Conagra Brands vs Oda Studio

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

Conagra Brands leads in AI visibility (82 vs 40)

Conagra Brands

LeaderConsumer Goods

Enterprise

Chicago packaged frozen food brands (NYSE: CAG) ~$11.9B FY2025 revenue; Birds Eye 40%+ frozen veggie share, Slim Jim #1 convenience meat snack, Pinnacle Foods acquisition 2018 competing with Nestlé and General Mills.

AI VisibilityBeta
Overall Score
A82
Category Rank
#55 of 290
AI Consensus
86%
Trend
stable
Per Platform
ChatGPT
84
Perplexity
90
Gemini
88

About

Conagra Brands, Inc. is a Chicago, Illinois-based packaged food company — publicly traded on the New York Stock Exchange (NYSE: CAG) as an S&P 500 Consumer Staples component — marketing a portfolio of branded consumer foods and foodservice products including frozen meals (Birds Eye, Healthy Choice, Marie Callender's, Banquet), condiments and sauces (Hunt's, Slim Jim, Duncan Hines, Vlasic), snacks (Angie's BOOM CHICKA POP, Bigs seeds, Orville Redenbacher's), and international brands through approximately 18,000 employees. In fiscal year 2025 (ending May 2025), Conagra reports revenues of approximately $11.9 billion, navigating consumer trade-down behavior (consumers buying fewer premium branded frozen meals and choosing lower-price options or home-cooked meals) and competitive private label penetration in frozen meal categories (Birds Eye, Healthy Choice, and Marie Callender's facing increased competition from Kroger, Walmart, and Costco private label frozen meal options priced 20-30% below branded alternatives). CEO Sean Connolly has executed Conagra's "Conagra Way" transformation: divesting commodity businesses (Lamb Weston potato processing — spun off as independent public company in 2016; private label operations sold) and building the brand portfolio through the 2018 acquisition of Pinnacle Foods ($10.9 billion — adding Birds Eye, Duncan Hines, Vlasic, and Gardein plant-based foods) — concentrating Conagra's capital and marketing investment on premium branded frozen and packaged food categories where Conagra holds #1 or #2 market share positions. Conagra's frozen vegetable leadership (Birds Eye — 40%+ US frozen vegetable market share) and frozen meal portfolio (Healthy Choice café steamers, Marie Callender's pot pies and dinners) position the company in categories that benefit from the "cooking-at-home" preference when dining out costs rise.

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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

82
Overall Score
40
#55
Category Rank
#468
86
AI Consensus
64
stable
Trend
stable
84
ChatGPT
34
90
Perplexity
44
88
Gemini
45
87
Claude
33
88
Grok
34

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