AI implementation, written down in plain terms.
Build logs from real projects, working notes on generative engine optimisation, and honest takes on what actually ships. The same discipline we sell — set out in the open.
- How Often Should You Check AI Visibility? I Measured 42 SA Brands TwiceI measured 42 SA brands in AI answers twice, roughly a quarter apart. Two platforms moved past the noise band. How to measure yours, and how often.
- My Site Scores 88. The Full Read Still Found 16 High Findings.My audit engine scores this site 88 and every build check passes. The Full Read still found 16 High findings no scoring tool checks for.
- ChatGPT Business Is Worth It for Some Firms. A Seat Bought on Reddit Never Is.What ChatGPT Business costs in rand, what it adds over Plus, how it compares with Claude Team, and why a resold seat is a POPIA problem.
- What Google Says You Can Ignore About GEO, and What It Can't Tell YouGoogle says Google Search ignores llms.txt and needs no chunking or special markup. Its guide can't tell you whether ChatGPT or Claude names you.
- Automate or Hire: The Number That Decides ItThe threshold for automating a task instead of hiring is variance, not volume. The real rand arithmetic on both sides, including the maintenance line.
- The Automations That Survive Are BoringWhat business automation actually means for a South African company, which automations are still running six months later, and the cheapest test to tell in advance.
- Before You Hire an Automation Company: What You're Actually Paying ForThree different products get sold as "automation". What each really costs in rands, and the questions that separate a vendor who ships from one who sends a deck.
- 126 Automated Checks Passed. Every Heading Was Invisible.A build of mine passed 126 of 126 automated gates while a CSS bug hid every heading. Why green dashboards miss what your clients see first.
- 832 AI Answers: What Actually Gets a Business CitedI put real buyer questions to four AI assistants across five industries and read every source they cited. Five findings on what earns a citation.
- I Found 500 Fake Visitors on My Own Site. The Tell Was One Column.Most of my blog's best-performing post was bot traffic. The giveaway took ten seconds to spot, and you can run the same check on your own analytics today.
- My Own Audit Engine Scores This Site 88. Here Are the Four Things It Flags.I run the same nine-domain audit on my own website and publish the result, weak domains included. Here's what it found, and why the number is 88 and not 89.
- How AI Decides Which South African Businesses to RecommendI analysed 600+ real AI answers from ChatGPT, Claude, Perplexity and Gemini across three SA industries. Here are the seven patterns I measured in the businesses AI recommends.
- What AI Really Costs a South African Business in 2026What does AI actually cost an SA business — and how do you know if it's worth it? Real ZAR price ranges, the ROI formula I use, and where the spend goes wrong.
- What Building a 15-Module AI Due Diligence Engine Taught Me About Production AgentsThree engineering decisions that turned a slow analyst-replacement prototype into a 5–8 minute production system that survives 114 tests and 11 live runs across equity and crypto. With the lessons that apply to any AI build.
- Why Most AI Projects Stall Before They ShipFour patterns that stall AI projects between pilot and production, and the staged, fixed-price delivery model that removes each one.
- What Does a Website Cost in Cape Town? (2026 Numbers)A real breakdown of website pricing in Cape Town — from R3,000 freelancers to R50,000+ agencies. What you're actually paying for, what's overpriced, and how to decide.
- Why Your Website Might Be Invisible to AI SearchGoogle AI Overviews now appear in more than half of all searches. If your content isn't structured for AI engines, a growing share of potential customers will never see you. Here's what to do about it.
- The 5 AI Automations Every Business Should Set Up This WeekFive practical AI automations any business can set up this week — with specific tools, honest time estimates, and realistic cost breakdowns.
- GEO: Why AI Search Is Making Your Website Invisible (and How to Fix It)Generative Engine Optimisation is how businesses get cited by AI search. Most websites aren't ready. Here's what to do about it.
- The CRAFT Prompting Framework: 5 Elements That Turn Vague Questions into Expert-Level AI OutputsMost people get mediocre results from AI because they ask mediocre questions. The CRAFT framework — Context, Role, Action, Format, Tone — is the simplest fix I know.
- Building AI Agents That Actually Know YouA build log of creating a multi-agent AI platform with shared knowledge, persistent memory, proactive coaching cycles, and real-time voice — and what it taught me about building agents for businesses.
- Why Your AI Consultant Should Write CodeStrategy decks don't ship products. If your AI advisor can't build what they're recommending, you're paying for opinions — not outcomes.
- Replacing 1–2 Hours of Daily Work with a $12/Month AI PipelineHow I built an automated portfolio intelligence bot that scans 80+ crypto assets daily, filters the noise with LLM scoring, and delivers a Bloomberg-style briefing — for less than the cost of a sandwich.
- From ChatGPT to Custom AI Agents: What's Actually Worth BuildingThere's a spectrum between using ChatGPT and building a custom AI agent. Here's how to figure out where your business should sit on it.
- How I Built a Crypto Trading Bot Using AI ToolsA build log of shipping a production trading bot using Claude, Python, and a handful of APIs — from idea to live trades in under three weeks.
- 5 Signs Your Business Is Ready for AINot every business is ready for AI — and that's fine. Here are five honest signals that you're in a position to get real value from it.
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