San Francisco-based enterprise AI startup Fragment announced $56 million in total funding on October 28, 2026, alongside its public launch. The financing comprises a Series A round led by 8VC and an earlier seed round co-led by General Catalyst and A*.
The funding also includes investments from Roelof Botha, Nikesh Arora, Jeff Wilke, Eric Wu and Dennis Cinelli. The company did not disclose the individual amounts raised in the seed and Series A rounds.
Founded in 2025 by Pranav Mulgund and Naveen Kashyap, Fragment develops AI-powered enterprise software for automating complex procurement operations. Mulgund serves as CEO, while Kashyap is the company’s CTO.
Fragment focuses on direct procurement workflows for large manufacturers, distributors and energy companies. Its platform addresses operational exceptions involving purchase orders, supplier transactions, invoices and payments, where employees typically need to investigate discrepancies across multiple enterprise systems.
The company’s technology is built around its Autonomous Context Engine (ACE), which connects enterprise data, procurement systems, business policies and institutional knowledge. Using this information, AI agents can investigate purchasing and payment exceptions, determine appropriate actions and execute authorised resolutions within existing enterprise infrastructure.
The platform is designed to work with customers’ existing software systems without requiring them to replace their technology infrastructure or migrate data.
Fragment said it is already working with companies including Graybar and CNX to automate procurement workflows. Its initial applications focus on resolving purchase order changes, invoice discrepancies and other operational issues that require coordination across enterprise systems.
The company plans to use the funding to continue developing its Autonomous Context Engine, expand its capabilities across source-to-pay operations and scale deployments with additional enterprise customers.
Fragment’s longer-term objective is to extend its approach beyond procurement to other enterprise processes that require operational context and coordination across multiple systems.
