Side-by-side comparison of AI visibility scores, market position, and capabilities
Raised $71M total including Series B led by Accel. Active 2026 growth as CFOs demand engineering efficiency metrics. Connects Jira, GitHub, and financials to show ROI of engineering investment. 1M+ engineers tracked.
Jellyfish is an engineering intelligence platform that maps engineering work to business outcomes — connecting Jira tickets, GitHub commits, deployment data, and financial investment to show executive leadership the return on engineering spending. The company has raised $71 million in total including a Series B led by Accel, serving enterprises who need to demonstrate that software engineering investment is generating measurable business value.
SF YC W24 AI support agent builder at 80% resolution time reduction and 71% ticket deflection; $500K from a16z/Greylock/YC/Netflix competing with Intercom Fin for customer support AI workflow automation.
Duckie is a San Francisco-based AI customer support platform — backed by Y Combinator (W24) with $500,000 in funding from Y Combinator, Andreessen Horowitz, Greylock, KungHo Fund, Netflix, and 5 additional investors — providing customer support teams with an AI agent builder that translates existing support processes and workflows into predictable, reliable AI automation, achieving 80% reduction in resolution time and 71% ticket deflection for deployed teams. Founded in 2023 and targeting customer support leaders at growth-stage software companies, Duckie enables support teams to deploy AI agents in minutes without engineering dependency.
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