Toptal helps AI company turn open-source coding agent into enterprise-ready product.
An AI company partnered with Toptal to add the configuration and administrative controls needed to bring its popular open-source coding agent to enterprise customers.
Client
A US-based AI company behind a widely adopted open-source coding agent for software developers.
Employees
Revenue
Industry
TechnologyDelivered Services
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The company had a strong open-source AI coding agent but lacked the controls larger organizations required for adoption. Limited configuration and spend visibility created friction in enterprise sales conversations and onboarding.
Solution
Remote Configuration Controls
Toptal built a multitenant configuration module that let organizations control model access, feature toggles, and experiments without requiring new builds or code changes.
Enterprise Admin Experience
Using React and TypeScript, Toptal expanded the admin dashboard with usage visibility, credit controls, and organization management while improving validation and error handling.
Outcome
Enterprise Launch Supported
The new configuration and administrative capabilities shipped alongside the company’s enterprise offering and were used directly in sales demos and onboarding for early enterprise customers.
Reduced Adoption Friction
Remote configuration enabled faster experimentation with prospective customers, while centralized controls made the product easier for larger organizations to configure and operationalize.
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