
n8n.io
Zapier
Make.com
Trace
Relay.app
Albato
Wordware
Automate Any Workflow with AI

Zapier
n8n.io
Make.com
Bardeen
Activepieces
Automate.io
DeskFerry
AI agents that call your APIs, send email and Slack, and run on a schedule — no code, nothing to host. Every run shows each step, its tokens and its real cost, so you can show a client exactly what happened. Free plan; Pro is $29/month flat.

Which is more popular?
Based on our record, Gumloop seems to be more popular. It has been mentioned 1 time since March 2021.
Website, pricing, platforms and company facts side by side.
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| Website | gumloop.com | agent-mesh.org |
| Pricing | ||
| Platforms | — | |
| Company | — | Startup from Aremina · 1 - 9 employees |
| Listed in |
In their own words, as submitted to SaaSHub.


No description of Gumloop yet.
AgentMesh is a hosted platform for building AI agents that act, not just chat. Agents call real tools — HTTP requests, email, Slack, Discord, Telegram, Notion, Google Calendar, outbound webhooks — and you connect them into workflows that run sequentially, in parallel, conditionally, as a DAG,...
What each product offers, as listed by its team.


Possible disadvantages
Walkthroughs and reviews on video.
How I automated my YouTube | Gumloop tutorial | No Code
More videos
No AgentMesh videos yet. You could help us improve this page by suggesting one.
How often each product is chosen within a category, 0–100% relative to the other.


As answered by people managing Gumloop and AgentMesh.
AgentMesh's answer:
Freelance automation consultants and small agencies who build automations for SMB clients.
They hit a ceiling with rules-based tools when a task needs judgement, and they don't want to host and babysit a server to get past it. The thing they can't do today is answer "what did your bot actually do, and why did it cost that?" — which is the question a client always asks.
AgentMesh's answer:
Every run leaves a receipt. You see each step's input, output, duration, token count and real cost — a support ticket triaged and answered comes to about $0.0144. Most platforms show you the clever part and hide the rest.
There's a complete run published at agent-mesh.org/example, no signup needed, including a run that failed. A demo that only shows the happy path is a black box with better lighting.
Pricing is flat: $29/month, not per task, per credit or per seat.
AgentMesh's answer:
Two reasons, and one reason not to.
Cost doesn't escalate. Zapier meters tasks, Make meters credits, Lindy charges per user. AgentMesh is $29/month whatever you run. Bring your own OpenAI or Anthropic key and the daily limits stop applying entirely — on most platforms your own key still burns their credits.
You can show a client what happened. Every step and every cent is on screen, and any run replays with one click.
Where it loses: about 10 integrations against Zapier's 9,000. If you need a specific connector, use Zapier. AgentMesh is for the work that needs a judgement call, not just wiring.
AgentMesh's answer:
One engineer, no funding, no team. I built it because rules-based automation kept failing on the steps that needed a decision, and the alternatives were either self-hosting or writing and babysitting the code myself.
I publish real run costs and real failures because I got tired of demos that only work in the demo. I'd rather someone see a failed run before signing up than after.
AgentMesh's answer:
Python and FastAPI on the backend, PostgreSQL, Redis and Celery for scheduling and background runs. React, TypeScript and Tailwind on the front end. Docker throughout.
Share your experience with using Gumloop and AgentMesh. For example, how are they different and which one is better?
Recommendations tracked on public social media and blogs since March 2021.


Compared to Gumloop, Zapier emphasizes breadth over AI first depth. However, Gumloop focuses on AI automation and built in AI nodes such as Gummie. For a deeper enterprise comparison, read our full analysis. Also explore Zapier at... - Source: dev.to / 11 months ago
Tracking AgentMesh since Aug 2026.
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