Manifold Freight vs Oda Studio

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

Oda Studio leads in AI visibility (40 vs 18)

Manifold Freight

EmergingLogistics & Supply Chain

General

Seattle spot freight marketplace for trucking carriers increasing load margins 30%; YC W24 $2.4M from ex-Convoy engineering leaders competing with DAT and Truckstop for asset-based carrier load matching and rate intelligence.

AI VisibilityBeta
Overall Score
D18
Category Rank
#220 of 1167
AI Consensus
77%
Trend
stable
Per Platform
ChatGPT
15
Perplexity
21
Gemini
19

About

Manifold Freight is a Seattle-based spot freight marketplace for asset-based carriers — backed by Y Combinator (W24) with $2.4 million raised including a $1.9 million seed round in May 2024 from New Stack Ventures and Y Combinator — aggregating spot market load opportunities across freight broker networks and digital freight platforms to help trucking carriers find and win spot loads that increase their margins by 30% through better load matching, rate insights, and direct shipper connections. Founded in 2024 by Andrew Huff and Oliver Jones (former engineering leaders at Convoy, the AI freight network that reached $4 billion valuation before winding down in 2023), Manifold reached $5,100 in monthly revenue within just 2 months of launch, demonstrating rapid early product-market fit in the carrier-facing freight technology segment.

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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

18
Overall Score
40
#220
Category Rank
#468
77
AI Consensus
64
stable
Trend
stable
15
ChatGPT
34
21
Perplexity
44
19
Gemini
45
17
Claude
33
11
Grok
34

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