator (W20) — providing homebuyers, renters, and design enthusiasts with AI tools to discover their personal design aesthetic, visualize how spaces would look with different furniture and décor, and find matching products from online retailers. Users select style preferences (mid-century modern, bohemian, minimalist, coastal) and color palettes (navy, salmon, olive, beige) and receive AI-generated moodboards and room transformation visuals in seconds — with the platform linking out to purchasable products that match the visualized design. Founded in 2020 and enhanced with more sophisticated AI algorithms in 2024-2025, Oda Studio serves the design discovery and product-matching need that exists in the early stages of home decorating before interior designers are typically engaged.

Full profile

AI Visibility Head-to-Head

29
Overall Score
40
#1080
Category Rank
#468
62
AI Consensus
64
stable
Trend
stable
27
ChatGPT
34
23
Perplexity
44
28
Gemini
45
22
Claude
33
38
Grok
34

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