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.
Raised $86M Series D (Dec 2025) backed by NVIDIA. $200M+ total raised. 100+ enterprise clients in 45 languages. 2,000+ live deployments. Independently validated 391% ROI (Forrester).
PolyAI is an enterprise voice AI platform that builds AI agents for inbound phone contact centers, deployed at 100+ global enterprises across 45 languages and 25+ countries. The company raised $86 million in Series D financing in December 2025, backed by NVIDIA NVentures, bringing total funding above $200 million. PolyAI's Agent Studio platform powers 2,000+ live enterprise deployments and has been independently validated by Forrester to deliver 391% ROI for contact center operators.
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