Gumloop vs Tasklet

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

Tasklet

• Teams that want many people using agents without paying per seat
• Automating recurring work such as inbox drafts, reports and CRM updates
• Non-developers who want to set up automations by describing them

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.

Tasklet

• There is no free plan or free trial: the pricing FAQ says Tasklet requires payment to use, from $25 a month or a $25 one-time credit purchase.
• Monthly credits reset each billing cycle and do not roll over, and the 600 daily bonus credits are granted only on days you use the app.
• The desktop app is for Apple silicon Macs on macOS 13 or later; Windows has a waitlist, and the site lists no mobile app.
• The pricing FAQ ties the agent web browser, unlimited automation runs and full-size file uploads to a monthly plan rather than one-time credits.

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.

Tasklet

Persistent agents with memory

Each agent keeps its instructions, knowledge and memory across separate threads and draws on earlier conversations and files. Every plan allows an unlimited number of agents.

Automations

Agents run on a schedule or when triggered by a new email, a webhook, an RSS feed or a text message, and keep working in the cloud while you are offline.

Connections, APIs and a browser

Over 3,000 built-in integrations, plus any HTTP API or MCP server. Where a service has no API, an agent can use a dedicated web browser to log in and fill out forms.

Instant Apps

A prompt can produce a working dashboard, tracker, calculator or approval workflow tied to your data, which can be shared with teammates or installed as a Mac app.

Team sharing without seat fees

Agents, connections and knowledge can be shared across an organization. Members are unlimited and draw on one credit pool, and admins can set credit limits per agent.

Approvals and model choice

Tool permissions are set per agent, and you decide what needs your approval first. Each thread can use a different model from Anthropic, OpenAI, Google or open-source labs.

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.

Tasklet

• Starter$25

  per month, per organization

  10,000 credits a month plus 600 bonus credits on days you use the app, unlimited automation runs, the agent web browser and email support.

• Pro$100

  per month, per organization

  40,000 credits a month for heavier use, with unlimited team members on the same credit pool.

• Custom$250

  per month for 100,000 credits; other amounts selectable

  Any monthly amount from $25 to $10,000, at 2,000 credits per $5. Plans of $250 a month or more add live video support.

• One-time credits$5

  per 1,600 credits, $25 minimum purchase

  Top-up credits bought without changing plan. They are valid for one year and are used only after all other credits.