What We Actually Find When We Audit AI-Generated Codebases
AI tools can build an app in a weekend. But what's actually in the code? We've audited enough vibe-coded projects to see the patterns. Here's what breaks.
7 min read
Blog — AI, Development & Digital Strategy
Insights, tutorials, and lessons from building AI systems and software across Africa.
12 articles published
Latest Articles
All Articles Ai Code Quality Digital Transformation Software Agency Offline First Ai In House Vs Agency Outsourcing Govtech Tailwind Cross Platform Ai Fragmentation Astro
The Real Cost of Digital Transformation in West Africa (2026 Breakdown)
Transparent pricing benchmarks for software development, AI automation, and digital transformation projects across West Africa. Based on 11 years of delivery.
6 min read
How to Choose a Software Agency in Africa: A Decision Framework
A practical evaluation framework for selecting the right software development partner in Africa: red flags, interview questions, and contract structure.
6 min read
Building Offline-First Applications for African Markets: Lessons from 11 Years
Practical patterns for building web and mobile applications that work reliably across Africa's diverse connectivity landscape, from service workers to USSD fallbacks.
7 min read
AI Automation for African Fintech: What Works and What Doesn't
Practical AI automation use cases for financial services in Africa, with real ROI data, regulatory considerations, and implementation patterns from production deployments.
7 min read
Building In-House vs Hiring an Agency: A Decision Matrix for African Organizations
A structured framework for deciding whether to build an internal engineering team or partner with a software agency, with cost comparisons, timeline analysis, and risk factors specific to African markets.
6 min read
Local African Agency vs Offshore Team: Why Context Beats Cost
A practical comparison of working with local African software agencies versus offshore teams from other continents, with data on hidden costs, delivery outcomes, and when each model works best.
6 min read
Building Digital Infrastructure in West Africa
Lessons from designing identity, payment, and education systems for Guinea, where connectivity is low and stakes are high.
3 min read
Building with Tailwind CSS v4
How to set up Tailwind CSS v4 with Astro and create a custom design token system.
2 min read
When AI Turns Chaos into Clarity
Cross-platform behavioral intelligence transforms scattered digital interactions into actionable insights about prospect intent, redefining social selling performance.
4 min read
When Fragmentation Destroys Social Selling
The fragmentation of social media tools silently weakens sales performance. Learn about the Digital Archipelago Effect and how unified intelligence can restore clarity.
3 min read
Getting Started with Astro 6
A quick introduction to Astro 6 and why it's a great choice for content-driven websites.
2 min read