Free / Open-sourceFunctions primarily as a lightweight CLI runtime for local models rather than a full-featured chat interface.
#1Mappedin records 173,962 monthly visits with -28.6% month-over-month growth and Freemium, Contact for Pricing pricing. Open WebUI records 804,534 monthly visits with -2.8% growth and Freemium pricing.

One live indoor map for wayfinding, operations and security
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | mappedin.com | openwebui.com |
| Pricing Model | Freemium, Contact for Pricing | Freemium |
| Monthly Visits | 173.96K (173,962) | 804.53K (804,534) |
| MoM Traffic Delta |
|---|
| -69.78K (-28.6%) |
| -23.01K (-2.8%) |
| Primary Market & Share | 🇨🇦 Canada (38.7%) | 🇺🇸 United States (24.5%) |
|---|
| Direct Visits / mo | 99.39K | 299.84K |
|---|
| User Rating | 4.3 | 4.4 |
|---|
| Supported Platforms | Website | Website |
|---|

One live indoor map for wayfinding, operations and security
Convert existing CAD, DWG, DXF, PDF, PNG or BIM floor plans into accurate, geo-referenced indoor maps in weeks rather than years, with optional hands-on mapping services covering map design, 3D modelling and points of interest.
Tie building management systems, IoT sensors, BIM and CAD models, cameras and work-order tools to one live indoor map so operations, security, facilities and guest teams share a single source of truth.
Deliver searchable directories and turn-by-turn, step-free directions across floors and buildings on the web, in apps, on kiosks and on digital signage, with indoor positioning where supported.
Embed location, maps and navigation into your own web, iOS and Android products through the Map SDK, developer portal and documentation.

Self-hosted AI workspace for local and cloud models
Connect local runtimes like Ollama alongside OpenAI-compatible and Anthropic APIs, and switch between them inside one interface.
RAG over your own documents, web search and citation-aware answers come standard, so responses are grounded in real sources.
Extend the platform with Python code to add custom tooling, preprocessing, and multi-step pipelines, then share them with others.
SSO, RBAC, audit logs, data residency, and on-premises, hybrid or air-gapped deployment for organisations with strict requirements.
Free / Open-sourceFunctions primarily as a lightweight CLI runtime for local models rather than a full-featured chat interface.
#1SpecialistOpen-source workflow automation built for AI agents and technical teams
SpecialistA free, open-source personal AI agent that learns your projects and works across every messaging app.
#3
SpecialistOpen-source personal AI assistant that runs on your own machine and works from chat apps

SpecialistSpecializes in visual workflow building and RAG pipelines rather than serving purely as a chat interface.

Free / Open-sourceFocuses on collaborative team AI workspaces and plugins, but shares similar open-source architectural goals.
SpecialistFocuses heavily on privacy-first document chat and local RAG pipelines, but offers fewer general-purpose chat UI features.

Enterprise spatial capture and mapping platform, focusing on drones and jobsite tracking rather than indoor wayfinding.


Free / Open-sourceOffers robust multi-provider support and advanced user permission management, but has a slightly different configuration setup.
Free / Open-sourceDelivers a desktop-native application for running local models offline easily, but lacks Open WebUI's server-centric multi-user features.
SpecialistOpen-source AI automation that unifies agents, flows and 770+ app integrations
SpecialistTurn spreadsheet data into custom choropleth maps and interactive embeds
Free / Open-sourceFunctions primarily as a lightweight CLI runtime for local models rather than a full-featured chat interface.
SpecialistOpen-source workflow automation built for AI agents and technical teams
SpecialistA free, open-source personal AI agent that learns your projects and works across every messaging app.
SpecialistOpen-source personal AI assistant that runs on your own machine and works from chat apps
SpecialistSpecializes in visual workflow building and RAG pipelines rather than serving purely as a chat interface.
SpecialistFocuses heavily on privacy-first document chat and local RAG pipelines, but offers fewer general-purpose chat UI features.
Enterprise spatial capture and mapping platform, focusing on drones and jobsite tracking rather than indoor wayfinding.
Free / Open-sourceOffers robust multi-provider support and advanced user permission management, but has a slightly different configuration setup.
Free / Open-sourceDelivers a desktop-native application for running local models offline easily, but lacks Open WebUI's server-centric multi-user features.
SpecialistOpen-source AI automation that unifies agents, flows and 770+ app integrations
SpecialistTurn spreadsheet data into custom choropleth maps and interactive embeds