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. Scribble Network records 26,799 monthly visits with -2.1% growth and Free Trial, Paid pricing.
Audit, create and amplify the citations that make AI recommend your brand
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | dify.ai | scribble.network |
| Pricing Model | Freemium | Free Trial, Paid |
| Monthly Visits | 819.69K (819,691) | 26.8K (26,799) |
| MoM Traffic Delta |
| -144.26K (-15%) |
| -568 (-2.1%) |
| Primary Market & Share | 🇨🇳 China (46.7%) | 🇮🇳 India (28.3%) |
|---|
| Direct Visits / mo | 470.6K | 11.69K |
|---|
| User Rating | 4.8 | 4 |
|---|
| 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.
Audit, create and amplify the citations that make AI recommend your brand
Measure your share of AI answers for real buying queries across ChatGPT, Gemini, Perplexity, Copilot and Grok, tracked per model, topic and time.
Audit your site to see exactly what is blocking AI from citing you compared with your competitors, alongside domain rating and referring domains.
Feed in your site, blog and docs and Scribble builds interlinked, AI-readable pages that go live on your own domain.
Spot the discussion threads where your brand should appear before a competitor does, and follow each creator piece from publish to AI answer.
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.

Free / Open-sourceAn open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.
SpecialistAI visibility platform to get your brand cited in AI search

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.


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

Track and improve how AI search engines mention your brand

SpecialistAEO & GEO platform for AI search visibility
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.
Free / Open-sourceAn open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.
SpecialistAI visibility platform to get your brand cited in AI search
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.
Track and improve how AI search engines mention your brand
SpecialistAEO & GEO platform for AI search visibility