Kalpa Tan on AI Adoption, Why Most Businesses Get It Wrong and What SMEs Really Need to Know

Kalpa Tan did not come to AI through a business strategy or a tech interest. She came to it because she needed it. After a spinal injury in 2020 that left her spending five months in a Glasgow spinal unit during COVID lockdown with no visitors, she returned home to a house full of admin she had no capacity to face. Getting dressed took 20 minutes. A shower took 45. When ChatGPT arrived it did not transform her career. It helped her get through her inbox on the days she simply could not manage it alone. That experience became the foundation of the business she now runs.

In this episode of UK Business IQ, Geoff Nicholson speaks with Kalpa Tan, founder of Kalpa AI, about what AI actually means for small businesses without the noise, without the hype and without the pressure to get it right first time. Kalpa brings a grounded, practical view that comes from lived experience rather than theory, and she is direct about what businesses get wrong, what they need to do first and why the whole thing is less complicated than most people assume.

This episode reflects Kalpa Tan's professional experience and personal perspective on AI adoption in business. The insights shared are intended to help SMEs think more clearly about how they approach AI. Every business is different and the right approach will vary depending on your systems, team, goals and budget.

About Kalpa Tan

Kalpa Tan is the founder of Kalpa AI, a consultancy working with SMEs to help them adopt AI with clarity, confidence and practical direction. Her background spans biotechnology research and a decade in pharmaceutical sales. She brings that combination of analytical thinking and commercial awareness to help business owners understand where AI can genuinely support efficiency and growth without the overwhelm. She is based in Aberdeen and works with businesses across the UK.

In this episode

Kalpa shares the life experience that brought her to AI and why it matters to how she works with clients. She explains why so many AI implementations fail and what businesses get wrong before they even choose a platform. She talks through what a proper business audit looks like before any AI tool is introduced and why you cannot build on systems that are not working. She introduces her RTCC prompting framework — Role, Task, Context, Constraints — and explains why most people are skipping two of those four steps. She shares why letting AI ask you questions is more useful than just asking AI questions. She explains the markdown context file tip that most people have never heard of and why it changes the quality of everything you produce with AI. She reflects on fear as the biggest barrier to adoption and why the businesses that build these skills now will be the ones that benefit most.

Key takeaways

The clearest message from this episode is that AI is not a technical challenge. It is a communication challenge. Getting more from it is not about understanding the software. It is about learning how to work with it, give it context, push back on it and build that relationship over time. Kalpa's RTCC framework is a practical starting point that anyone can use from their first session.

Kalpa is also direct about what businesses need to do before AI enters the picture. If your processes are disconnected, your systems are fragmented and your team has no understanding of what you are trying to achieve, adding AI will not solve that. It will just make the confusion move faster.

The markdown context file tip she shares at around 29 minutes is one of the most practically useful things in this episode. Most people have never heard of it. If you take one thing away from listening, make it that.

Timestamps

• 00:00 Introduction
• 01:00 Who Kalpa is and what Kalpa AI does
• 02:00 Background in biotech and pharmaceutical sales
• 03:00 Living abroad in Jakarta and returning to Aberdeen
• 03:30 The spinal injury and five months in a Glasgow hospital during COVID
• 04:30 How ChatGPT gave back time she had completely lost
• 06:00 The decision to launch Kalpa AI
• 07:30 Why AI is about communication, not technology
• 09:00 Why businesses get overwhelmed and what fear costs them
• 11:00 The difference between AI platforms and which suits what
• 13:00 How Claude, agents and automation work together
• 14:00 Why prompting is the most important skill in AI
• 15:00 How Kalpa works with a new client before any AI is discussed
• 17:00 Why you cannot put AI on top of broken processes
• 19:00 AI working 24 hours a day in the background
• 21:00 The agentic era and what is coming next
• 22:30 Connecting personal fear to business fear around AI
• 24:00 Where to start if you have never used AI before
• 25:30 Why you should let AI ask you questions
• 27:00 The RTCC framework — Role, Task, Context, Constraints
• 29:00 Using projects and markdown files to give AI lasting context
• 31:00 What Kalpa wishes more SMEs understood about AI
• 32:00 AI as Einstein in your garage
• 33:00 Closing reflection

Guest links

Website: www.kalpaai.com

LinkedIn: https://www.linkedin.com/in/kalpatan

Book a free AI Audit:

https://calendly.com/kalpa-tan/ai-audit

Book an online AI skills workshop

https://calendly.com/kalpa-tan/online-ai-skills-workshop

email me : [email protected] with any questions.

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