Artificial Intelligence
No-hype writing on AI - what it can genuinely do, where it fails, the risks, and what it means for Africa and its businesses.
Sub-topics
Myths & Misconceptions
14Hype, snake oil and reality checks - the confident claims about AI that quietly fall apart.
AI for Business
30Where AI earns its keep in a real business - sector by sector, plus build-vs-buy, cost and ROI.
AI in Africa
24The continental angle - compute, language, skills, sovereignty and where Africa can actually win.
Risk, Ethics & Safety
12Bias, privacy, governance and the new attack surface - the parts of AI that can hurt you.
Building with AI
32The hands-on engineering: RAG, agents, evaluation, running models and shipping AI to production.
Explainers & Fundamentals
6Plain-language primers on how AI actually works, so the rest of it makes sense.
73 articles · showing 1-9 (page 1 of 9)
Metering, model routing and the regression suite that stops your agent rotting
Two questions decide whether an AI feature survives its first year: does each request make money, and will a prompt edit break something silently? An append-only credit ledger, two-tier routing, and a suite that asserts question-to-metric mappings are the answers.
Shipping a business agent on WhatsApp: templates, webhooks and the 24-hour window
The in-app chat panel was good and nobody opened it. Putting the agent on WhatsApp means the Cloud API's template rules, idempotent webhooks, per-tenant scheduled jobs, alert hysteresis, and testing that Sheng routes to the right metric.
Don't Get Pressured Into Buying AI Before Your Business Is Ready
The hype says buy AI now or be left behind. The truth is most businesses aren't ready yet, and rushing wastes money, frustrates teams and quietly breaks customer trust. Using the Ngazi ladder, here's how to find the rung you're really on and take the one step that pays off.
UpeoXpense: Snap a Receipt on WhatsApp, Get an ERPNext Expense in Seconds
Receipts die in pockets and gloveboxes. UpeoXpense uses AI to read a receipt photo sent on WhatsApp and turn it into a structured ERPNext expense in seconds - and it is free and open source.
What AI Can Actually Do for an African Business Today
AI is a capability multiplier, not a decision-maker. A grounded look at the specific tasks it handles well for African SMEs today, the myths it cannot deliver, and a simple test before you adopt.
How to Spot AI Hype and Vendor Snake Oil: A Buyer's Checklist
A practical, no-nonsense checklist for African businesses to evaluate AI vendors and cut through the hype. If a vendor cannot survive these questions, walk away before you sign.
The agent drafts, the human commits: designing the write path for a business AI
A wrong read costs minutes. A wrong write costs a reconciliation. So the commit lives behind an HTTP endpoint the agent cannot call - and everything it can do is scoped to the requesting user, written to an audit row in the same transaction, and given a tested reversal.
AI Hallucinations Explained: Why Confident AI Is Often Wrong
AI does not tell the truth - it predicts plausible words, and it sounds equally confident whether it is right or making things up. Here is why hallucinations happen and how to manage them with RAG, human review and verification.
upeo.ai: The AI Platform Built for How African Business Works
upeo.ai is the AI platform built for how African businesses actually operate: WhatsApp-first customers, scattered data and thin margins. Here is what it does, how the four capabilities fit together, and why data sovereignty is the starting point.