Introduction: Quick Start vs. Long-Term Control
The enterprise AI landscape is evolving rapidly. Platforms like Logicc promise a quick start: create an account, get going, use AI. That sounds appealing – but is a SaaS subscription with usage limits enough for professional enterprise deployment?
Last updated: March 2026 – All information in this comparison was verified and updated in March 2026.
Summary: CompanyGPT by innFactory AI Consulting builds enterprises their own AI infrastructure within their cloud subscription – no per-user licenses, no usage limits, and no markups on cloud pricing. Logicc is a SaaS platform with per-user pricing (€29.90–89.90/user/month), Fair Usage limits on all plans, and SSO only from €89.90/user. CompanyGPT additionally offers Office file editing (companyFILES), SharePoint integration with permissions (companyRAG), a GDPR-compliant translation service (companyTRANSLATE), n8n workflow automation, and individual AI compliance consulting with a specialized attorney.
In this comparison, we analyze Logicc and CompanyGPT by innFactory AI Consulting from the perspective of enterprises that don’t just want to experiment with AI, but deploy it strategically and sustainably.
For an overview of GDPR-compliant ChatGPT alternatives for enterprises, see our foundational article.
The Providers at a Glance
Logicc
Logicc is a SaaS AI platform by Logicc GmbH that bundles multiple AI models (ChatGPT, Claude, Gemini, Mistral) in a single interface. The platform claims 1,800+ enterprise customers, GDPR-compliant EU hosting, and a “Smart Select AI” feature that automatically chooses the best model for each query. Investors include Tarek Müller (ABOUT YOU).
CompanyGPT by innFactory AI Consulting
CompanyGPT is not a SaaS platform but a dedicated AI infrastructure that innFactory AI Consulting deploys within your cloud subscription. Built on proven open-source components such as LibreChat, CompanyGPT delivers true data sovereignty, no usage limits, and a comprehensive addon suite (companyRAG, companyFILES, companyTRANSLATE, companyDASHBOARD).
Comparison Table: CompanyGPT vs. Logicc
| Criterion | CompanyGPT | Logicc |
|---|---|---|
| Architecture | Dedicated infrastructure in customer cloud | SaaS platform |
| Hosting | Azure, AWS, GCP, STACKIT | EU cloud (provider infrastructure) |
| Data sovereignty | 100% – your own subscription | Data held by Logicc GmbH |
| Open source foundation | Yes (LibreChat) | No (proprietary) |
| Licensing model | No per-user license | €29.90–89.90/user/month |
| Usage limits | None – only actual token costs | Fair Usage Policy (limits per plan) |
| AI models | GPT, Claude, Gemini, DeepSeek, Mistral, Llama, and more | ChatGPT, Claude, Gemini, Mistral |
| Model selection | Manual or automatic | Smart Select AI |
| RAG / Knowledge base | companyRAG with SharePoint permissions | Projects & documents |
| SharePoint integration | Native with permission mirroring | Not available |
| Edit Office files | companyFILES: Read + Write (Excel, Word, PPT) | Read/upload only |
| Translation service | companyTRANSLATE (like DeepL, GDPR-compliant) | Not available |
| Usage analytics | companyDASHBOARD with training recommendations | Not documented (no admin dashboard) |
| AI agents | Yes, private or shared with teams/groups | Create and share assistants |
| Workflow automation | n8n hosting as addon, MCP integration | Not available |
| MCP extensions | Yes, incl. Kubernetes for custom services | Not available |
| Integrations | SharePoint, MCP, n8n, Kubernetes | 280+ connectors (Coming soon) |
| Image generation | gpt-image-1.5, Nano Banana | Yes |
| AI compliance | Individual AI guidelines incl. (specialized attorney) | Not included |
| Training | Always included | Not included (Enterprise: workshops) |
| §203 StGB | Ensured by architecture (own infrastructure) | From Secure+ plan (€49.90/user) |
| SSO / SCIM | Included | Only from Max plan (€89.90/user) |
| Scaling | 10 to 12,000+ users | Up to 10,000+ (Enterprise) |
The Decisive Differences in Detail
1. Usage Limits: The Hidden Cost Trap
A central issue with Logicc that is easily overlooked on the pricing page: All plans are subject to a Fair Usage Policy with usage limits. The Business plan has a “Standard” limit, Secure+ offers “+70%”, and the Max plan “+200%”. What “Standard” actually means is not publicly disclosed.
The problem: When employees use AI productively – exactly what you want as an enterprise – they can hit these limits. In the worst case, you have to upgrade to a more expensive plan or restrict usage.
CompanyGPT has no usage limits. You pay the actual token costs at the cloud provider’s list price. When your employees use AI intensively, you pay for the tokens – not for a pricier plan. That’s more transparent and often cheaper under heavy usage.
2. Cost Explosion with Growing User Count
Logicc charges per user per month. Let’s compare a realistic scenario for 200 users:
| Logicc Business | Logicc Secure+ | CompanyGPT | |
|---|---|---|---|
| Monthly | 200 x €29.90 = €5,980 | 200 x €49.90 = €9,980 | Fixed maintenance fee |
| Annually | €71,760 | €119,760 | Fixed fee + cloud costs |
| Usage limits | Standard (undefined) | +70% | None |
| SSO | Not included | Not included | Included |
For SSO, you’d need to upgrade to Logicc’s Max plan (€89.90/user/month = €215,760/year for 200 users). With CompanyGPT, SSO is included in the fixed price as standard.
3. “Coming Soon” vs. Available Today
Logicc advertises over 280 integrations – but with the caveat “Coming soon”. On the pricing page, “Connect software” and “Connect databases” are listed as integration options, but details on actual availability are missing.
CompanyGPT offers integrations that work today:
- SharePoint with native permission mirroring
- MCP tools for any external service
- n8n for workflow automation
- Kubernetes for custom MCP services
- Any API via MCP extensions
4. Data Sovereignty: Shared Infrastructure vs. Your Own Cloud
With Logicc, your data flows through the infrastructure of Logicc GmbH. That is generally GDPR-compliant, but you have no technical control over the environment. Self-hosted deployment is only available on the Enterprise plan.
CompanyGPT runs in your own cloud subscription from day one. That means:
- Full control over encryption and access rights
- No data on third-party infrastructure
- Compliance through technical measures, not just contractual clauses
- Choice of Azure, AWS, GCP, or STACKIT
5. Office Files and Knowledge Base
Logicc allows uploading and analyzing documents – a standard feature of any AI platform. What Logicc does not offer: actively creating and editing Office files.
CompanyGPT clearly stands out here:
- companyFILES: Read and write Excel, Word, and PowerPoint
- companyRAG: Vectorize any data, including native SharePoint integration with permission mirroring
This makes CompanyGPT a true productivity tool for everyday office work – not just a chat interface.
6. Admin Control and Analytics
For IT departments, the manageability of an AI platform is critical. CompanyGPT offers a comprehensive analytics platform with companyDASHBOARD:
- Which users are using which models and agents?
- Who should receive additional training?
- How is AI adoption evolving across the organization?
- Concrete recommendations for action for admins
Logicc offers no comparable admin analytics on standard plans. Management features (permissions, user groups) are also only available on higher-tier plans.
More Advantages of CompanyGPT
companyTRANSLATE: More Than Just a Chat
Your employees don’t just get an AI chat tool – they also get a full translation service, GDPR-compliant via Azure Cognitive Services. This solves a real everyday problem and boosts platform adoption across the entire organization.
AI Compliance Included
CompanyGPT customers receive an individual AI guideline, developed with Andreas Nörr, a specialized attorney for IT law. In the context of the EU AI Act, this is an enormous added value that Logicc does not provide.
Custom AI Agents and MCP Tools
Within the platform, you can define custom agents and share them privately, company-wide, or with specific user groups. Combined with MCP tools and n8n, this creates a powerful toolkit for individual AI use cases.
Training Always Included
While Logicc only offers training as workshops on the Enterprise plan, CompanyGPT always includes training – regardless of company size.
Conclusion: CompanyGPT for Enterprises That Are Serious About AI
CompanyGPT is the clear choice for enterprises that want to deploy AI strategically and sustainably:
- No usage limits – pay for what you actually use
- No per-user licenses – especially beneficial for larger teams
- True data sovereignty in your own cloud subscription
- Actively create and edit Office files (companyFILES)
- SharePoint integration with permissions available today (not “coming soon”)
- Workflow automation with n8n and MCP integration
- AI compliance including legal counsel as standard
- SSO at no extra cost as a given
innFactory AI Consulting has built and continuously maintains CompanyGPT environments for 10 to over 12,000 users – so your IT department barely has to lift a finger.
Further Reading
- ChatGPT in Business: Why Your Path Should Lead to CompanyGPT, Not OpenAI – Background on the CompanyGPT strategy
- LibreChat vs. Open WebUI vs. Copilot: Which AI Platform Is Right? – Open-source AI platforms compared
- GDPR-Compliant Private GPTs for Enterprises – Implementing data privacy for AI the right way
- Model Context Protocol (MCP): The USB-C Interface for LLMs – How CompanyGPT’s MCP extensibility works
- AI Adoption Ladder Overview – Assess your company’s AI maturity level
