# Dify vs Feedby

Dify records 819,691 monthly visits with -15% month-over-month growth and Freemium pricing. Feedby records 0 monthly visits with 0% growth and Paid pricing.

| Metric | [Dify](https://openaitools.app/tool/dify-ai) | [Feedby](https://openaitools.app/tool/feedby) |
| :--- | :--- | :--- |
| Website URL | https://dify.ai | https://feedby.danigleba.com |
| Categories | AI App Builder, AI Agent, AI Workflow, AI API | AI Youtube Summary, AI Social Media, AI Productivity Tools, AI Data Mining |
| Pricing Model | Freemium | Paid |
| Monthly Visits | 819,691 | 0 |
| MoM Growth Rate | -15% | 0% |
| Primary Market | China | Global |
| Direct Visits | 470,604 | 0 |
| Review Score | 4.8 | 4.1 |
| 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)

## Feedby

A popular YouTube video can collect thousands of comments, and only a tiny fraction of them carry real product signal. Sifting through the rest by hand is slow, repetitive and easy to abandon. Feedby automates that screening step: it connects to the comment sections of your channel and uses language models to sort each comment into buckets such as usable feedback, feature requests, bug reports and questions, then sends the results to an inbox you already check.

The pitch is deliberately narrow. Instead of behaving like a full social media suite, Feedby does one job and prices it by volume: a flat rate per thousand analysed comments. That makes the cost predictable for creators and small product teams whose comment volume fluctuates with each upload.

The product targets the creator/developer overlap — people who release software, tutorials or tools on YouTube and want to treat their audience as a research panel. For that audience, the comment section is often the largest untapped source of product feedback they already have.

**Pricing & Plans:** Volume-based paid pricing: $1 per 1,000 analysed comments, with custom arrangements for higher volumes. A free trial is offered via the site's get-started flow; exact trial limits should be confirmed on the official pricing page.

- **AI comment triage:** Machine learning sorts every comment into categories so low-signal replies never reach your inbox.
- **Feedback-first inbox delivery:** Feature requests, bug reports and questions are collected and delivered as one consolidated stream.
- **Automatic noise removal:** Jokes, spam and emoji-only replies are filtered out, leaving only messages with product value.
- **Usage-based billing:** You pay per thousand comments analysed, so the bill scales with your upload activity rather than a fixed seat.
- **Simple setup:** Connect a YouTube channel and the pipeline runs in the background — no dashboards to babysit.

**Strengths:** Does one narrow job well instead of piling on unrelated features; Per-thousand-comment pricing stays predictable as your channel grows; Delivers insight to email, so there is no new tool to log into; Useful for solo creators who cannot afford to read every comment

**Limitations:** Focused only on YouTube — other platforms are not covered; Value depends entirely on your comment volume being high enough; Fewer public reviews and integrations than larger social suites

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

## Frequently Asked Questions

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

Dify has 819,691 monthly visits, while Feedby has 0. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Dify has a month-over-month growth rate of -15%; Feedby has 0%.

### 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. Feedby: Paid. Volume-based paid pricing: $1 per 1,000 analysed comments, with custom arrangements for higher volumes. A free trial is offered via the site's get-started flow; exact trial limits should be confirmed on the official pricing page.

## 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 | [TubeOnAI](https://openaitools.app/tool/tubeonai) | 118,333 | +10.7% | Freemium, Free Trial | Summarize and repurpose videos, podcasts, articles and documents with AI | [.md](https://openaitools.app/tool/tubeonai.md) |

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

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