Numeral vs Oda Studio

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

Numeral leads in AI visibility (54 vs 40)

Numeral

ChallengerFinance

Accounting Software

E-commerce sales tax automation with fully managed multi-state filing and remittance; post-Wayfair compliance service for Shopify merchants handling nexus monitoring to payment.

AI VisibilityBeta
Overall Score
C54
Category Rank
#13 of 76
AI Consensus
85%
Trend
stable
Per Platform
ChatGPT
52
Perplexity
54
Gemini
50

About

Numeral is a sales tax compliance automation platform helping e-commerce businesses automate the filing and remittance of sales tax across US states, eliminating the manual burden of multi-state sales tax compliance that became significantly more complex after the 2018 South Dakota v. Wayfair Supreme Court decision requiring online sellers to collect sales tax in states where they have economic nexus. Founded in 2021 and headquartered in San Francisco, Numeral raised $4 million to build a simpler, more automated sales tax solution for Shopify and e-commerce merchants.

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

54
Overall Score
40
#13
Category Rank
#468
85
AI Consensus
64
stable
Trend
stable
52
ChatGPT
34
54
Perplexity
44
50
Gemini
45
56
Claude
33
55
Grok
34

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