Perceptful journal
Insights
Notes from building AI systems that work in production.
Case study · 8 min read
How smaller companies win with AI: lessons from Arabyati's award-winning EdTech platform
Smaller companies don't need bigger budgets to compete with AI. They need focus. Here is how Arabyati used AI to improve its product and its operations, and what other growing companies can take from it.
September 28, 2026 · Read article →
AI strategy · 7 min read
Why AI pilots stall, and how a 2-week sprint gets them moving
Most AI pilots don't fail on the model. They stall on scope, data and the missing definition of 'good'. Here is a practical way to get from demo to decision in two weeks.
September 28, 2026
Case study · 8 min read
Turning anonymous employee feedback into decisions with an LLM
People finally speak up, and leadership gets hundreds of comments nobody has time to read. Here is how we turned anonymous feedback into themes and actions with an LLM, and why the rewards engine next to it uses rules instead.
September 28, 2026