The News
Fragment launched with $56 million in funding to deploy AI agents that resolve purchasing and payment exceptions inside companies’ existing systems. Its first named customers are CNX and Graybar, an electrical distributor.
8VC led the Series A, following a seed round co-led by General Catalyst and A*.
Co-founder and CEO Pranav Mulgund said: “Procurement teams have spent too much of their time chasing discrepancies across systems.”
The details
Fragment's agents investigate exceptions and carry out approved fixes. These include purchase order changes, invoice discrepancies and revisions to buying plans triggered by shortages or tariff changes.
Its Autonomous Context Engine (ACE) connects data across systems and captures the policies, relationships and institutional knowledge that experienced employees rely on.
The platform works with data in existing systems, without requiring a migration or lengthy integration project.
Fragment charges for completed work rather than software seats. The company says this ties its revenue to the workload its agents take off customers’ hands. Mulgund said the goal is “freeing buyers to apply their expertise to the decisions and relationships that secure supply.”
The startup is targeting large companies with complex supply chains, such as Graybar. The employee-owned distributor of electrical and industrial products gad $12.9 billion in 2025 sales and operates 355 distribution facilities across North America.
Mulgund said the company deliberately started with direct procurement at large enterprises.
Paul Ferguson, Graybar's vice president of global finance shared services, said the work helped the distributor “tackle some deeply entrenched challenges.”
Worth noting
Invoice exceptions remain a major problem for accounts payable teams. In Ardent Partners' 2025 survey, 53% of accounts payable (AP) professionals named them as their biggest challenge. The survey also found that 75% of AP teams use AI in some form.
What peers are doing
Other AI procurement startups have also raised money for agents that handle purchasing tasks.
Didero raised $30 million in a Series A for agents that manage supplier communication, order tracking and exceptions. It works with more than 30 manufacturers and distributors.
Lio raised $30 million in a round led by Andreessen Horowitz. Its agents compare suppliers, negotiate terms and complete purchases.
What’s next
Fragment plans to invest in ACE, expand into broader source-to-pay tasks and roll out the platform at more large companies.
(Photo: Lance Chang / Unsplash)
