Octop vs ZooWork: Features, Pricing & Which Is Better (2026)

A side-by-side comparison of Octop and ZooWork — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.

Octop

Tencent Cloud

Free

Open-source, self-hosted multi-user, multi-agent AI assistant from Tencent Cloud with web, CLI and IM channels, MCP connectors and memory.

Multi-User Expert Teams: One admin account for a household or team, with per-user experts, workspaces, providers and cron jobs.
AgentTeams (Beta): A coordinator agent schedules multiple experts to complete multi-step tasks.
Multi-Channel Access: Chat via web dashboard, CLI, HTTP/SSE/WebSocket or IM apps like Feishu, DingTalk, WeChat, WeCom, QQ, Telegram and Discord.
Connectors & MCP Gateway: OAuth and MCP connectors, including the Tencent suite (Docs, Meeting, News), extend what agents can access.
ACP Coding Integration: Bidirectional ACP lets IDE/terminal AI use Octop and delegate coding to OpenCode or Claude Code with permission gates.
Portable Memory & RAG: Octop Memory keeps hierarchical recall with the workspace, and a knowledge base grounds answers in private documents.
Browser, Terminal & Remote Desktop: Headless Chromium automation, AI-assisted shell and live remote desktop on Linux, Windows and macOS.
Built-in Security: JWT user isolation, tool approval, shell command guardrails and PII redaction with data kept local.

Personal Assistant: A dedicated agent that writes weekly reports, organizes notes and manages schedules with persistent memory.
Family Sharing: One self-hosted instance serving a household, with different agents and experts per member.
Team Helper in Chat Apps: Routing tasks from Feishu, DingTalk, WeCom or WeChat group chats into parallel agents.
Developer Delegation: Handing coding tasks to OpenCode or Claude Code via ACP and troubleshooting with terminal AI.
Web Automation: Using Browser AI+ and remote desktop to fill forms, take screenshots and operate GUI apps.
Scheduled Jobs: Configuring cron in natural language so agents run or push tasks daily.

Serendipity One

Freemium

Agent delivery platform for domain experts to build, deploy and manage business AI agents with skills, tools and a managed runtime API.

Agent Builder: Turns a chat conversation into a working agent that can be published in one click
Agent Skills: Packages knowledge, SOPs, delivery standards and tool permissions into a reusable role definition
Approval gates: Agents plan before acting and request human approval before moving money or data
Multi-model support: Works with OpenAI, Claude, Gemini, DeepSeek, Kimi and GLM models
System integrations: Connects to Google Workspace, Microsoft 365, Slack, Lark, Jira and GitHub, plus any MCP-compatible tool
Triggers and scheduling: Agents re-check on a schedule and run through IM channel integrations
Managed Agent API: Runs agents on a production-grade runtime through a single API
ZooData: Converts any product URL into agent-ready JSON with fewer LLM tokens

A retail ops team deploys a store-analyst agent that forecasts weekend stockouts and drafts replenishment actions for approval
A consultancy turns its proposal playbook into a brand-planner agent that drafts decks from a brief
A finance team builds a contract-review agent that follows its own standards and escalates exceptions
A SaaS company embeds agents in its product through the Managed Agent API
An e-commerce analyst tracks competitor product pages as structured JSON using ZooData