Metromile vs Oda Studio

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

Oda Studio leads in AI visibility (40 vs 24)

Metromile

EmergingInsurance Tech

General

SF pay-per-mile auto insurance pioneer acquired by Lemonade (NYSE: LMND) Jul 2022 for ~$500M; 49-state licenses and 500M+ trip dataset now powering Lemonade Car telematics competing with Root and Progressive Snapshot for UBI auto insurance.

AI VisibilityBeta
Overall Score
D24
Category Rank
#750 of 1167
AI Consensus
65%
Trend
stable
Per Platform
ChatGPT
26
Perplexity
32
Gemini
21

About

Metromile was a San Francisco-based pay-per-mile auto insurance company — acquired by Lemonade, Inc. (NYSE: LMND) in July 2022 for approximately $500 million (about $200 million net of cash) — that pioneered telematics-based usage-based insurance (UBI) in the United States, providing low-mileage drivers with auto insurance priced at a low base rate plus a per-mile fee tracked by the Metromile Pulse device (an OBD-II port dongle that measured mileage and provided vehicle diagnostics). At the time of acquisition, Metromile held insurance licenses in 49 states and had accumulated over 500 million car trip records representing a significant telematics dataset for AI-driven auto insurance modeling. Founded in 2011, Metromile expanded from Oregon to eight US states before the Lemonade acquisition integrated its operations into Lemonade's AI-powered insurance platform under SVP Dan Preston (Metromile's former CEO).

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

24
Overall Score
40
#750
Category Rank
#468
65
AI Consensus
64
stable
Trend
stable
26
ChatGPT
34
32
Perplexity
44
21
Gemini
45
20
Claude
33
32
Grok
34

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