Fragment

Enterprise Software · Procurement · AI Agents

Launch

Fragment exits stealth with $56M to automate procurement exceptions

Its software resolves purchasing errors directly instead of just flagging them, a shift from decades of tools built only to record the work.

• Fragment emerged from stealth with $56 million in total funding: a seed round co-led by General Catalyst and A*, followed by a Series A led by 8VC.
• The San Francisco startup, founded in 2025 by Pranav Mulgund and Naveen Kashyap, builds AI agents and an Autonomous Context Engine that resolve purchasing and payment exceptions across a manufacturer's existing systems.
• Fragment's agents investigate and execute authorized fixes end-to-end, like reconciling a mismatched invoice, rather than just surfacing the problem for a human to solve.
• The platform works with data where it already lives, avoiding the data migration or lengthy integration projects typical of enterprise software rollouts.
• Fragment is already deployed at Fortune 1000 customers including electrical distributor Graybar and energy producer CNX, and charges for work completed rather than per-seat licensing.
• About 20% of transactional procurement work is still done manually, the gap Fragment's agents are built to close.
• At $56 million, the raise ranks in the top 4% of all-time US Series A rounds in enterprise software, out of a sample of more than 5,000 deals.
• Tariff shocks and supply chain volatility are pushing manufacturers to seek software that acts autonomously on exceptions rather than merely tracking them, a bet that enterprise software's next phase is doing the work, not just recording it.