Sempleo vs ChatGPT Enterprise

ChatGPT Enterprise gives every employee access to a powerful general-purpose AI chat tool. Add Company Knowledge, and it can pull context from connected apps like Slack, SharePoint, and Google Drive. It is a strong horizontal tool.

Sempleo solves a different problem. It deploys purpose-built AI agents that operate within your organizational structure — scoped to teams, clients, and projects — with persistent knowledge, policy enforcement, and audit trails. The output is not a chat response. It is governed, methodology-aligned work product.

The question is whether you need a smarter chat tool or a platform that makes AI work reliably across your organization.

ChatGPT Enterprise introduced Company Knowledge in late 2025. It connects to apps like Slack, SharePoint, Google Drive, and GitHub, and uses GPT-5 to search across them. It respects existing permissions and includes citations. This is useful for finding answers.

Sempleo takes a fundamentally different approach. Knowledge is not fetched per-session from connected tools — it is ingested, structured, and maintained in a persistent knowledge base organized across five levels: Company, Team, Client, Project, and User. Documents have authority scores. Relationships between documents are tracked. Retrieval uses hybrid search with optional reranking.

For organizations where institutional knowledge drives output quality — consulting methodologies, compliance playbooks, client histories — the structural difference matters.

ChatGPT Enterprise provides solid workspace governance: four roles (Owner, Admin, Member, Analytics Viewer), SCIM provisioning, GPT sharing controls, domain restrictions for GPT actions, and usage analytics. These are admin-level controls for managing who can use what.

Sempleo operates at a deeper level. Every agent run passes through a policy engine that enforces token budgets, schedule restrictions, approval gates, and tool allow/deny lists. Agents can be blocked from running outside business hours, require human approval before executing sensitive actions, or be restricted to specific tools. Every action is logged with 30 to 365 days of retention.

If your governance requirement is "control who has access to AI" — ChatGPT Enterprise handles that well. If your requirement is "control what AI agents can do, when, and with what data" — that is what Sempleo is built for.

ChatGPT Enterprise supports GPT sharing with assignable permissions — view, edit, or chat-only access. Teams can create custom GPTs for their workflows. When a GPT owner leaves, ownership transfers to a workspace admin. This works for sharing prompts and tools.

Sempleo scopes agents to teams with shared knowledge boundaries. A consulting team shares methodology agents and client knowledge. A sales team shares qualification agents and pipeline data. Knowledge boundaries ensure teams see what they should see. Agent output is consistent because every team member draws from the same methodology and context — not their individual prompting skill.

ChatGPT Enterprise runs on OpenAI infrastructure. It does not train on your data by default, offers SSO and SCIM, and provides admin controls. But there is no self-hosted option and no ability to bring your own model.

Sempleo offers self-hosted Docker deployment, Bring Your Own LLM (use your own Anthropic or OpenAI API key so data never leaves your infrastructure), and EU data residency options. For organizations with strict data sovereignty requirements, these are prerequisites, not features.

ChatGPT Teams costs approximately $25-30 per seat per month but lacks governance, SSO, and advanced admin controls. ChatGPT Enterprise requires a sales conversation with no published pricing.

Sempleo publishes transparent per-seat pricing: $49/user/month on Starter (minimum 5 seats), $99/user/month on Professional (minimum 10 seats, includes SSO, governance, and API access), and custom pricing for Enterprise. Every plan includes a 14-day free trial. Save 17% with annual billing.

Choose ChatGPT Enterprise when your organization needs a powerful, general-purpose AI chat tool for individual productivity — research, drafting, analysis, and ad-hoc questions. It is the best general AI chat product available.

Choose Sempleo when your organization needs governed AI agents that share institutional knowledge, follow team methodology, produce consistent output, and meet compliance requirements. When AI output is a deliverable, not just a draft — Sempleo is built for that.