# Dify vs Llumo

Dify records 819,691 monthly visits with -15% month-over-month growth and Freemium pricing. Llumo records 388 monthly visits with +74% growth and Freemium pricing.

| Metric | [Dify](https://openaitools.app/tool/dify-ai) | [Llumo](https://openaitools.app/tool/llumo) |
| :--- | :--- | :--- |
| Website URL | https://dify.ai | https://www.llumohq.com |
| Categories | AI App Builder, AI Agent, AI Workflow, AI API | AI SEO Tools, AI Marketing, AI Search Engine |
| Pricing Model | Freemium | Freemium |
| Monthly Visits | 819,691 | 388 |
| MoM Growth Rate | -15% | +74% |
| Primary Market | China | Pakistan |
| Direct Visits | 470,604 | 230 |
| Review Score | 4.8 | 4.2 |
| Saved Count | 22 | 0 |
| Supported Platforms | Website | Website |

## Dify

Dify pairs a visual canvas with code-level control so both technical and non-technical teams can assemble AI applications and agents. Workflow Studio turns prompt logic into an inspectable execution graph of building blocks: retrieval, branching, tool calls, human-in-the-loop steps, and model calls. Agent builder lets you create agents by chatting or by configuring them directly, then run them as a standalone app, embed them into a website, or reuse them as a node inside a larger workflow.

A major part of the platform is context engineering. The Knowledge Pipeline lets you define repeatable ingestion flows for files, websites, online documents, and cloud drives, handling extraction, cleaning, chunking, indexing, and retrieval testing before a knowledge base is attached to agents or workflows. The Marketplace supplies model providers, tools, data sources, and MCP integrations that teams can install once and then reuse across many apps as approved plugins.

Dify ships in three deployment shapes: Dify Cloud (fully managed SaaS with workspace, logs, and scaling handled for you), Dify Enterprise (self-hosted or VPC deployment with SSO/SAML, RBAC, audit logs, Helm charts for Kubernetes, and enterprise support), and the open-source Community Edition, a source-available single-command Docker deployment with a large GitHub community. Published apps can be delivered as hosted web apps, API endpoints, embeds, or MCP-compatible tools, with logs, feedback, annotations, latency, and usage analytics to keep improving them after launch.

**Pricing & Plans:** Freemium model with a free cloud sandbox and free trial credits, paid Cloud plans that scale with team size, storage, logs, and usage, and a free open-source Community Edition. Dify Enterprise is quoted per deployment via sales.

- **Workflow Studio:** 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.
- **Agent Builder:** Create agents through chat or manual configuration, give them skills, tools, and knowledge, then ship them as apps, embeds, or reusable nodes inside workflows.
- **Knowledge Pipeline:** Build repeatable ingestion pipelines for documents, sites, and drives, with extraction, cleaning, chunking, indexing, and retrieval testing before you go live.
- **Plugin Marketplace and MCP:** Install model providers, tools, data sources, and MCP integrations once and reuse approved plugins across every app in the workspace.
- **Flexible Deployment and Observability:** Run on managed Cloud, in your VPC, or self-hosted with Docker, and monitor published apps through logs, annotations, feedback, latency, and usage data.

**Strengths:** Combines a visual builder with code-level extensibility in one product; Three deployment options, including a free self-hosted Community Edition; Strong retrieval and knowledge pipeline tooling for RAG applications; Large plugin marketplace plus MCP support reduces integration work

**Limitations:** Self-hosted deployments require real infrastructure and maintenance effort; Complex multi-step workflows take time to learn and tune; Advanced enterprise governance features sit behind a sales-quoted plan

[Profile (Markdown)](https://openaitools.app/tool/dify-ai.md)

## Llumo

Llumo is a visibility platform built for the shift from blue links to AI answers. It tracks how your brand is mentioned, cited, and compared across ChatGPT, Gemini, Perplexity, Copilot, Grok and Google AI Overviews, then turns that raw output into dashboards covering total mentions, share of voice, citations, and tracked prompts.

What sets the pricing model apart is how it handles AI costs. Instead of bundling model usage into an expensive subscription, Llumo lets you bring your own API keys (BYOK) and pay the underlying providers directly, with no platform markup on each AI response. That means lower cost per thousand AI responses and effectively unlimited tracking within your own provider limits.

Beyond monitoring, Llumo offers managed services for teams that want execution rather than data alone: AEO services, listicle placements, competitor link analysis, and AI advertising. An AI assistant can also answer natural-language questions about your visibility when you connect Google Search Console and GA4.

**Pricing & Plans:** Llumo is freemium: the core AI visibility tracking is free to use when you bring your own AI provider API keys, and you pay the underlying model providers directly with no platform markup. Managed AEO, SEO, and AI advertising services are available on a paid basis.

- **Cross-model visibility tracking:** Per-prompt visibility scores for your brand across every supported model, with competitor trend lines over time.
- **Share of voice and competitor comparison:** See how often AI names you versus competitors in your market, and which brands are winning the categories you care about.
- **Citation and source analysis:** Reveal which domains and pages AI cites most, track new and lost citations, and find where your brand is missing from the sources shaping answers.
- **Query fan-out insights:** See the expanded searches AI engines actually run for each of your prompts, so you understand how your questions are interpreted and rewritten.
- **Actionable opportunities, API and MCP:** Prioritised recommendations for content to create, pages to optimise, and mentions to build, plus API and MCP access for your own workflows.

**Strengths:** Free to use with your own API keys, with no platform markup on AI responses.; Covers all the major answer engines in one place, including Google AI Overviews and Grok.; Goes beyond raw metrics with prioritised, actionable optimisation opportunities.; API and MCP access make it easy to fold visibility data into existing workflows.

**Limitations:** Requires your own provider API keys, which means some setup and a separate provider account.; Self-serve tracking is strong, but deeper strategic work leans on the paid managed services.

[Profile (Markdown)](https://openaitools.app/tool/llumo.md)

## Frequently Asked Questions

### How do Dify and Llumo compare in monthly traffic?

Dify has 819,691 monthly visits, while Llumo has 388. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Dify has a month-over-month growth rate of -15%; Llumo has +74%.

### How does pricing compare?

Dify: Freemium. Freemium model with a free cloud sandbox and free trial credits, paid Cloud plans that scale with team size, storage, logs, and usage, and a free open-source Community Edition. Dify Enterprise is quoted per deployment via sales. Llumo: Freemium. Llumo is freemium: the core AI visibility tracking is free to use when you bring your own AI provider API keys, and you pay the underlying model providers directly with no platform markup. Managed AEO, SEO, and AI advertising services are available on a paid basis.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [n8n](https://openaitools.app/tool/n8n) | 4,522,449 | -7.4% | Freemium | An open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining. | [.md](https://openaitools.app/tool/n8n.md) |
| 2 | [MindStudio](https://openaitools.app/tool/mindstudio) | 1,793,337 | +14.2% | Contact for Pricing | Offers a streamlined no-code builder for deploying custom AI agents, but lacks Dify's open-source flexibility. | [.md](https://openaitools.app/tool/mindstudio.md) |
| 3 | [Open WebUI](https://openaitools.app/tool/open-webui) | 804,534 | -2.8% | Freemium | A self-hosted chat interface for running local LLMs, though lighter on complex visual workflow orchestration. | [.md](https://openaitools.app/tool/open-webui.md) |
| 4 | [LlamaIndex](https://openaitools.app/tool/llamaindex) | 387,910 | +19.9% | Freemium, Contact for Pricing | Provides advanced programmatic frameworks for document parsing and RAG pipelines, but requires coding instead of visual canvases. | [.md](https://openaitools.app/tool/llamaindex.md) |
| 5 | [Activepieces](https://openaitools.app/tool/activepieces) | 258,553 | +1.5% | Freemium | An open-source automation platform combining visual flows with AI steps, though geared more towards general app integration. | [.md](https://openaitools.app/tool/activepieces.md) |
| 6 | [Relevance AI](https://openaitools.app/tool/relevance-ai) | 192,083 | -15.5% | Free Trial, Contact for Pricing | Built for scaling multi-agent workforces and B2B task automation, though less focused on open-source RAG pipelines. | [.md](https://openaitools.app/tool/relevance-ai.md) |
| 7 | [FlowHunt](https://openaitools.app/tool/flowhunt-io) | 186,190 | 0% | Free Trial, Paid | Focuses on visual drag-and-drop orchestration for building chatbots and autonomous agents without writing code. | [.md](https://openaitools.app/tool/flowhunt-io.md) |
| 8 | [Coze](https://openaitools.app/tool/coze) | 177,539 | -33.3% | Freemium | Provides an all-in-one visual workspace for building custom AI agents and publishing them to messaging platforms. | [.md](https://openaitools.app/tool/coze.md) |
| 9 | [Sim AI](https://openaitools.app/tool/sim-ai) | 140,953 | +20.6% | Freemium, Paid (per user/month), and Enterprise with custom pricing; self-hosting free under Apache 2.0 | An open-source AI workspace providing visual workflow builders for designing and governing agent systems. | [.md](https://openaitools.app/tool/sim-ai.md) |
| 10 | [Otterly.ai](https://openaitools.app/tool/otterly-ai) | 122,389 | +3% | Free Trial, Paid | Track and improve how AI search engines mention your brand | [.md](https://openaitools.app/tool/otterly-ai.md) |

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Source: https://openaitools.app/compare/dify-ai-vs-llumo

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