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.
Workforce scheduling, time tracking, and labor compliance platform for shift-based businesses. Sydney Australia, raised $210M+, serves 330,000+ workplaces globally.
Deputy is a cloud-based workforce management platform built for shift-based and hourly industries including retail, hospitality, healthcare, and logistics. Founded in 2008 in Sydney, Australia, the company has raised over $210 million in venture funding and grown to serve more than 330,000 workplaces across 100+ countries. Its core product combines employee scheduling, time and attendance tracking, and labor compliance tools into a single mobile-first platform.\n\nDeputy's scheduling engine uses AI to optimize shift assignments based on demand forecasts, employee availability, and labor law constraints. Managers can publish schedules in one click while the system flags overtime risks, break violations, and award interpretation issues specific to each jurisdiction. The mobile app allows workers to view shifts, clock in and out via GPS or facial recognition, and swap shifts without manager intervention.\n\nIn 2024 and 2025, Deputy accelerated its enterprise go-to-market with deeper integrations into payroll systems like ADP, Gusto, and Xero, and expanded its compliance engine to cover complex industrial award rules in Australia and the UK. The platform's breadth — from single-site SMBs to multi-location enterprise chains — positions it as one of the most widely deployed workforce scheduling solutions globally.
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