Gumloop

AI agent platform offering unlimited agents and seats. Features flexible credit billing, bring-your-own-key model support, and built-in contextual memory via Company Brain.

About Gumloop

Gumloop is a specialized AI agent platform built to design, deploy, and orchestrate intelligent automated workflows. Unlike traditional integration tools, Gumloop focuses heavily on AI-driven logic, allowing agents to execute complex reasoning tasks, access organizational context, and operate independently across connected systems.

The platform differentiates itself commercially by offering unlimited agents, seats, and teams on all plans, shifting its billing entirely to a transparent credit and compute model. It provides extensive flexibility for technical teams, supporting over 35 language models, external API keys, and comprehensive Model Context Protocol (MCP) integrations via a native CLI.

Key Features

Unlimited Seats and Agents: No per-user or per-agent licensing fees on any tier, facilitating organization-wide adoption.
Bring Your Own Key (BYOK): Connect your own API keys for over 35 different AI models to manage foundational model spend directly.
Company Brain: A built-in knowledge base that provides organizational context and reference material to active agents.
GitHub Skill Sync: Sync workflow logic and agent skills directly with GitHub repositories for version control.
MCP Hosting & CLI: Native support for Model Context Protocol servers and developer tooling via a Command Line Interface.
Enterprise Governance: RBAC, SCIM/SAML, audit logs, and Virtual Private Cloud (VPC) deployment options on the Enterprise tier.

Pricing

Pro: Starts at $37/mo Includes 20,000 credits per month (no rollover), unlimited agents, unlimited seats, and unlimited teams. Applies an 8% orchestration fee on every run (16% if using BYOK). Overages are billed at $0.005 per credit. A 14-day trial is available.
Enterprise: Custom quote Custom credit volume with negotiable rollover, discounted orchestration fees, RBAC, SCIM/SAML, audit logs, and VPC deployment.

Use Cases

Orchestrating multi-model AI workflows for content generation
Deploying organizational context agents via Company Brain
Version-controlled AI agent development using GitHub Sync
Operating external tools securely via MCP servers

Pros & Cons

Pros:

Structural advantage of unlimited seats and agents on the base Pro tier.
Highly transparent credit billing formula ($0.005 per credit).
Flexible model selection with BYOK support.

Cons:

No permanent free tier (only a 14-day trial).
The 8% to 16% orchestration fee adds overhead to every execution run.

Integrations

GitHub, Model Context Protocol (MCP), Custom APIs

FAQ

Is there a free plan for Gumloop?

No, Gumloop does not offer a permanent free plan. The pricing begins with the Pro plan at $37/month, though a 14-day trial is available to test the platform.

How does Gumloop charge for usage?

Gumloop uses a credit system where 1 credit equals $0.005. A run's cost includes Chat & Reasoning, Tool Calls (minimum 1 credit), and Compute (5 credits per session-minute), plus an orchestration fee.

What is the orchestration fee?

The orchestration fee is a percentage applied to the combined total of a run's Chat, Tool, and Compute costs. It is 8% on the standard Pro plan, and 16% if you bring your own model key (BYOK).

Does Gumloop charge per user?

No, both the Pro and Enterprise plans include unlimited seats, unlimited teams, and unlimited agents, ensuring you are never charged for adding a colleague.

Categories:

AI Tools AI Workflow Automation