Field notes from 15+ years building growth inside African tech. Frameworks that survive contact with founders. Case work that moved real metrics. The thinking underneath Polarix.
Five compounding levers. Six leading-indicator metrics. A 15-year operator’s view of where growth-stage tech businesses actually break — and the structured diagnostic that surfaces the real driver of growth before another quarter disappears into tactical churn.
Most "AI for marketing" sits in one of two buckets: knowledge brains that don't execute, or point-solution agents that don't add up. Polarix is a third thing — outcome-governed agents wired to the Traction Engine.
A copywriting agent trained on Stripe's blog can't write WhatsApp-first onboarding for a Lagos lender. Generic AI marketing doesn't translate to African tech — and the agencies that try to ship it without the substrate will lose to the ones that built it on the continent.
New MCP servers for Google Ads and Meta mean an AI agent can create campaigns, adjust bids, and pause ad sets without a human in the loop. The answer to whether you can fire the agency is more textured than the hype suggests — especially in African markets.
MCPs are faster to set up. Direct APIs are faster to run. The choice isn't either/or — it's about knowing which architecture belongs in which layer of your stack. Here's what two years of building with both actually looks like.
Three traffic types, very different conversion quality. GEO — traffic sourced from LLM citations — is outperforming organic search sessions in engagement and intent. Here's the pattern, the mechanism, and what to do about it for African tech companies.
Amplitude is best-in-class product analytics with an MCP server that lets an AI agent query your retention curves in plain English. Most African founders either aren't using it, or aren't using it anywhere near its potential. Here's how to change that.
Activation rate, cohort retention, DAU/MAU — the leading indicators that predict your revenue line 6 months before it shows up in the dashboard. The teams that build around them consistently outperform the ones who start with acquisition.
Supply-side buildout has always been the bottleneck in African marketplace startups. AI agents are collapsing the cost and time of building supply-side value to the point where the sequencing logic of the problem changes. Here's how.
Steve Waidelich is the founder of Polarix. 15+ years scaling tech businesses on the continent — leading the growth and value-creation function at the continent’s largest tech accelerator, and earlier, founding and exiting a performance-marketing agency to Publicis (the largest of its kind on the continent at the time). Ran intercontinental campaigns for some of Africa’s biggest brands — FNB, Visa, Samsung, Mondelez. More on Steve →