Free / Open-sourceAn open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining.
#1Dify records 819,691 monthly visits with -15% month-over-month growth and Freemium pricing. Mappedin records 173,962 monthly visits with -28.6% growth and Freemium, Contact for Pricing pricing.

One live indoor map for wayfinding, operations and security
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | dify.ai | mappedin.com |
| Pricing Model | Freemium | Freemium, Contact for Pricing |
| Monthly Visits | 819.69K (819,691) | 173.96K (173,962) |
| MoM Traffic Delta |
| -144.26K (-15%) |
| -69.78K (-28.6%) |
| Primary Market & Share | 🇨🇳 China (46.7%) | 🇨🇦 Canada (38.7%) |
|---|
| Direct Visits / mo | 470.6K | 99.39K |
|---|
| User Rating | 4.8 | 4.3 |
|---|
| Supported Platforms | Website | Website |
|---|

Build, deploy, and govern production-ready agentic AI workflows
A visual canvas where retrieval, branching, tool calls, human review, and model steps form a visible, testable execution path you can debug and hand off.
Create agents through chat or manual configuration, give them skills, tools, and knowledge, then ship them as apps, embeds, or reusable nodes inside workflows.
Build repeatable ingestion pipelines for documents, sites, and drives, with extraction, cleaning, chunking, indexing, and retrieval testing before you go live.
Install model providers, tools, data sources, and MCP integrations once and reuse approved plugins across every app in the workspace.

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.
Free / Open-sourceAn open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining.
#1Offers a streamlined no-code builder for deploying custom AI agents, but lacks Dify's open-source flexibility.

Free / Open-sourceA self-hosted chat interface for running local LLMs, though lighter on complex visual workflow orchestration.
#3
SpecialistProvides advanced programmatic frameworks for document parsing and RAG pipelines, but requires coding instead of visual canvases.


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

Free / Open-sourceAn open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.

Built for scaling multi-agent workforces and B2B task automation, though less focused on open-source RAG pipelines.

Focuses on visual drag-and-drop orchestration for building chatbots and autonomous agents without writing code.

Provides an all-in-one visual workspace for building custom AI agents and publishing them to messaging platforms.
SpecialistTurn spreadsheet data into custom choropleth maps and interactive embeds

Free / Open-sourceAn open-source AI workspace providing visual workflow builders for designing and governing agent systems.

Free / Open-sourceAn open-source drag-and-drop builder specifically designed for chaining foundation models into automated AI pipelines.
Free / Open-sourceAn open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining.
Offers a streamlined no-code builder for deploying custom AI agents, but lacks Dify's open-source flexibility.
Free / Open-sourceA self-hosted chat interface for running local LLMs, though lighter on complex visual workflow orchestration.
SpecialistProvides advanced programmatic frameworks for document parsing and RAG pipelines, but requires coding instead of visual canvases.
Enterprise spatial capture and mapping platform, focusing on drones and jobsite tracking rather than indoor wayfinding.
Free / Open-sourceAn open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.
Built for scaling multi-agent workforces and B2B task automation, though less focused on open-source RAG pipelines.
Focuses on visual drag-and-drop orchestration for building chatbots and autonomous agents without writing code.
SpecialistTurn spreadsheet data into custom choropleth maps and interactive embeds
Free / Open-sourceAn open-source drag-and-drop builder specifically designed for chaining foundation models into automated AI pipelines.