Competitive analysis

ChatGPT, Claude, Copilot, or local AI: when does each one win?

Cloud AI tools are still excellent for many tasks. OwnLLM complements them — it wins when you have more than 25 paid AI seats, a combined spend above €1,000/mo, or internal workflows where data shouldn't leave your infrastructure.

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Public cloud

25-60 EUR

Per user, per month, depending on team and enterprise offers.

OwnLLM sweet spot

>25 seats

Teams with 25+ paid AI seats where flat-rate local pricing pays back in months.

When OwnLLM wins

4 criteria

>25 paid AI seats, >€1,000/mo combined spend, internal/sensitive workflows, team that can change a base_url.

The real difference is not the model, it is operability

Against ChatGPT Enterprise

OwnLLM does not try to beat OpenAI on every use case. It wins when cost, privacy, and sovereignty become priorities — not for every prompt.

Against Claude Team

Claude remains useful for premium tasks. OwnLLM absorbs repetitive and sensitive internal workloads through a local OpenAI-compatible API.

Against Copilot

Copilot is strong inside Microsoft 365. OwnLLM provides an independent AI layer for Cursor, Claude Code, and custom scripts.

Fast commercial comparison

ChatGPT Enterprise

Model quality and mature user experience.

Per-seat pricing and data outside the customer boundary.

Flat pricing and local inference for internal workloads.

Claude Team

Excellent for code, analysis, and writing.

Usage and seat budgets are hard to pool across a team.

Routes internal repetitive workloads to a private API.

Microsoft Copilot

Native Microsoft 365 integration.

Ecosystem lock-in and limited developer portability.

OpenAI-compatible for Cursor, Claude Code, and scripts.

Glean / Writer

Enterprise-grade workflows.

Enterprise sales cycles and pricing.

Self-serve for SMBs: one machine, one software subscription.

Book a 20-minute audit — we will tell you honestly which workloads to migrate.

We will review your current AI stack and tell you honestly which workloads to move local and which to keep in the cloud. No pitch, no pressure.

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