Software Alternatives & Startups

Gumloop VS AgentMesh

Compare Gumloop VS AgentMesh and see what are their differences

Gumloop

Automate Any Workflow with AI

No screenshot yet
Rating
0 reviews
AgentMesh

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.

Rating
0 reviews
Pricing
Freemium Free trial $29 / Monthly (Pro)

Which is more popular?

Based on our record, Gumloop seems to be more popular. It has been mentioned 1 time since March 2021.

social mentions
1 vs 0
Automation popularity
100% vs 0%
alternatives listed
219 vs 11

Base details

Website, pricing, platforms and company facts side by side.

Gumloop
AgentMesh
Website gumloop.com agent-mesh.org
Pricing
Freemium Free trial $29 / Monthly (Pro) Official pricing
Platforms —
Web Cloud SaaS REST API +1
Company — Startup from Aremina · 1 - 9 employees
Listed in

About Gumloop and AgentMesh

In their own words, as submitted to SaaSHub.

Gumloop
AgentMesh

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,...

Read more about AgentMesh

Features and specs

What each product offers, as listed by its team.

Gumloop 4 features
AgentMesh 7 features
  • User-Friendly Interface
    Gumloop provides a clean and intuitive user interface that makes it easy for users to navigate through its features.
  • Customizability
    The platform offers customizable features that allow users to tailor their experience to match their specific needs.
  • Integration Capabilities
    Gumloop integrates with various third-party applications, enhancing its functionality and providing a seamless experience.
  • Responsive Support
    The customer support team is responsive and helpful, addressing user concerns promptly.

Possible disadvantages

  • Limited Features for Free Plan
    The free plan has limited features, which can restrict functionality for users not willing to pay for upgrades.
  • Learning Curve
    Despite being user-friendly, some advanced features may have a learning curve for new users.
  • Performance Issues
    Occasional performance issues have been reported, such as slow load times or glitches.
  • Pricing
    Some users find the pricing for premium plans to be on the higher side compared to competitors.
  • Agent Tools
    HTTP requests, email, Slack, Discord, Google Chat, Telegram, Notion, Google Calendar, outbound webhooks
  • Orchestration Model
    Sequential, parallel, conditional, DAG, fan-out, loop
  • Scheduling and Triggers
    Cron schedules and inbound webhooks — runs without you
  • Cost Visibility
    Per-step and per-run token counts and real cost, to four decimal places
  • Replay
    Re-run any past execution with one click
  • Bring Your Own LLM Key (BYOK)
    OpenAI or Anthropic — removes the daily run limit, no markup on tokens
  • Templates
    Install marketplace templates, or publish your own on Pro

Videos

Walkthroughs and reviews on video.

Gumloop 3 videos + Add
AgentMesh 0 videos + Add

How I automated my YouTube | Gumloop tutorial | No Code

More videos

  • - AI Automation/Gumloop Live Workshop #1
  • - Gumloop | Ghost Blog Automation Tutorial

No AgentMesh videos yet. You could help us improve this page by suggesting one.

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
Gumloop
AgentMesh
100% 100%
0% 0%
96% 96%
4% 4%
100% 100%
AI
0% 0%
0% 0%
100% 100%

Questions & Answers

As answered by people managing Gumloop and AgentMesh.

How would you describe the primary audience of your product?

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.

What makes your product unique?

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.

Why should a person choose your product over its competitors?

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.

What's the story behind your product?

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.

Which are the primary technologies used for building your product?

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.

User comments

Share your experience with using Gumloop and AgentMesh. For example, how are they different and which one is better?

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Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

Gumloop 1 mention
AgentMesh 0 mentions

Tracking AgentMesh since Aug 2026.

Alternatives to Gumloop and AgentMesh

When comparing Gumloop and AgentMesh, you can also consider the following products.