Arcee Orchestra vs Voiceflow

In short

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

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.

Voiceflow

Voiceflow helps teams build, test, deploy, and monitor AI agents for customer conversations across chat, voice, and other channels.

Plans

Not read from the maker’s page yet.

Prices checked 2026-09-25 on the maker’s page.

Capabilities

• Choice of models — “Use any AI vendor, including OpenAI and Anthropic, to power agent responses, logic, and actions.” source
• API — “Launch Agents with Voiceflow's web chat UI or any custom interface using the Dialog API.” source
• Builds agents and workflows — “Teams use Voiceflow as a central collaborative platform to build, launch, and scale AI Agents for any use case.” source
• Search over your data — “Build a knowledge base Import data and documents to the Knowledge Base to allow Agents to respond using curated data.” source
• Traces and evaluates — “LLM-powered evaluations give you custom insights at scale, helping teams make faster decisions about agent iterations.” source

Security

• SOC 2 Type II — “SOC 2 Type II” source
• SOC 2 — “SOC 2 Type II” source
• ISO 27001 — “ISO 27001” source
• GDPR — “GDPR View compliance” source
• HIPAA — “HIPAA View compliance” source
• Not trained on your data — “Voiceflow does not use customer data to train any machine learning or AI models.” source

Latest updates

• 2026-09-24 Live agent handoff

  Users on all plans can add the Handoff step to a chat agent and route conversations to a live agent.

• 2026-09-16 Voiceflow Core 4.2 (4.2)

  Voiceflow Core 4.2 has been released as the newest agent model; agents running 4.1 will move to 4.2 automatically.

• 2026-09-10 Instruction patching

  Agent instructions, global prompts, and playbook instructions can be read, searched, and patched line by line through the API.