Persistent knowledge base
Sempleo maintains a structured, searchable knowledge base that grows with your organization. Claude Cowork relies on per-session context from connected tools.
Claude Cowork is a powerful personal AI assistant. Sempleo is the governed AI platform your entire organization runs on. Here is how they compare.
The core difference
Claude Cowork gives individual employees a capable AI assistant that connects to their tools and automates personal workflows. It is excellent at what it does.
Sempleo solves a different problem. It captures your organizational knowledge — methodology, playbooks, client history, quality standards — and deploys governed AI agents that every team member can use, with consistent output quality and full audit trails.
The question is not which product is better. It is whether you need a smarter individual tool or a platform that makes AI work across your organization.
Knowledge architecture
Claude Cowork pulls data from connected tools into each conversation. Knowledge lives in the context window and resets between sessions. There is no persistent organizational memory.
Sempleo builds a permanent knowledge layer organized across five levels: Company, Team, Client, Project, and User. Every agent conversation draws from this structured knowledge base with authority-aware retrieval — so an approved policy document outranks a casual Slack message.
For teams where institutional knowledge matters — consulting methodologies, compliance playbooks, client relationships — the difference is foundational.
Sempleo maintains a structured, searchable knowledge base that grows with your organization. Claude Cowork relies on per-session context from connected tools.
Company, Team, Client, Project, and User context layers ensure agents always have the right scope. Cowork supports global and folder-level instructions — two levels.
Sempleo scores document authority so approved policies rank higher than draft notes. Cowork treats all connected data equally.
Sempleo understands connections between documents — a proposal links to the methodology it follows. Cowork retrieves documents independently.
Governance and compliance
Anthropic explicitly states that Claude Cowork should not be used for regulated workloads. Cowork activity is excluded from audit logs, the compliance API, and data exports. MCP tool interactions are invisible to enterprise audit systems.
Sempleo was designed for governance from day one. Every agent run passes through a policy engine that enforces token budgets, schedule restrictions, approval gates, and tool allow/deny lists. Every action is logged. SSO, RBAC, and data residency options come standard on Professional and Enterprise plans.
Sempleo enforces token budgets, schedule restrictions, approval workflows, and tool restrictions on every agent run. Cowork offers group spend limits.
Sempleo logs every agent action with 30 to 365 day retention by plan. Cowork explicitly excludes agentic activity from audit logs.
Sempleo provides five role levels from Platform Admin to Viewer with team-scoped permissions. Cowork offers binary connector permissions.
Sempleo can require human approval before agents execute sensitive actions. Cowork relies on per-step user confirmation during execution.
Data sovereignty
Claude Cowork routes all inference through Anthropic's US-based infrastructure. There is no EU data residency option and no self-hosted deployment path. This is a documented blocker for GDPR-compliant deployments in European enterprise environments.
Sempleo offers self-hosted Docker deployment, Bring Your Own LLM so data never leaves your infrastructure, and EU deployment options. For organizations with strict data residency requirements, this is not a feature — it is a prerequisite.
Sempleo can be deployed on your own infrastructure via Docker. Claude Cowork is cloud-only with no self-hosted option.
Sempleo Enterprise supports BYO LLM so no data leaves your environment. Cowork exclusively uses Anthropic's hosted models.
Sempleo supports EU deployment. Cowork routes all inference through US infrastructure with no region configuration.
Sempleo provides tenant isolation and encryption at rest and in transit. Cowork relies on Anthropic's shared infrastructure security.
Team collaboration
Claude Cowork is a personal productivity tool. Each user gets their own agent, their own context, their own workflows. There is no concept of shared team knowledge, scoped agent access, or organizational consistency.
Sempleo deploys agents at the team level. A consulting team shares methodology agents. A sales team shares qualification agents. Knowledge is scoped so teams see what they should see, and agents produce consistent, methodology-aligned output across every team member.
Sempleo agents are deployed per team with shared knowledge and consistent behavior. Cowork agents are personal to each user.
Sempleo offers a marketplace of pre-built agents that organizations can install and configure for their teams. Cowork uses a plugin system.
Sempleo scopes knowledge to teams, clients, and projects with RBAC. Cowork shares connectors at the organization level with binary permissions.
Sempleo agents follow defined methodology and quality standards. Cowork output depends on each individual user's prompting.
Integrations
Claude Cowork connects to 38+ tools out of the box — Slack, Google Workspace, Jira, Salesforce, Snowflake, and more. This is a genuine strength for individual productivity.
Sempleo currently supports fewer native connectors but uses them differently. Integrations do not just fetch data per-session — they continuously sync documents into the knowledge base, enrich agent context, and trigger automated workflows. Sempleo also supports MCP for extensibility, so your team can connect to any system.
Cowork: 38+ connectors included free. Sempleo: 10+ available today with 30+ planned, including Slack, Google Drive, HubSpot, Jira, Notion, and more.
Sempleo connectors continuously index documents into the knowledge base. Cowork connectors fetch data per-session without persistent indexing.
Both platforms support MCP. Sempleo offers up to unlimited MCP servers on Enterprise. Cowork uses MCP as its connector foundation.
Sempleo integrations can trigger automated agent workflows. Cowork supports scheduled tasks but not event-driven automation from connected tools.
When to choose which
Choose Claude Cowork when individual employees need a powerful, flexible AI assistant for personal productivity — research, drafting, scheduling, and ad-hoc automation. It is fast to adopt and broadly capable.
Choose Sempleo when your organization needs governed AI agents that share institutional knowledge, follow team methodology, produce consistent output, and meet compliance requirements. When the stakes are higher than personal productivity — client deliverables, regulated workflows, organizational consistency — Sempleo is built for that.
Knowledge
Your methodology, client history, and quality standards should inform every AI interaction — not reset with each conversation.
Governance
Regulated industries, client-facing deliverables, and enterprise compliance require more than spend limits and user approvals.
Sovereignty
European enterprises, government contractors, and data-sensitive organizations need control over where AI processes their data.
Consistency
When ten team members should produce the same quality of proposal, not ten different styles based on individual prompting skill.
Book a 30-minute demo and we will show you the knowledge engine, governance controls, and agent deployment in action — with your use case.