
Aggregates diverse frontier models into a unified consumer app, though it lacks direct bring-your-own-key desktop customization.

Chatbox records 567,170 monthly visits with -16.1% month-over-month growth and Freemium pricing. n8n records 4,522,449 monthly visits with -7.4% growth and Freemium pricing.
One privacy-first AI client for GPT, Claude, Gemini and more
| Dimension / Metric | ||
|---|---|---|
| Official Domain | chatboxai.app | n8n.io |
| Pricing Model | Freemium | Freemium |
| Monthly Visits | 567.17K (567,170) | 4.52M (4,522,449) |
| MoM Traffic Delta | -108.56K (-16.1%) |
| -361.7K (-7.4%) |
| Primary Market & Share | 🇨🇳 China (44.7%) | 🇮🇳 India (13.2%) |
|---|
| Direct Visits / mo | 329.04K | 1.57M |
|---|
| User Rating | 4.6 | 4.7 |
|---|
| Supported Platforms | Website | Website |
|---|
One privacy-first AI client for GPT, Claude, Gemini and more
Switch between GPT, Claude, Gemini, Grok, DeepSeek and many other providers in one client by plugging in your own API credentials.
Upload PDFs, Office documents, images and code, then ask the app to summarise, explain or extract what you need.
Store documents locally so Chatbox can recall and answer from your own materials while your data stays on your machine.
Pull current results from the web and display answers with Markdown, Mermaid diagrams, LaTeX formulas and code previews.
Open-source workflow automation built for AI agents and technical teams
Build automations with a visual node editor, then insert JavaScript or Python code nodes when you need custom logic.
Connect to 500+ native services, any REST API via HTTP nodes, and any agent or coding assistant through MCP.
Run agents alongside regular steps, inspect every decision, and add structured inputs, guardrails and human approval steps.
Watch workflows execute live, open past runs, replay a run with mocked data and re-run just the step that failed.

Aggregates diverse frontier models into a unified consumer app, though it lacks direct bring-your-own-key desktop customization.


Unmatched ecosystem of app connectors and reliability, but significantly more expensive and lacks n8n's self-hosting freedom.
#2
SpecialistAll-in-one AI assistant across web, browser, desktop and mobile
SpecialistAI sidebar and browser agent for reading, writing and research
No-code builder for custom AI agents and workflows

Free / Open-sourceOutstanding open-source visual canvas for RAG pipelines and LLM agents, but less suited for general API integrations.


SpecialistMultiplayer AI where people and agents work side by side
Turn one prompt into live business apps, AI agents and automated workflows

Offers a more feature-rich browser interface with advanced prompts and team sharing, but requires its own paid license.
Powerful visual builder specifically tailored for complex AI agent workflows, but less mature for traditional enterprise automation.

Free / Open-sourceBrings a robust open-source multi-user platform supporting diverse AI providers, custom agents, and secure local authentication.

Specializes in side-by-side model comparison using a single prompt, whereas Chatbox focuses on single-thread chat management.
Aggregates diverse frontier models into a unified consumer app, though it lacks direct bring-your-own-key desktop customization.
Unmatched ecosystem of app connectors and reliability, but significantly more expensive and lacks n8n's self-hosting freedom.
SpecialistAll-in-one AI assistant across web, browser, desktop and mobile
SpecialistAI sidebar and browser agent for reading, writing and research
No-code builder for custom AI agents and workflows
Free / Open-sourceOutstanding open-source visual canvas for RAG pipelines and LLM agents, but less suited for general API integrations.
SpecialistMultiplayer AI where people and agents work side by side
Offers a more feature-rich browser interface with advanced prompts and team sharing, but requires its own paid license.
Powerful visual builder specifically tailored for complex AI agent workflows, but less mature for traditional enterprise automation.
Free / Open-sourceBrings a robust open-source multi-user platform supporting diverse AI providers, custom agents, and secure local authentication.
Specializes in side-by-side model comparison using a single prompt, whereas Chatbox focuses on single-thread chat management.