Free / Open-sourceRun and build with open AI models locally or in the cloud
Free / Open-sourceRun and build with open AI models locally or in the cloud
Miro records 30,749,206 monthly visits with +1.7% month-over-month growth and Freemium, Contact for Pricing pricing. UbiOps records 15,928 monthly visits with +2.6% growth and Contact for Pricing pricing.

Run, orchestrate and scale AI workloads on any infrastructure
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | miro.com | ubiops.com |
| Pricing Model | Freemium, Contact for Pricing | Contact for Pricing |
| Monthly Visits | 30.75M (30,749,206) | 15.93K (15,928) |
| MoM Traffic Delta | +505.1K (+1.7%) | +397 (+2.6%) |
| Primary Market & Share | 🇺🇸 United States (19.4%) | 🇳🇱 Netherlands (83.9%) |
| Direct Visits / mo | 20.18M | 12.55K |
| User Rating | 4.5 | 4.2 |
| Supported Platforms | Website | Website |
An AI-powered visual workspace where teams think, plan, and build together
An infinite multiplayer board where cursors, comments, and live editing let remote and hybrid teams work in the same space simultaneously.
Docs, Tables, Slides, Kanban, and Timelines live alongside freeform drawing so a workshop can turn directly into a structured plan.
Generate diagrams, tables, and summaries, remove image backgrounds, and connect external AI assistants through the MCP server.
6,000-7,000+ templates for brainstorming, workshops, roadmapping, and process mapping give teams a running start.

Run, orchestrate and scale AI workloads on any infrastructure
Deploy and manage models from one interface whether they run locally, in a hybrid cloud, or spread across several cloud providers.
Turn models into production API endpoints with versioning, scaling algorithms, and monitoring built in, so teams avoid managing Kubernetes and cloud infrastructure themselves.
Instantly scale AI and machine learning workloads onto GPU capacity as demand changes, keeping compute costs under control.
API management, version control, access management, resource prioritization, auditing, and monitoring come as standard, helping prevent shadow IT.
Free / Open-sourceRun and build with open AI models locally or in the cloud
Free / Open-sourceRun and build with open AI models locally or in the cloud

Free / Open-sourceCloud ComfyUI platform to run workflows and build AI apps
Free / Open-sourceCloud ComfyUI platform to run workflows and build AI apps
Free / Open-sourceOpen-source model and dataset hub with one-click online demos
Free / Open-sourceOpen-source model and dataset hub with one-click online demos

Stronger focus on structured mind mapping and flowcharting, but lacks Miro's massive template library and enterprise workshop features.
Stronger focus on structured mind mapping and flowcharting, but lacks Miro's massive template library and enterprise workshop features.

Free / Open-sourceSelf-hosted AI workspace for local and cloud models
Free / Open-sourceSelf-hosted AI workspace for local and cloud models

The environments frontier AI trains on, and the agents that do the recurring work
The environments frontier AI trains on, and the agents that do the recurring work
SpecialistExcels at generating technical architecture diagrams directly from code, but less suited for freeform creative brainstorming.
SpecialistExcels at generating technical architecture diagrams directly from code, but less suited for freeform creative brainstorming.

Hands-on lab infrastructure for AI, cloud, and data education
Similar collaborative online whiteboard experience with strong AI diagramming, but offers fewer complex enterprise integration options.
Similar collaborative online whiteboard experience with strong AI diagramming, but offers fewer complex enterprise integration options.

SpecialistFeatures a spatial visual canvas integrated with multi-model chat agents, but less focused on team workshop facilitation.
SpecialistFeatures a spatial visual canvas integrated with multi-model chat agents, but less focused on team workshop facilitation.

Free / Open-sourceTrack, evaluate, and ship AI models and agents in one connected environment.
Free / Open-sourceTrack, evaluate, and ship AI models and agents in one connected environment.
SpecialistConverts natural language conversations directly into structured mind maps, though offering less versatile general drawing tools.
SpecialistConverts natural language conversations directly into structured mind maps, though offering less versatile general drawing tools.