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AI for SMEs: where to start and where it creates real value

AI is no longer just for large corporations. With the right first step, small and mid-sized businesses can see tangible productivity gains within weeks.

ujans team··2 min read

The question we hear most about AI is: "We know we should do something, but where do we start?" The answer lies in your business, not in the technology: repetitive, time-consuming, text- or data-heavy work is where AI creates value fastest.

Use cases that deliver value quickly

  • Writing and content: First drafts of proposals, emails, product descriptions and social media posts.
  • Document processing: Reading data automatically from invoices, delivery notes and order forms.
  • Customer questions: Answering frequently asked questions instantly on the website or messaging channels.
  • Meeting and report summaries: Summarising long meeting notes, reports and contracts.
  • Data analysis: Spotting trends in sales and stock data and forecasting demand.
  • Internal knowledge assistant: Answering employees' questions based on procedures, product and policy documents.

4 criteria for the first project

  1. A clear problem: Choose something measurable, such as "a proposal takes three hours on average".
  2. Accessible data: The documents and data needed must be digital and reachable.
  3. Low risk: Start with a process where a human still approves and mistakes can be tolerated.
  4. An owning team: The people who run the process must be involved.

Step-by-step roadmap

  1. Discovery workshop: List repetitive work and pain points with each department.
  2. Prioritisation: Pick two or three use cases by impact and feasibility.
  3. Pilot (4–8 weeks): Test with a small group and measure time and quality gains.
  4. Rules: Write an AI usage policy defining which data may be used with which tools.
  5. Roll-out: Extend the successful pilot to other teams and train them.

Mistakes to avoid

  • Uploading customer and company data to free tools without control,
  • Using AI output without checking it,
  • Starting "experiments" without measurable goals,
  • Leaving employees out of the process.

ujans starts your AI journey with measurable results through use-case discovery, pilots, secure infrastructure and team training.

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