Interview

Operative: Lovable meets Retool for internal APIs — web app code generation for enterprise internal tooling

Jun 11, 2025 with Eric & Chris

Key Points

  • Operative generates working front-end apps from prompts, connected to companies' existing internal APIs, targeting the custom tooling gap that emerges as products scale past third-party dashboards.
  • The product's core technical advantage is a browser agent attached to its coding agent, eliminating manual visual QA loops that plague prompt-driven development in tools like Cursor.
  • The consumer product reached 2,500 users with 4% free-to-paid conversion since launch, generating roughly $1,500 monthly revenue, while the founders pursue design partnerships with undisclosed enterprise customers.
Operative: Lovable meets Retool for internal APIs — web app code generation for enterprise internal tooling

Summary

Operative is building web app code generation for enterprise internal tooling. The pitch is Lovable meets Retool, but aimed at the APIs companies build themselves rather than third-party SaaS dashboards.

Co-founders Chris Settles and Eric Kintania are targeting a familiar problem at scaled tech companies. Early-stage startups wire together Stripe, Shopify, and a CMS. As products grow complicated, those off-the-shelf dashboards stop covering use cases, and engineering teams build custom internal tools to fill the gaps. That build cycle is slow and expensive. Operative wants to replace it with prompt-driven app generation on top of existing internal APIs.

How it works

A user describes the app they need—a payments management UI, a data visualization layer, an Airflow management interface—and Operative generates a working front-end connected to the company's existing APIs. The core technical insight came from watching Cursor users struggle with front-end iteration. You prompt, open a browser, check the layout, reprompt to move a button, repeat. Settles and Kintania built an MCP tool that attaches a browser agent to a coding agent, so visual validation happens automatically rather than requiring constant human checkpoints. That repo grew to around 1,000 GitHub stars before they packaged the capability into a full product.

Foundation models handle zero-to-one generation reasonably well. Where they fall short, in Kintania's view, is debugging. When a bug surfaces in a generated app, tracing it back to the right file is hard enough that starting over is often faster than patching.

Early traction

The consumer product launched recently and has reached 2,500 users, with a 4% conversion from free to paid. That puts monthly revenue at roughly $1,500. The founders acknowledge this is the floor, not the ceiling, since a single enterprise contract would likely exceed it. They are in design partnerships with at least one large organization and are using warm-network outreach to reach more. Weekend Fund has backed the company, along with several angels, including one who is also an investor in Retool.

Against the competition

Retool is the obvious comparison and the obvious incumbent. Settles sidesteps the direct competition question, saying only that Operative has a "pretty unique direction at the moment." The go-to-market logic is that Retool's existing user base represents a natural audience, not just a threat.

The sharper question is whether the gap between Operative and a developer coding the same app in Cursor is closing fast enough to matter. The browser-agent validation layer is the team's clearest answer. Eliminating the manual visual-QA loop is the specific thing Cursor doesn't do out of the box.