Case Study: Benchling achieves full close sign-off and AI-powered finance workflows with Numeric

A Numeric Case Study

Preview of the Benchling Case Study

Benchling achieves 100% close sign-off with Numeric

Benchling, a biotech R&D AI platform, faced a challenge with its financial close process. Its accounting teams were fragmented, using a close management tool that only half the org had adopted, leading to a lack of visibility and inefficient dual-tracking of tasks. The team sought a new solution from vendor Numeric with the non-negotiable goal of getting the entire finance organization onto a single platform.

Numeric provided a modern close management platform that was quickly adopted by all teams, achieving 100% sign-off for each close period. The solution's AI-native capabilities, particularly its Model Context Protocol (MCP), integrated seamlessly with AI tools to provide intelligent task completion and historical context. This brought unprecedented cross-team visibility, streamlined the close process, and laid the groundwork for continued AI automation.


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