Shaped vs Restream

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

Shaped leads in AI visibility (42 vs 23)

Shaped

EmergingMarketing

Marketing Automation

Managed recommendation API with deep-learning personalized feeds; $8M Series A from Madrona, serving Outdoorsy and QVC with Meta-caliber personalization for companies without ML engineering teams.

AI VisibilityBeta
Overall Score
C42
Category Rank
#31 of 35
AI Consensus
69%
Trend
up
Per Platform
ChatGPT
44
Perplexity
38
Gemini
47

About

Shaped is a San Francisco-based machine learning infrastructure company that provides production-ready recommendation systems and personalized feed APIs that businesses integrate to deliver relevant content, products, and notifications to users — eliminating the need to build and maintain complex recommendation engineering in-house. Founded by former Meta recommendation systems engineer Tullie Murrell, Shaped raised $8 million in Series A funding in July 2024 from Madrona Venture Group and Global Founders Capital, serving customers including Outdoorsy (peer-to-peer RV rental), Brazilian grocery app Trela, and QVC.

Full profile

Restream

GrowthCreator Economy

Multi-Platform Live Streaming

Austin multi-streaming platform broadcasting live video to 30+ destinations including Twitch, YouTube, and Facebook Live simultaneously; trusted by creators, media companies, and businesses.

AI VisibilityBeta
Overall Score
D23
Category Rank
#1 of 1
AI Consensus
52%
Trend
up
Per Platform
ChatGPT
33
Perplexity
22
Gemini
31

About

Restream is an Austin-based live streaming company that provides multi-stream broadcasting technology enabling content creators, businesses, and media companies to broadcast live video simultaneously to over 30 streaming destinations including Twitch, YouTube, Facebook Live, LinkedIn Live, and custom RTMP destinations from a single source. The platform eliminates the need to choose a single streaming platform by enabling simultaneous multi-destination broadcasting, maximizing audience reach across wherever viewers are watching. Restream also provides a browser-based live studio for creating professional broadcasts without dedicated streaming hardware, including overlays, lower-thirds, guest invitations, and screen sharing. The company serves a broad range of users from gaming streamers and podcasters to corporate communications teams running product launches and all-hands meetings. Founded in 2015 in Kyiv with operations in Austin, Restream has grown to serve millions of streamers globally. The company raised over $50M from investors including Bessemer Venture Partners and competes with StreamYard, OBS, and Wirecast in the live streaming software market.

Full profile

AI Visibility Head-to-Head

42
Overall Score
23
#31
Category Rank
#1
69
AI Consensus
52
up
Trend
up
44
ChatGPT
33
38
Perplexity
22
47
Gemini
31
45
Claude
14
52
Grok
30

Capabilities & Ecosystem

Capabilities

Only Shaped
Marketing Automation
Only Restream
Multi-Platform Live Streaming

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