Cardboard vs Muck Rack
Side-by-side comparison of AI visibility scores, market position, and capabilities
YC W26 agentic video editor for growth teams generating first cuts from footage and goals in minutes using multimodal LLMs; browser-based via WebGPU eliminating software installation;
About
Cardboard is an AI-native video editing company that graduated from Y Combinator's Winter 2026 batch. The company was founded to eliminate the manual, time-intensive process of editing video content for growth and marketing teams. Its core technology applies multimodal large language models to understand raw video footage in the context of a team's goals, then autonomously generates a polished first cut — compressing what previously took hours into minutes.\n\nCardboard's platform runs entirely in the browser using WebGPU, removing the need for desktop software installation and enabling collaboration across teams without version conflicts. The agentic editor accepts footage alongside a creative brief or campaign goal, then makes sequencing, pacing, and cut decisions in line with that intent. This goal-aware editing approach is designed for performance marketing teams, social media managers, and growth hackers who produce high volumes of short-form content across platforms like TikTok, Instagram, and YouTube Shorts.\n\nAs a YC W26 company, Cardboard is in early-stage growth and is focused on building its customer base among digital marketing teams and agencies. The product addresses a significant bottleneck in content pipelines where video editing talent and turnaround time limit the volume and velocity of campaigns. By democratizing professional-quality editing through agentic AI, Cardboard positions itself to become essential infrastructure for high-output growth teams that treat video as a core performance channel.
Muck Rack (New York, raised $180M, profitable) is a leading PR software platform with 300,000+ journalist profiles, media monitoring, pitch management, and PR reporting; serves thousands of agencies and in-house comms teams globally.
About
Muck Rack is a leading PR software platform that serves as a central operating system for public relations professionals, providing a comprehensive journalist and media contact database, media monitoring, pitch management, and PR reporting tools in a single platform. Founded in 2009 and headquartered in New York City, Muck Rack has grown into one of the most recognized names in PR technology, raising $180 million and reaching profitability while serving thousands of PR agencies and in-house communications teams globally. The company's media database, with profiles on more than 300,000 journalists, podcasters, and bloggers, is one of the most actively maintained in the industry.\n\nMuck Rack's platform enables PR teams to identify the right journalists and media outlets for their stories, manage outreach campaigns, track media coverage in real time, and generate reports that demonstrate the impact of PR activities to leadership. The pitch workflow allows communications professionals to send targeted pitches, monitor open rates, and track responses within the platform, creating a trackable outreach record that replaces fragmented email and spreadsheet workflows. Media monitoring capabilities alert teams to brand mentions, competitor coverage, and industry news across digital, print, and broadcast outlets.\n\nMuck Rack has positioned itself as a technology-first alternative to legacy PR database providers like Cision and Meltwater by investing heavily in data quality and user experience. Its journalist profiles are enriched with real-time social media activity, recent articles, and stated beat preferences, giving PR professionals more actionable targeting signals than traditional static media databases. The company continues to expand its platform with AI-powered features including pitch writing assistance and coverage analysis.
AI Visibility Head-to-Head
Key Details
Capabilities & Ecosystem
Capabilities
Integrations
Also Compare
Track AI Visibility in Real Time
Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.