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Side-by-side comparison · Automation & Workflows

Gumloop vs Manus vs Make

Everything that matters when choosing between them, in one place: our rating, what each can do, what they cost, and the trade-offs.

Gumloop

3.9

From From $37/mo

Manus

3.7

From From $20/mo

Best overall

Make

4.3

From From $9/mo

Comparing 3 tools, the maximum.

At a glance

Gumloop

3.9

Pick it if: Marketers, sales teams and researchers who want AI to do the repetitive reading, sorting and summarising.

Manus

3.7
Easiest to use

Pick it if: People who want to hand off whole tasks and don't want to build the automation themselves.

Make

4.3
Best overallBest value

Pick it if: Marketers and operators who've outgrown simple automations and want to see what their workflows are doing.

Overview

AttributeGumloopManusMake
In one lineBuild AI agents that research, scrape and enrich data across your work apps.A general-purpose agent that takes a goal and works through it in its own browser.Draw automations as a flowchart, with branches and loops, for less than Zapier charges.
Pricing modelFreemiumFreemiumFreemium
Starting priceFrom $37/moFrom $20/moFrom $9/mo
Free plan No Yes Yes
Works with Claude Code Yes Yes Yes

Rating breakdown

Our scores out of 5. The higher bar in each row is highlighted.

AttributeGumloopManusMake
Overall rating3.93.74.3Winner
Ease of useHow quickly someone non-technical gets value from it.
4.0
4.5
4.0
FeaturesHow much it can do, and how well the pieces fit together.
4.0
4.0
4.5
Output qualityHow good the results are before you fix them.
4.0
3.5
4.5
Value for moneyWhat you get for the price, including the free plan.
3.5
3.0
4.5
Speed & reliabilityHow fast it is and how often it falls over.
4.0
3.5
4.0

Feature comparison

A tick means it does this today. A dash means we haven't checked.

AttributeGumloopManusMake
Access & platform
Free plan No Yes Yes
Mobile app No Yes–
Desktop app No Yes No
Browser extension Yes Yes Yes
API access Yes Yes Yes
Teams & business
Team workspace Yes Yes Yes
Enterprise plan or SSO Yes Yes Yes
Connects to other apps Yes Yes Yes
Open source or self-hosted No No No
AI abilities
Works with your files Yes Yes Yes
Understands images Yes Yes–
Makes images– Yes No
Makes video No Yes No
Writes code Yes Yes No
Runs agents or automations Yes Yes Yes
Learns your brand or style Yes No No
Works in many languages– Yes Yes
Capabilities score10/ 1715/ 179/ 17

Pricing

Plans as listed on each vendor's site when we last checked. Confirm before you buy.

AttributeGumloopManusMake
Plans

ProOur pick

From $37/mo

Anyone who wants AI doing the research and data work.

Free

Free

Quick questions and seeing what it can do.

Free

Free

Learning the canvas and running a couple of light scenarios.

Enterprise

Custom

Companies that need security controls and a private cloud.

ProOur pick

From $20/mo, less with yearly billing

Anyone who wants to hand off real research and build jobs.

CoreOur pick

From $9/mo billed yearly

One person automating a small business.

Pro (higher tier)

From $40/mo, less with yearly billing

Heavier users and anyone publishing websites with it.

Pro

From $16/mo billed yearly

Anyone whose automations have become business-critical.

Team

From $20/seat/mo

Teams that want shared credits and admin controls.

Teams

From $29/mo billed yearly

A team sharing scenarios and connections.

Enterprise

Custom

Large organisations.

Enterprise

Custom

Companies that need SSO, audit logs and an uptime guarantee.

Which plan to pickPro is the only option short of Enterprise, so use the 14-day trial to run one real job end to end and watch the credit meter. If it comes in under 20,000 credits a month, you are set.Try the Free plan for a week to get a feel for how many credits a real task uses, then move to the $20 Pro tier. Only go higher if you run out most months or you want it to publish websites for you.Core is enough for most small businesses, and 10,000 credits goes a long way when routers and error handlers are free. Move to Pro if a failed run costs you money and you want priority execution and better logs.

Key features

AttributeGumloopManusMake
Standout features
  • Agents from a description
  • Web scraping and browsing
  • 35+ AI models
  • Company Brain
  • Chrome extension
  • MCP and CLI
  • Autonomous agent
  • Wide Research
  • Slides, websites and docs
  • Scheduled automations
  • My Browser
  • Mobile and desktop apps
  • Visual canvas
  • Routers, filters and iterators
  • Run history you can replay
  • AI Agents
  • Make Grid
  • HTTP and webhooks

Pros and cons

AttributeGumloopManusMake
Pros
  • Builds a working agent from a plain-English description
  • Strong at scraping, research and enrichment jobs
  • Unlimited seats, so the whole team can use one plan
  • Choice of models and the option to bring your own keys
  • You describe the result, not the steps
  • Strong at research, reports and first-draft decks
  • Scheduled tasks turn it into a hands-off research assistant
  • Apps for phone, desktop and browser
  • Much cheaper per step than Zapier
  • Branching, loops and filters are built in, not bolted on
  • Run history shows exactly what happened at every step
  • Routers and error handlers do not use credits
  • Generous free plan for learning
Cons
  • No free plan, only a 14-day trial
  • The 8% orchestration fee sits on top of model costs
  • Costs more than Zapier or Make for simple non-AI automations
  • Fewer everyday app connections than the big automation tools
  • Pricing and plan structure have changed several times
  • Credits are hard to predict and one big task can drain the monthly allowance
  • Output needs checking, and it can waste credits on dead ends
  • Not suited to automations that must run the same way every time
  • Few direct app connections compared with the automation tools
  • Pricing page does not load without JavaScript, so plan details are hard to confirm
  • Steeper learning curve than Zapier, especially around data mapping
  • Credit usage is hard to predict until you have run a scenario for a while
  • Fewer apps than Zapier, and some apps have thin coverage
  • Pricing page is hard to read, and the headline prices assume yearly billing

Who each one is for

AttributeGumloopManusMake
Best for
  • Website scraping and research
  • Lead enrichment and scoring
  • Summarising documents in bulk
  • Scheduled reports from your work apps
  • Multi-step research with a report at the end
  • Lead lists and data gathering
  • Scheduled recurring tasks
  • Quick prototypes and slide decks
  • Multi-step marketing workflows
  • Branching logic and filters
  • Processing batches of records
  • Automation on a budget
You'll find it used by
  • Marketers
  • Sales teams
  • Researchers
  • Ops teams
  • Founders
  • Marketers
  • Researchers
  • Consultants
  • Marketers
  • Ops teams
  • Agencies
  • Consultants

How we compare

Ratings are our own, from using each tool, across ease of use, features, output quality, value for money, speed & reliability. The "Visit" buttons may use affiliate links, which never affect a score.

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