Prostir vs Gumloop: what is actually different?

Officially, Gumloop is positioned around a platform where tool-using agents solve open-ended tasks and workflows run them on schedules, in bulk, or from events. That makes it a good fit when you want to automate recurring operational work across connected business systems without writing code. If that starting point already matches your job, it can be the shorter route.

• the result should be an internal automation that researches, transforms, updates, or sends work across your connected apps

Gumloop begins with an agent with instructions and tools, optionally placed inside a drag-and-drop workflow with triggers. That is useful evidence, not a small implementation detail: the shorter setup is usually the one that matches the material, people, and systems already in place.

Ask who will open the product, what they need to finish, and where the result must live. If the recurring job is no-code AI agents and visual workflows for internal automation, Gumloop keeps that work close to its natural home. If the result must become an owned Prostir product, include publication and customer access in the decision rather than comparing editor screenshots.

Prostir is not a low-level agent framework. Its available Agent and Skill paths combine hosted knowledge, tools, auth, users, eligible payment paths, quotas, and private-by-default hosted routes or MCP endpoints that the owner can deliberately publish. Prostir also has a separate first-class Flow product for general automation, but Flow is currently a Preview and its production runtime guarantees remain gated.

• the result should be a customer-facing Agent or Skill with its own hosted identity, access, quotas, MCP endpoint, and eligible payment path

List who hosts the result, grants access, rotates credentials, reviews logs, updates knowledge, and handles payment or usage limits. Prostir brings those duties around an Agent or Skill into one owner-controlled boundary; Gumloop may still be the better place to build or run the underlying work.

The practical setup can be both products: Gumloop handles the job it is designed for, while Prostir publishes the Agent or Skill that customers and compatible AI clients reach. Keep one owner for each piece so credentials, data, and failures do not fall between platforms.

This is not a universal internal-versus-customer split: several alternatives publish web apps, APIs, widgets, or MCP surfaces too. Compare the exact final artifact, channels, access model, payment path, and operating responsibility. Choose Prostir when its available Agent or Skill path and hosted MCP/access boundary match that job; choose the Flow path only when evaluating a Preview rather than relying on production automation.

• They can sometimes sit together: Gumloop handles the job it is built for, while Prostir hosts the Agent or Skill that customers and AI clients reach.