Side-by-side comparison of AI visibility scores, market position, and capabilities
AI-powered knowledge management platform surfacing answers from enterprise content for support and service teams; New York NY; raised $60M+;
Shelf.io is an AI-powered knowledge management company that provides an enterprise platform designed to surface accurate answers from an organization's distributed content — documents, wikis, PDFs, support articles, and other sources — to customer service agents, employees, and end customers in real time, reducing time-to-resolution and improving the consistency of information delivery. Founded in 2016 and headquartered in New York City, Shelf.io has raised more than $60 million and built a customer base spanning financial services, insurance, healthcare, and technology companies that need to make large knowledge bases reliably accessible across their service and support operations.\n\nShelf.io's platform ingests content from disparate sources including SharePoint, Confluence, Salesforce, Zendesk, and local file repositories, applies AI to index and classify knowledge, and then serves answers through a unified interface accessible to agents within their existing ticketing or CRM tools. A distinctive feature is MerlinAI, Shelf's answer engine that uses natural language processing to interpret agent or customer queries and return the most relevant knowledge articles rather than requiring users to navigate folder structures or formulate precise search queries. The platform also includes knowledge gap detection that identifies common queries for which no good answer exists, enabling content teams to fill coverage gaps proactively.\n\nShelf.io competes with Guru, Glean, Bloomfire, and Salesforce Knowledge in the enterprise knowledge management market. Its focus on contact center and customer service use cases, combined with deep integrations into the support tool stack and its knowledge gap analytics, differentiates it from general-purpose enterprise search or intranet knowledge base tools. The company positions its platform as the connective tissue between an organization's institutional knowledge and the front-line teams who need to apply it.
JobGet is the largest hourly job platform in the US, reaching 100M+ hourly workers after acquiring Snagajob in 2024 and Seasoned in 2025; raised $52M and partners with Whole Foods, UPS, and KFC.
JobGet is the leading mobile-first job platform for hourly workers and the employers who hire them. Founded in Boston and initially focused on food service and retail hiring, JobGet grew into the dominant app-first platform for the US hourly workforce through organic growth and a pair of strategic acquisitions. In November 2024, JobGet acquired Snagajob — the longtime market leader in hourly job listings — establishing itself as the largest hourly workforce platform in the country, reaching over 100 million hourly workers. In March 2025, JobGet further expanded by acquiring Seasoned, a hiring and networking platform purpose-built for the restaurant industry with real-time hiring insights and recruiting automation.
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