External AI Department: The AI Team for SMEs (2026 Guide)

In short: An external AI department is an AI team that a service provider builds and runs for your company. It staffs specific positions in your org chart – such as reception, back office or accounting – fully or partially with AI, takes care of operation and maintenance, and enables your team to lead these AI positions. For companies with 5 or more employees this is usually faster and cheaper than building an in-house AI department.

Most SMEs know that AI can take over parts of their daily work. Yet according to Germany's Federal Statistical Office, only 23% of companies with 10–49 employees used AI technologies in 2025 – compared with 57% of companies with 250+ employees. The reason is rarely a lack of interest. What's missing is someone who owns AI in day-to-day operations: who builds the solution, who runs it, who notices when something goes wrong? That is exactly the gap an external AI department closes.

What is an external AI department?

An external AI department works like an outsourced business unit. Instead of recommending tools, it takes over positions – with a job description, clear handovers and responsibility. Three features set it apart from classic AI consulting:

• Staffing, not advising: the result is not a strategy deck but an AI position that works in daily operations – for example an AI receptionist answering calls around the clock.
• Operation included: monitoring, maintenance and continuous improvement are handled by the provider. AI accounts run in your name, hosting is passed through at cost.
• Team enablement: your employees learn to lead the AI position like a colleague – spot checks, approvals, exceptions. The know-how stays in-house.

External AI department vs. in-house AI team vs. AI consulting

Criterion	In-house AI team	Classic AI consulting	External AI department
Result	Own solutions once the team is in place	Strategy, workshops, tool recommendations	Staffed and operated AI positions
Time to first impact	Months (hiring, setup)	Depends on your own execution	Usually about 6 weeks
Running costs	Salaries, infrastructure, training	Day rates per project	Predictable monthly rate incl. operation
Responsible for operation	You	You	The provider, led by your team
Makes sense from	Large companies with many use cases	Clear internal delivery capacity	About 10 employees

Which positions does an external AI department take over?

• Fully AI: reception and phone (answer calls, capture requests, book appointments), back office (handle inquiries, enter orders, status updates), sales support (research and enrich leads), knowledge management (answers from manuals and contracts).
• Partially AI: sales (prepare quotes, follow up), accounting (capture receipts, prepare invoices), purchasing (price requests, supplier comparison), customer service, marketing, HR.
• Stays human: management, production, negotiations and every decision that requires trust or accountability.

A detailed overview per position: AI employees: which positions AI can take over in 2026 – or explore the interactive org chart of AI positions.

All AI positions are steered in one shared company cockpit with AI agents – your team sees everything in one place and approves.

How does the collaboration work?

1. Company Org Chart Analysis (2 weeks): every role in the org chart is rated fully AI-capable, partially or not at all – with hours and euros per position.
2. Staff the first position (about 4 weeks later): the AI is built for exactly this position, connected to your systems (email, ERP, CRM, telephony) and put into operation with clear escalation rules.
3. Operate and enable (ongoing): the provider runs and improves the position; your team leads it. More positions follow by priority.

Technology alone achieves little if processes stay the same – see the AI paradox.

What does an external AI department cost?

Costs depend on how many positions are staffed. mysoftwarelab offers three stages (12-month minimum term). The investment depends on how many roles AI takes over – you receive an individual offer after the Company Org Chart Analysis.

Stage	Scope
AI Starter	One position
AI Partner	One department (2–3 positions)
AI Transformation	The whole department

AI and API costs run through the client's own accounts; hosting is passed through at cost with no markup. Details: packages overview. For comparison: a full-time back-office position easily costs €50,000–70,000 per year including overheads – and first has to be filled. General cost overview: AI costs for SMEs.

Who benefits from an external AI department?

• Companies with 5 or more employees (core group 10–250) that can't or don't want to build their own AI team.
• Companies with vacancies that have been open for months – see filling vacancies with AI.
• Managing directors doing tasks on the side that an assistant or back office should handle.
• Companies that want to grow without growing the back office at the same rate.

Less suitable for companies under 5 employees and for those looking for "something with AI" without a concrete position in mind.

What to look for when choosing a provider

• Operation in the contract: who is responsible if the AI position fails or answers incorrectly?
• Data protection: GDPR-compliant operation, data processing agreement, EU servers – see sovereign AI for SMEs.
• EU AI Act: the provider should know and document risk classes, e.g. for recruiting applications, which count as high-risk – see EU AI Act 2026.
• Own practice: does the provider run the model itself? At mysoftwarelab, AI agents from its own cockpit handle around 80% of its recurring tasks.
• Handover: do documentation and developed solutions stay with you?

FAQ

Does an external AI department replace my employees?

It staffs positions, not people. In practice these are almost always vacant roles, tasks the owner does on the side, or back office that doesn't scale with growth.

How fast does the first AI position work?

The Company Org Chart Analysis takes about two weeks; the first position usually goes live about four weeks later.

Do I need AI specialists or servers of my own?

No. The provider handles operation, hosting and maintenance. Your team needs no programming skills – it learns to lead the AI position.

What does an external AI department cost?

The investment depends on how many roles AI takes over – you receive an individual offer after the Company Org Chart Analysis.

Conclusion: AI needs a department – but not necessarily your own

The bottleneck in SMEs is rarely the technology, but ownership of operation. An external AI department solves exactly that: it staffs the positions under the most pressure, runs them and enables your team to lead them.

Which position in your org chart should AI take over first? Request a callback within 24 hours – Andreas Indorf walks through your org chart with you in a free 60-minute meeting. Honest, even if the answer is "not yet".

Sources

• Destatis: companies using AI by size class (2025)