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Build, deploy, and govern production-ready agentic AI workflows
Turn one written brief into a finished vertical video ad
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.
Turn one written brief into a finished vertical video ad
Write a paragraph about your product and settings (format, look, length, voice) and receive a finished 45-second vertical video ad.
Review the character, script, sound and stills one at a time before each next step costs anything, sending any stage back with a note.
Route each job across leading video, image, music and voice models from one shared credit balance.
Every ad is priced in credits from its settings before submission; the quote is held, spent render by render, and the remainder is returned.
Free / Open-sourceAn open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining.
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.
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.
Free / Open-sourceA self-hosted chat interface for running local LLMs, though lighter on complex visual workflow orchestration.
Free / Open-sourceAI ad generator for video and image creatives at scale
Free / Open-sourceAI ad generator for video and image creatives at scale
SpecialistProvides advanced programmatic frameworks for document parsing and RAG pipelines, but requires coding instead of visual canvases.
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.
Free / Open-sourceAn open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.
Free / Open-sourceTurn a prompt or product link into ads, UGC videos, and scheduled social posts
Free / Open-sourceTurn a prompt or product link into ads, UGC videos, and scheduled social posts
Built for scaling multi-agent workforces and B2B task automation, though less focused on open-source RAG pipelines.
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.
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.
AI UGC video ads, actors and product videos in one studio
AI UGC video ads, actors and product videos in one studio
Free / Open-sourceAn open-source AI workspace providing visual workflow builders for designing and governing agent systems.
