Per Diem vs Oda Studio

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

Oda Studio leads in AI visibility (40 vs 26)

Per Diem

EmergingConsumer Technology

General

White-label loyalty and subscription app platform for independent coffee shops and restaurants; explosive growth from $2.3M to $24.6M revenue in 6 months competing with Square Loyalty.

AI VisibilityBeta
Overall Score
D26
Category Rank
#1070 of 1167
AI Consensus
71%
Trend
stable
Per Platform
ChatGPT
22
Perplexity
30
Gemini
21

About

Per Diem is a white-label mobile app platform that enables independent restaurants, coffee shops, and food businesses to launch their own branded customer loyalty and subscription apps — providing the Starbucks-style mobile ordering, subscription (daily coffee programs), and loyalty points functionality that enterprise brands have but which small businesses can't afford to build custom. Founded in 2020 in San Francisco and a Y Combinator W21 graduate, Per Diem raised $2.3 million in seed funding led by Two Sigma Ventures in April 2021, growing revenue from $2.3 million in June 2024 to $24.6 million in December 2024 — extraordinary 10x growth in six months.\n\nPer Diem's platform provides independent coffee shops and restaurants with a branded mobile app (their own logo, colors, and brand identity) that customers download from the App Store or Google Play — enabling mobile ordering ahead (skip the queue), loyalty point earning and redemption, and subscription programs (e.g., "unlimited lattes for $29/month"). The subscription model has been particularly successful at independent coffee shops where regular daily customers with predictable visits are the most loyal customers. Per Diem handles the app development, payment processing, and loyalty mechanics, charging a percentage of revenue or monthly subscription.\n\nIn 2025, the revenue growth from $2.3M to $24.6M in six months represents one of the most dramatic growth trajectories in the restaurant technology space. Per Diem competes with Square Loyalty, Toast (POS with loyalty), and white-label app providers including Olo for restaurant loyalty and mobile ordering. Independent restaurants and coffee shops are highly underserved by enterprise loyalty platforms priced for Starbucks-scale operations. The explosive growth suggests Per Diem hit a critical viral loop — each coffee shop customer who downloads their local café's Per Diem app becomes a user who may download other café's apps, creating network effects. The 2025 strategy focuses on growing the merchant network, deepening the subscription product, and potentially expanding beyond food/beverage into other retail verticals.

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

26
Overall Score
40
#1070
Category Rank
#468
71
AI Consensus
64
stable
Trend
stable
22
ChatGPT
34
30
Perplexity
44
21
Gemini
45
17
Claude
33
23
Grok
34

Track AI Visibility in Real Time

Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.