Arcee Orchestra vs LangFlow

In short

• Both: Choice of models, Self-hosted, API, Builds agents and workflows, Search over your data, Traces and evaluates
• Only LangFlow states: Command line

Arcee Orchestra

Arcee Orchestra builds AI workflows with models, integrations, code execution, knowledge retrieval, and a chat interface.

Plans

deepseek/deepseek-v4-flash-latest

• $0.14 per 1M Tokens (Input)
• $0.28 per 1M Tokens (Output)
• $0.028 per 1M Tokens (Cached Input)

zai-org/glm-5.3-flash

• $0.15 per 1M Tokens (Input)
• $0.50 per 1M Tokens (Output)
• $0.03 per 1M Tokens (Cached Input)

trinity-large-thinking

• $0.25 per 1M Tokens (Input)
• $0.80 per 1M Tokens (Output)
• $0.06 per 1M Tokens (Cached Input)

thinkingmachines/inkling-small

• $0.50 per 1M Tokens (Input)
• $1.20 per 1M Tokens (Output)
• $0.10 per 1M Tokens (Cached Input)

deepseek/deepseek-v4-pro-0813

• $1.32 per 1M Tokens (Input)
• $3.96 per 1M Tokens (Output)
• $0.044 per 1M Tokens (Cached Input)

deepseek/deepseek-v4-pro

• $1.74 per 1M Tokens (Input)
• $3.48 per 1M Tokens (Output)
• $0.20 per 1M Tokens (Cached Input)

zai-org/glm-5.2

• $1.40 per 1M Tokens (Input)
• $4.40 per 1M Tokens (Output)
• $0.26 per 1M Tokens (Cached Input)

zai-org/glm-5.3

• $1.40 per 1M Tokens (Input)
• $4.40 per 1M Tokens (Output)
• $0.26 per 1M Tokens (Cached Input)

moonshotai/kimi-k3

• $3.00 per 1M Tokens (Input)
• $15.00 per 1M Tokens (Output)
• $0.30 per 1M Tokens (Cached Input)

deepseek/deepseek-v4.1-flash

• $0.22 per 1M Tokens (Input)
• $0.66 per 1M Tokens (Output)
• $0.007 per 1M Tokens (Cached Input)

Prices checked 2026-09-26 on the maker’s page.

Capabilities

• Choice of models — “Model Node is used to send requests to an SLM or LLM.” source
• Self-hosted — “The Solution Arcee Orchestra provides all these components in one, easy to use, low-code/no-code UI that can be consumed through SaaS or deployed fully in your environment.” source
• API — “https://api.arcee.ai/api/v1/chat/completions” source
• Builds agents and workflows — “Arcee Orchestra is an end-to-end agentic platform for building AI workflows.” source
• Search over your data — “Knowledge Retrieval provides the capability to store and use your data within workflows.” source
• Traces and evaluates — “Arcee Orchestra provides all these components in one, easy to use, low-code/no-code UI” source

Latest updates

• 2026-08-13 Introducing NAC, an Open-Source Harness for Long-Running Agent Work

  An open-source harness for long-running agent work.

• 2026-08-13 Introducing the Arcee Open Models API Beta

  Introduces the Arcee Open Models API Beta.

• 2026-05-29 Trinity is moving to OpenMDW-1.1 (OpenMDW-1.1)

  Trinity is moving to OpenMDW-1.1.

LangFlow

Langflow is an open-source visual builder for creating, testing, and deploying AI agents, workflows, and MCP servers.

Plans

Not read from the maker’s page yet.

Prices checked 2026-09-24 on the maker’s page.

Capabilities

• Command line — “Both packages use the langflow command.” source
• Choice of models — “Swap and compare” source
• Self-hosted — “For more extensive development, you can build Langflow as a dependency or deploy a Langflow server to serve flows over the public internet.” source
• API — “Use the Langflow API to run flows from your application code.” source
• Builds agents and workflows — “Build and configure AI agents with Langflow.” source
• Search over your data — “Langflow | Low-code AI builder for agentic and RAG applications” source
• Traces and evaluates — “Langflow 1.12 released: OpenTelemetry for service health and flow runs” source