Melaya vs Gumloop
Gumloop is a polished, enterprise-ready platform for cloud workflow automation; Melaya trades some of that polish for mobile device control, local models, deterministic evaluation and stricter human oversight.
Pick Gumloop if you want a mature, SOC 2 Type II certified platform where non-technical teams ship cloud workflows fast across tools like Slack, Salesforce and Google Workspace. Pick Melaya if your automation has to touch the real world: agents that operate actual Android apps with an on-device approval gate, per-step routing across 23 cloud or local model providers, and deterministic checks that prove output quality before a human signs off. Gumloop is the safer enterprise default today; Melaya is the stronger fit for mobile-first, privacy-sensitive or approval-heavy work, and it is free to try in open beta.
Melaya vs Gumloop, feature by feature
| Capability | Melaya | Gumloop |
|---|---|---|
| Mobile app control | Android Device Control: agents open allowed real apps, read the screen, tap, type and swipe, with an on-device approval gate before anything publishes. No API needed for the app being operated. | None. Automation runs against cloud services and the desktop browser; there is no mobile device control as of 2026. |
| Desktop browser automation | Not the focus; Melaya automates through tools and real Android apps rather than recorded desktop browser sessions. | Strong: the Chrome extension records browser actions into repeatable web replays, useful for sites and internal tools without APIs. |
| Human-in-the-loop | Approval gates on every consequential write by default, including approvals rendered on the phone during device automation. | Governance via connector policies, guardrails and role-based access; approval steps can be composed into flows. |
| Model choice and routing | Per-step model routing across 23 providers, cloud and local. Bring your own model or keys. | Multiple cloud models (Anthropic, OpenAI, Gemini, DeepSeek) with bring-your-own API keys; no local model execution. |
| Local and self-hosted execution | Runs in the cloud or fully local via the local runner, at any plan level, for on-prem and private inference. | Cloud platform; virtual private cloud deployment is available on the Enterprise plan. |
| Evaluation and observability | Deterministic rule checks before any LLM judge, plus run traces and cost per accepted result. | Run history, spend monitoring and usage analytics; no published deterministic evaluation layer as of 2026. |
| Connectors and tools | About 1,697 tools and 111 agent personas, plus RAG and memory. | A curated set of polished native integrations (40+ listed on its site) plus MCP server hosting. |
| Ease of building | Visual canvas composing agents, tools, triggers and approval gates; more knobs, steeper first hour. | Very polished AI-native UX; the Gummie assistant scaffolds and debugs flows from plain language, with prebuilt agents for common tasks. |
| Enterprise governance and compliance | Open beta; approval gates and fully local execution help with data residency, but there is no formal compliance program comparable to Gumloop's yet. | SOC 2 Type II, GDPR, SSO, SCIM, RBAC, audit logs, data retention controls and VPC deployment. |
| Pricing model | Flat plans: Sandbox free, Outpost $20/mo with your own cloud keys, Forge for scheduled managed cloud. Free open beta, no credit metering. | Credit based: free tier with limited credits, Pro from $37/mo with 20k credits and unlimited seats, Enterprise custom. |
| Best for | Builders who need mobile app automation, local or private models, verifiable outputs and strict human approval. | Teams standardizing cloud workflow automation across SaaS tools with enterprise compliance requirements. |
Where Melaya wins
- Device Control on Android: agents operate real phone apps (open, read the screen, tap, type, swipe) with an on-device approval gate and app playbooks, no API required. Gumloop has no mobile equivalent.
- True local execution at any plan level: the local runner executes models and workflows fully on your own hardware, while Gumloop's private deployment option is Enterprise-only VPC.
- Deterministic-first evaluation: rule checks run before any LLM judge, with run traces and cost per accepted result, so you can verify outputs instead of just watching runs.
- Human-in-the-loop by default: every consequential write passes an approval gate, including approvals shown on the phone itself during device automation.
- Flat, predictable pricing: Outpost is $20/mo with your own keys, versus credit metering where cost scales with how much your agents actually do.
Where Gumloop wins
- Enterprise readiness: SOC 2 Type II, GDPR, SSO, SCIM, RBAC, audit logs and VPC deployment. Melaya, still in open beta, cannot match this compliance surface today.
- Faster onboarding for non-technical teams: the Gummie assistant builds working flows from a plain-language description, and prebuilt agents cover common GTM, support and data tasks.
- Desktop browser automation: the Chrome extension records real browser sessions into repeatable web replays, which Melaya does not offer.
- Team-friendly Pro plan: unlimited seats, teams and workflows at $37/mo is unusually generous for rolling automation out across a company.
Melaya vs Gumloop: frequently asked questions
Is Melaya a good Gumloop alternative?
Yes, if your priority is mobile device control, local or bring-your-own models, deterministic evaluation, or approval-gated writes. It is not the better choice if you need SOC 2 compliance, enterprise SSO, or a polished prebuilt agent library today; Gumloop is stronger there. Melaya is in free open beta, so trying both side by side costs nothing.
How does Melaya pricing compare to Gumloop?
Melaya uses flat plans: Sandbox is free, Outpost is $20/mo with your own cloud keys, and Forge adds scheduled, managed cloud runs. Gumloop is credit based, with a free tier and Pro from $37/mo including 20k credits, so cost scales with what your agents do. Flat pricing tends to favor high-volume builders, while credits can be cheaper for light, occasional use.
Can Melaya do what Gumloop does?
Largely, with different strengths. Both offer a visual canvas, multi-model support, triggers and a large set of integrations, and Melaya adds default approval gates, deterministic evaluation and fully local execution on top. What Melaya does not match is Gumloop's Chrome extension browser recording, the Gummie natural-language builder, or its enterprise compliance stack.
Can Gumloop control apps on a phone?
No. As of 2026 Gumloop automates cloud services and the desktop web via its Chrome extension, and it has no mobile device control. Melaya's Android Device Control lets agents operate real phone apps, reading the screen and tapping, typing and swiping, with an on-device approval gate and no API required for the app being operated.
Does Gumloop support local or self-hosted models?
Gumloop supports several cloud model providers with bring-your-own API keys, and offers virtual private cloud deployment on its Enterprise plan. It does not run models on your own hardware. Melaya's local runner executes workflows and models, including local inference, fully on-prem at any plan level.
Which is better for enterprise teams, Melaya or Gumloop?
Gumloop, in most cases today. It is SOC 2 Type II certified with SSO, SCIM, RBAC, audit logs and VPC deployment, while Melaya is in open beta without an equivalent compliance program. Melaya can still fit organizations whose hard constraint is data residency, since it can run entirely on local hardware.
Do both platforms support human-in-the-loop approvals?
Both can pause for a human, but the defaults differ. Melaya gates every consequential write behind an approval by design, including approvals rendered on the phone during device automation. Gumloop's governance centers on connector policies, guardrails and role-based access, with approval steps composed into flows as needed.
Is Melaya free to use?
Yes. Melaya is currently in free open beta, and the Sandbox plan remains free beyond that; Outpost is $20/mo using your own cloud keys, and Forge adds scheduled, managed cloud execution. Gumloop offers a free tier with limited credits and a 14-day Pro trial.
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