EnterpriseLab: A Full-Stack Platform for developing and deploying agents in Enterprises

TL;DR

EnterpriseLab is a comprehensive platform that streamlines the development and deployment of AI agents in enterprise settings, integrating tool use, data generation, and training into a unified, efficient system.

Contribution

It introduces a full-stack, modular platform that unifies enterprise AI development stages, enabling privacy-preserving agents with high performance and cost efficiency.

Findings

8B-parameter models trained in EnterpriseLab match GPT-4o performance.

Inference costs reduced by 8-10x.

Models remain robust across enterprise benchmarks (+10%).

Abstract

Deploying AI agents in enterprise environments requires balancing capability with data sovereignty and cost constraints. While small language models offer privacy-preserving alternatives to frontier models, their specialization is hindered by fragmented development pipelines that separate tool integration, data generation, and training. We introduce EnterpriseLab, a full-stack platform that unifies these stages into a closed-loop framework. EnterpriseLab provides (1) a modular environment exposing enterprise applications via Model Context Protocol, enabling seamless integration of proprietary and open-source tools; (2) automated trajectory synthesis that programmatically generates training data from environment schemas; and (3) integrated training pipelines with continuous evaluation. We validate the platform through EnterpriseArena, an instantiation with 15 applications and 140+ tools across IT, HR, sales, and engineering domains. Our results demonstrate that 8B-parameter models trained within EnterpriseLab match GPT-4o's performance on complex enterprise workflows while reducing inference costs by 8-10x, and remain robust across diverse enterprise benchmarks, including EnterpriseBench (+10%) and CRMArena (+10%). EnterpriseLab provides enterprises a practical path to deploying capable, privacy-preserving agents without compromising operational capability.