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Head-to-head

AgentWorks vs ChatGPT Enterprise

EU AI Act compliance, multi-LLM choice, and transparent € pricing — compared on the points that actually move a buying decision.

Last verified: 2026-05-26

TL;DR

ChatGPT Enterprise is OpenAI's workplace tier — generous context, admin controls, and SOC 2 — but locks you into the OpenAI model family with seat-based pricing. AgentWorks lets European teams switch GPT, Claude, Gemini, and Mistral per turn, with EU AI Act risk classification, GDPR-by-design data handling, and per-token € pricing on the same wallet.

Feature-by-feature comparison

FeatureAgentWorksChatGPT EnterpriseEdge
Models availableOpenAI + Anthropic + Google + Mistral + on-premOpenAI family only (GPT-4o, GPT-4o-mini, o-series)
Switch model mid-threadYes, per turn, same walletNo — single OpenAI model per session
Pricing modelPer-token €, transparent live walletPer-seat USD subscription (negotiated, opaque)
Pre-built agent templates200+ across marketing, sales, HR, finance, support, opsGPTs marketplace (user-generated, no governance)
Multi-agent pipelinesNative (research → draft → review → publish)Not natively — Custom GPTs are single-agent
EU AI Act risk classificationPer-agent classification + audit loggingNo EU AI Act tooling shipped
GDPR data residencyEU regions; self-host on Azure/AWS/GCP/IBMEU residency available; processing happens on OpenAI infrastructure
PII redaction before modelNative gateway-layer redactionNo — relies on enterprise DLP integrations
Tool / function callingNative + MCP-compatibleFunction calling supported; no MCP
Workspace admin controlsRBAC, SSO, budgets, audit log, team-scoped agentsSSO, SCIM, admin console, audit log
Knowledge base / RAGNative KB with chunking + access controlFile uploads per chat; persistent KB needs Custom GPTs
Context windowUp to model max (1M with Gemini, 200K with Claude, 128K with GPT-4o)Up to GPT-4o max (128K)
Compliance certsIn progress (ISO 27001, SOC 2 on roadmap)SOC 2 Type II, ISO 27001
Currently availablePrivate testing through 2026GA since 2023

When ChatGPT Enterprise is the right choice

Pick ChatGPT Enterprise if the use case is heavy individual productivity (write, summarise, code) and you can live with single-vendor lock-in.

  • You want a generally-available product today with established SOC 2 / ISO 27001 paperwork.
  • OpenAI models are clearly the best fit for your workload (code generation, image generation via DALL-E, voice via Whisper).
  • You do not need per-agent EU AI Act risk classification or audit logging — your AI use is low/limited risk.
  • Per-seat pricing maps cleanly to your team headcount and spend predictability matters more than per-task transparency.

When AgentWorks is the right choice

Pick AgentWorks if you are a European team that needs vendor neutrality, EU AI Act compliance, and predictable per-task costs.

  • You want to use Claude for compliance-sensitive reasoning, GPT-4o for general work, Mistral for European data residency — all in one thread.
  • You need per-agent EU AI Act risk classification and an exportable audit log for the upcoming inspections.
  • You want per-token € pricing so finance can predict cost per agent, per team, per task.
  • You need multi-agent pipelines (research → draft → review → publish) without writing the orchestration yourself.
  • You want PII to be redacted before any third-party LLM sees it, with the redaction logged for audit.

Migrating from ChatGPT Enterprise to AgentWorks

A practical six-step path. Run both systems in parallel for one week before cutting over.

  1. 1Audit your current ChatGPT Enterprise usage: which teams use it, for which workflows, with what data sensitivity.
  2. 2Export Custom GPTs definitions (prompt + tool config) — these map cleanly to AgentWorks agent templates.
  3. 3Pick 1-2 high-volume workflows for a parallel pilot: same input, run both, compare output quality and cost.
  4. 4Configure EU residency + PII redaction policy in AgentWorks before connecting any production data source.
  5. 5Migrate team-by-team rather than big-bang; ChatGPT Enterprise seat reductions can lag a billing cycle, so plan the financial overlap.
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Sources for ChatGPT Enterprise facts: https://openai.com/index/introducing-chatgpt-enterprise/, https://openai.com/policies/enterprise-privacy/, https://platform.openai.com/docs/models. Reviewed 2026-05-26. We update this page when OpenAI, Inc. ships material changes.

FAQ

AgentWorks vs ChatGPT Enterprise — common questions

Why would I want to switch between models mid-thread?
Different models excel at different sub-tasks: Claude is strong at compliance reasoning and long-document synthesis, GPT-4o is fastest for tool calling, Gemini wins on multi-modal and long context, Mistral keeps EU-only data flow. With ChatGPT Enterprise you commit to one provider per session; with AgentWorks you switch per turn so each step uses the right model.
Is ChatGPT Enterprise EU AI Act compliant?
OpenAI publishes GPAI provider documentation and offers EU data residency, but ChatGPT Enterprise does not ship EU AI Act tooling for deployers (per-agent risk classification, Article 12 audit logs, Article 14 oversight workflows). Deployers have to build those layers themselves.
How does pricing compare in practice?
ChatGPT Enterprise is per-seat USD, negotiated minimum seats, opaque per-message cost. AgentWorks is per-token € on the same live wallet across models; a team running 10K tasks/month typically pays 30-60% less and gets per-task cost attribution.
Can ChatGPT Enterprise Custom GPTs replace AgentWorks agents?
Custom GPTs are single-agent personal automations with no multi-agent orchestration, no per-agent EU AI Act classification, and no governance review workflow. They work well as user-facing helpers; AgentWorks targets governed, audited, multi-step team workflows.
Does AgentWorks use OpenAI models?
Yes — GPT-4o and GPT-4o-mini are first-class options alongside Anthropic, Google, and Mistral. The difference is you pick the model per agent and per turn, with PII redaction at the gateway, so OpenAI receives only the redacted payload.
When will AgentWorks have SOC 2 / ISO 27001?
Both are on the 2026 roadmap. During private testing we run on EU infrastructure with documented controls; the certifications close the procurement-checklist gap that some enterprise buyers still flag.
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