Airtop vs Gumloop

Airtop

• Automating websites and vendor portals that have no API
• Marketing and sales teams doing lead enrichment and campaign work
• Developers adding a cloud browser to agents they already run

Gumloop

• Teams that want non-engineers to build their own agents
• Companies that prefer unlimited seats on one shared credit pool
• Agents that answer in Slack or Microsoft Teams

Airtop

• Usage is metered in credits. The Free plan renews 1,000 a month and allows 1 deployed agent.
• Starter is limited to 3 simultaneous sessions and 10 deployed agents; a custom proxy and dedicated support start at Professional.
• Mark is included from the Professional plan. Free and Starter get a Mark trial of 7 days or until the credits are used.
• A refund of the last charge is offered only within 5 business days and only if no credits were used in that billing period.

Gumloop

• There is no free plan: new accounts get a one-time 14-day Pro trial that requires a card and converts to paid unless canceled.
• Pro credits do not roll over, and agents stop at 20,000 credits a month unless pay-as-you-go is switched on.
• Bringing your own model API key removes token costs but raises the orchestration fee from 8% to 16%.
• Role-based access control, SCIM and SAML, audit logs, the admin dashboard and data exports are limited to Enterprise.

Airtop

Agent Builder

Describe a workflow in plain English and Agent Builder builds and tests it, then compiles it into reusable code so the same input gives the same output on each run.

Schedules and triggers

Deployed agents run on a schedule or are started by a webhook or an event in a connected tool, and they are designed to repair a broken run on their own.

Cloud browsers

Agents sign in to websites and portals in browsers hosted in the cloud, with saved login profiles, built-in proxies, CAPTCHA solving and up to 100 parallel sessions.

Integrations and APIs

Prebuilt integrations cover HubSpot, Google Ads, Google Workspace, Slack and Airtable, and agents can call any REST or GraphQL endpoint using keys held in a vault.

Mark

An agent for marketing and sales work that researches your company, plans a go-to-market approach and builds the agents, with contact data and email verification built in.

Use from other platforms

A web agent can run as a step in n8n, Zapier or Make, or be driven from Claude Code and Codex. Developers also get a REST API and Node and Python SDKs.

Gumloop

Agents on your tools and data

Agents work across more than 300 connectors and shared company knowledge, with a choice of 35+ models or your own model API keys.

Triggers, schedules and API

App triggers and recurring schedules start agents automatically, and a REST API can run them from other systems.

Skills

Agents write reusable playbooks called skills, which can be shared across a team and synced with GitHub.

Slack, Teams and Gmail

Agents can be @mentioned in Slack channels and threads, brought into Microsoft Teams chats and channels, and used to draft and triage mail in Gmail.

Sharing and permissions

An agent built by one person can be shared with an individual, a team or the whole organization at owner, editor, viewer or use-only level.

Usage-based credits

Model tokens, compute and paid tool calls are billed at list price in credits worth $0.005 each, plus an 8% orchestration fee, or 16% when you bring your own model keys.

Airtop

• Free$0

  1,000 credits a month, 3 simultaneous sessions, 1 deployed agent and a one-time bonus of 10,000 credits.

• Starter$29

  per month, billed monthly, with 30,000 credits

  3 simultaneous sessions, 10 deployed agents and an integrated proxy. Larger credit bundles go up to 150,000 credits for $149 a month.

• Professional$189

  per month, billed monthly, with 225,000 credits

  30 deployed agents, 30 simultaneous sessions, a custom proxy, Mark and dedicated support. Up to 500,000 credits for $380 a month.

• Enterprise$558

  per month, billed monthly, with 775,000 credits

  Unlimited deployed agents, 100 simultaneous sessions, a SOC 2 Type 2 report and Mark. Up to 1,500,000 credits for $999 a month.

• CustomCustom

  Custom credits and simultaneous sessions, volume pricing and Mark included.

Gumloop

• Pro$37

  per month, including 20,000 credits

  Unlimited seats, teams and agents, 35+ models, your own API keys, email support, and optional pay-as-you-go overage at $0.005 a credit.

• EnterpriseCustom

  Custom credits, role-based access control, SCIM and SAML, audit logs, org-wide connector policies, optional virtual private cloud and Slack support.

Airtop

• Annual discount

  10% off when paying annually

  The pricing page's Pay annually option gives a 10% discount on paid plans and grants the whole year's credits upfront.

Gumloop

No public discounts listed.