AI integrations and chatbots for South African businesses
AI is useful when it solves a specific problem, like answering the same questions all day or turning a long document into quick answers. I add AI to websites, apps and WhatsApp for businesses and organisations in South Africa. I'll also tell you honestly when a simpler tool would do the job better.
Start a conversationWhat AI can actually do for a small team
Most businesses don't need a custom AI model. They need AI pointed at one clear job. That might be a chatbot that answers questions from your own documents, a form that turns a few details into a polished first draft, or an assistant on WhatsApp that helps people outside office hours.
Cebo Bot is an example of the last one: a WhatsApp business assistant that uses AI to help business owners with the questions they have. I can also add chatbots, smart automation and language features to an app or website you already have.
Answers from your own documents
The approach I use most is called retrieval-augmented generation, or RAG. In plain terms: instead of training an AI on your material, which is expensive and usually overkill, your documents become a library. When someone asks a question, the system finds the relevant sections and uses AI to answer in normal, conversational language.
Before the 2024 elections I built a WhatsApp chatbot that did this with a political manifesto, using Rise Mzansi's as the test case. Voters could type a question like they'd ask a friend and get a summary pulled from the actual document, built on WhatsApp and Botpress. It was a personal project, not a client job, built because I believed it should exist.
Doing the prompting for you
Getting good results from tools like ChatGPT depends on how you ask, and most people don't have time to learn that. Prompt Pulse was my answer: pick a task such as writing an email or a caption, fill in a short form, and the platform builds a detailed prompt behind the scenes. I built it with Next.js, the OpenAI API and Firebase.
It became an internal tool for a digital agency and is now on the shelf. The core idea worked, but some streaming responses cut off mid-sentence. The lesson I kept: real users find problems faster than internal testing, so ship sooner and fix what breaks.
The running cost nobody mentions
AI services charge for every request, based on how much text goes in and comes out. The best prompts are often the longest, which makes each request more expensive. If people love your tool and use it all day, those costs add up quickly.
On Prompt Pulse we spent real time balancing prompts that gave good results against keeping each request affordable. I plan for this from the start so the bill doesn't surprise you.
Accuracy and trust come first
An AI that sounds confident and gets things wrong can do real damage, especially with sensitive information. The manifesto bot was built to say so when the document didn't cover a question, rather than guess. I treat "I'm not sure about that" as a valid answer.
Where a chatbot collects personal details, it should ask for consent first, the same way the Albany competition bot did.
What you get
- An honest assessment of whether AI is the right fit for your problem
- A chatbot on WhatsApp or your website
- A knowledge base built from your own documents
- AI features added to an app or website you already have
- A plan for usage costs before launch
- Testing for accuracy, with clear answers when the bot doesn't know
Related case studies
Common questions
Can you add AI to my existing app?
Yes. I can add chatbots, including WhatsApp business bots, intelligent automation and other AI features to existing applications. The cost depends on the type of integration, so we'll talk through your use case on a discovery call.
More answers on the FAQ page.
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No jargon, no pressure. Just a conversation about what you need and whether I'm the right fit.
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