Side-by-side comparison · Automation & Workflows
Composio vs Gumloop 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.
Comparing 3 tools, the maximum.
At a glance
Pick it if: People who already use Claude or ChatGPT every day and want it to act in their business apps, plus developers building agents that need app access.
Pick it if: Marketers, sales teams and researchers who want AI to do the repetitive reading, sorting and summarising.
Pick it if: Marketers and operators who've outgrown simple automations and want to see what their workflows are doing.
Overview
| Attribute | Composio | Gumloop | Make |
|---|---|---|---|
| In one line | Plug Claude or ChatGPT into 1,500+ apps so it can send the email, not just draft it. | Build AI agents that research, scrape and enrich data across your work apps. | Draw automations as a flowchart, with branches and loops, for less than Zapier charges. |
| Pricing model | Freemium | Freemium | Freemium |
| Starting price | $29/mo | From $37/mo | From $9/mo |
| Free plan | Yes | No | Yes |
| Works with Claude Code | Yes | Yes | Yes |
Rating breakdown
Our scores out of 5. The higher bar in each row is highlighted.
| Attribute | Composio | Gumloop | Make |
|---|---|---|---|
| Overall rating | 4.2 | 3.9 | 4.3Winner |
| Ease of useHow quickly someone non-technical gets value from it. | 4.0 | 4.0 | 4.0 |
| FeaturesHow completely it covers its own job, and how well the pieces fit together. | 4.5 | 4.0 | 4.5 |
| Output qualityHow good the results are before you fix them. | 4.0 | 4.0 | 4.5 |
| Value for moneyWhat you get for the price, including the free plan. | 4.5 | 3.5 | 4.5 |
| Speed & reliabilityHow fast it is and how often it falls over. | 4.0 | 4.0 | 4.0 |
Feature comparison
A tick means it does this today. A dash means we haven't checked.
| Attribute | Composio | Gumloop | Make |
|---|---|---|---|
| Access & platform | |||
| Free plan | Yes | No | Yes |
| Mobile app | No | No | – |
| Desktop app | No | No | No |
| Browser extension | No | 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 | No | Yes | Yes |
| Understands images | – | Yes | – |
| Makes images | No | – | No |
| Makes video | No | No | No |
| Writes code | No | Yes | No |
| Runs agents or automations | Yes | Yes | Yes |
| Learns your brand or style | No | Yes | No |
| Works in many languages | No | – | Yes |
| Capabilities score | 6/ 17 | 10/ 17 | 9/ 17 |
Pricing
Plans as listed on each vendor's site when we last checked. Confirm before you buy.
| Attribute | Composio | Gumloop | Make |
|---|---|---|---|
| Plans | HobbyOur pick Free Individuals connecting their own assistant to their own apps. | ProOur pick From $37/mo Anyone who wants AI doing the research and data work. | Free Free Learning the canvas and running a couple of light scenarios. |
Pro $29/mo Teams, or products with real users calling tools. | Enterprise Custom Companies that need security controls and a private cloud. | CoreOur pick From $9/mo billed yearly One person automating a small business. | |
Enterprise Custom Companies with security reviews and high volume. | Pro From $16/mo billed yearly Anyone whose automations have become business-critical. | ||
Teams From $29/mo billed yearly A team sharing scenarios and connections. | |||
Enterprise Custom Companies that need SSO, audit logs and an uptime guarantee. | |||
| Which plan to pick | If you are connecting your own Claude or ChatGPT to your own apps, Hobby is all you need. Move to Pro when a team or a product of yours starts using it, so usage keeps running past the free cap instead of pausing until next month. | Pro 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. | 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
| Attribute | Composio | Gumloop | Make |
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Pros and cons
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Who each one is for
| Attribute | Composio | Gumloop | Make |
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Questions people ask
Which is better, Composio, Gumloop or Make?
Make scores highest overall in our ratings (Composio 4.2/5, Gumloop 3.9/5 and Make 4.3/5). Composio is best for Letting Claude act in Gmail, Slack and your CRM and one connector instead of dozens of MCP servers. Gumloop is best for website scraping and research and lead enrichment and scoring. Make is best for multi-step marketing workflows and branching logic and filters.
Which is cheaper, Composio, Gumloop or Make?
Composio: There's a free plan, and paid plans start at $29/mo. Gumloop: There's no free plan. Paid plans start at From $37/mo. Make: There's a free plan, and paid plans start at From $9/mo.
How we compare
Ratings are our own, from using each tool, across ease of use, features, output quality, value for money, speed & reliability.
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